;;;----------------------------------- (mon jan 25 1999 21 26 9) ((attempting to learn output from (input) using 555 examples plus 238 held out) (network has 8 hidden units training for 10000 epochs with batch? 1 var-momentum? 1 learning.rate 0.01 momentum 0.7)) ((learned network stored on "/afs/cs/project/theo-35/fmri/backprop/lblt-1-25-99-8h") (training and holdout errors (9551880 5.800075e-4 6.2340283e-4 10000))) (Evaluation of RMS error for three methods - neural net, mean value predictor, previous value predictor Results in form (method num.of.examples ave.RMS.err list.of.indiv.RMS.errors)) (use.net 238 33.31291 (36.416256 32.125572 34.02224 29.846071 33.499176 32.167355 47.818207 31.832666 45.95572 37.922043 46.061558 35.185715 37.544235 44.334965 43.879566 25.395018 29.733402 32.84355 32.715637 27.57106 29.521793 26.867895 32.007156 39.044636 31.61576 36.07579 33.226624 27.388079 31.315544 35.46479 33.902912 34.855377 27.264553 30.430124 31.953663 36.74992 36.10474 28.916492 29.805077 27.390745 31.090555 29.266726 36.88815 33.64592 29.434647 27.045979 30.62527 31.111317 30.722494 32.72417 29.63142)) (voxel.means 238 41.445595 (40.027607 38.41219 41.977184 35.808968 34.855534 36.497627 53.64567 39.72894 57.538456 42.79038 68.03961 44.868244 50.805473 67.876076 54.020885 30.107723 37.59199 46.172867 35.548767 30.596825 31.711231 29.987074 42.573036 49.01655 37.640175 41.511295 47.86469 33.779316 46.890713 61.057945 47.060093 47.256283 29.391026 36.972633 42.167187 58.89274 54.759106 29.642893 34.094635 27.863222 39.900536 32.051773 48.202713 41.421234 29.665192 28.035398 35.39757 36.62999 35.510662 39.76591 30.101234)) (use.previous.value 238 40.641582 (47.213158 41.10295 46.854195 42.227234 40.93219 40.257183 49.054768 37.108418 48.37438 48.663425 52.86383 40.458637 45.15016 46.47412 52.316288 37.89863 36.25388 41.91068 37.88322 34.890667 35.908157 34.58317 38.126007 40.53371 39.526478 39.7137 37.0365 34.224453 43.74317 45.327026 40.342644 40.7865 34.92532 38.805847 40.82834 46.25173 44.60223 34.516895 34.699196 35.464397 38.384468 35.17493 40.685993 37.954876 38.358673 36.465908 40.940273 38.716988 39.720177 42.57683 35.907753)) (normalized.nnet.rslt (0.9097785 0.836338 0.8104936 0.83348036 0.96108633 0.8813547 0.8913712 0.80124635 0.79869574 0.88622826 0.6769815 0.78420085 0.7389801 0.6531751 0.8122704 0.8434719 0.7909504 0.7113171 0.920303 0.90110856 0.930957 0.89598256 0.7518176 0.7965603 0.8399472 0.8690596 0.6941782 0.81079435 0.6678411 0.58083826 0.72041744 0.73758185 0.9276489 0.82304454 0.757785 0.62401444 0.65933764 0.975495 0.8741867 0.983043 0.77920145 0.9131079 0.76527125 0.81228673 0.99222845 0.9647082 0.86518 0.84934 0.86516255 0.8229202 0.98439217)) (mon jan 25 1999 22 55 40) (Above evaluation based on *holdout* set (ex943 ex939 ex931 ex925 ex921 ex915 ex913 ex909 ex901 ex893 ex891 ex889 ex881 ex877 ex865 ex855 ex853 ex833 ex831 ex827 ex825 ex821 ex819 ex813 ex801 ex799 ex793 ex791 ex789 ex787 ex785 ex775 ex769 ex765 ex755 ex749 ex747 ex743 ex737 ex731 ex723 ex713 ex709 ex703 ex701 ex699 ex691 ex681 ex679 ex671 ex665 ex647 ex641 ex635 ex617 ex613 ex607 ex603 ex601 ex599 ex597 ex583 ex575 ex553 ex551 ex545 ex543 ex541 ex531 ex525 ex509 ex503 ex501 ex497 ex495 ex493 ex487 ex473 ex467 ex465 ex451 ex447 ex445 ex439 ex427 ex423 ex421 ex415 ex411 ex395 ex385 ex383 ex381 ex375 ex371 ex365 ex361 ex359 ex357 ex355 ex335 ex333 ex325 ex303 ex299 ex289 ex287 ex285 ex283 ex275 ex269 ex253 ex245 ex243 ex239 ex227 ex217 ex203 ex197 ex187 ex183 ex181 ex175 ex159 ex155 ex188 ex200 ex212 ex214 ex218 ex224 ex230 ex234 ex238 ex242 ex244 ex246 ex250 ex254 ex260 ex262 ex282 ex292 ex306 ex332 ex334 ex336 ex344 ex348 ex352 ex368 ex372 ex376 ex378 ex382 ex384 ex394 ex398 ex400 ex402 ex406 ex410 ex416 ex422 ex434 ex442 ex450 ex456 ex460 ex466 ex470 ex476 ex484 ex492 ex494 ex506 ex512 ex514 ex524 ex526 ex528 ex530 ex536 ex550 ex554 ex566 ex570 ex580 ex590 ex610 ex634 ex636 ex642 ex646 ex648 ex650 ex652 ex660 ex666 ex676 ex678 ex686 ex692 ex706 ex710 ex716 ex744 ex748 ex754 ex764 ex774 ex776 ex778 ex780 ex792 ex796 ex800 ex804 ex812 ex816 ex822 ex824 ex838 ex842 ex844 ex846 ex848 ex862 ex874 ex880 ex894 ex898 ex904 ex906 ex912 ex922 ex932 ex936) (Output 1 NNet RMS Err 36.42, Mean RMS Err 40.03, NNet Normalized RMS Err 0.91) (Output 2 NNet RMS Err 32.13, Mean RMS Err 38.41, NNet Normalized RMS Err 0.84) (Output 3 NNet RMS Err 34.02, Mean RMS Err 41.98, NNet Normalized RMS Err 0.81) (Output 4 NNet RMS Err 29.85, Mean RMS Err 35.81, NNet Normalized RMS Err 0.83) (Output 5 NNet RMS Err 33.50, Mean RMS Err 34.86, NNet Normalized RMS Err 0.96) (Output 6 NNet RMS Err 32.17, Mean RMS Err 36.50, NNet Normalized RMS Err 0.88) (Output 7 NNet RMS Err 47.82, Mean RMS Err 53.65, NNet Normalized RMS Err 0.89) (Output 8 NNet RMS Err 31.83, Mean RMS Err 39.73, NNet Normalized RMS Err 0.80) (Output 9 NNet RMS Err 45.96, Mean RMS Err 57.54, NNet Normalized RMS Err 0.80) (Output 10 NNet RMS Err 37.92, Mean RMS Err 42.79, NNet Normalized RMS Err 0.89) (Output 11 NNet RMS Err 46.06, Mean RMS Err 68.04, NNet Normalized RMS Err 0.68) (Output 12 NNet RMS Err 35.19, Mean RMS Err 44.87, NNet Normalized RMS Err 0.78) (Output 13 NNet RMS Err 37.54, Mean RMS Err 50.81, NNet Normalized RMS Err 0.74) (Output 14 NNet RMS Err 44.33, Mean RMS Err 67.88, NNet Normalized RMS Err 0.65) (Output 15 NNet RMS Err 43.88, Mean RMS Err 54.02, NNet Normalized RMS Err 0.81) (Output 16 NNet RMS Err 25.40, Mean RMS Err 30.11, NNet Normalized RMS Err 0.84) (Output 17 NNet RMS Err 29.73, Mean RMS Err 37.59, NNet Normalized RMS Err 0.79) (Output 18 NNet RMS Err 32.84, Mean RMS Err 46.17, NNet Normalized RMS Err 0.71) (Output 19 NNet RMS Err 32.72, Mean RMS Err 35.55, NNet Normalized RMS Err 0.92) (Output 20 NNet RMS Err 27.57, Mean RMS Err 30.60, NNet Normalized RMS Err 0.90) (Output 21 NNet RMS Err 29.52, Mean RMS Err 31.71, NNet Normalized RMS Err 0.93) (Output 22 NNet RMS Err 26.87, Mean RMS Err 29.99, NNet Normalized RMS Err 0.90) (Output 23 NNet RMS Err 32.01, Mean RMS Err 42.57, NNet Normalized RMS Err 0.75) (Output 24 NNet RMS Err 39.04, Mean RMS Err 49.02, NNet Normalized RMS Err 0.80) (Output 25 NNet RMS Err 31.62, Mean RMS Err 37.64, NNet Normalized RMS Err 0.84) (Output 26 NNet RMS Err 36.08, Mean RMS Err 41.51, NNet Normalized RMS Err 0.87) (Output 27 NNet RMS Err 33.23, Mean RMS Err 47.86, NNet Normalized RMS Err 0.69) (Output 28 NNet RMS Err 27.39, Mean RMS Err 33.78, NNet Normalized RMS Err 0.81) (Output 29 NNet RMS Err 31.32, Mean RMS Err 46.89, NNet Normalized RMS Err 0.67) (Output 30 NNet RMS Err 35.46, Mean RMS Err 61.06, NNet Normalized RMS Err 0.58) (Output 31 NNet RMS Err 33.90, Mean RMS Err 47.06, NNet Normalized RMS Err 0.72) (Output 32 NNet RMS Err 34.86, Mean RMS Err 47.26, NNet Normalized RMS Err 0.74) (Output 33 NNet RMS Err 27.26, Mean RMS Err 29.39, NNet Normalized RMS Err 0.93) (Output 34 NNet RMS Err 30.43, Mean RMS Err 36.97, NNet Normalized RMS Err 0.82) (Output 35 NNet RMS Err 31.95, Mean RMS Err 42.17, NNet Normalized RMS Err 0.76) (Output 36 NNet RMS Err 36.75, Mean RMS Err 58.89, NNet Normalized RMS Err 0.62) (Output 37 NNet RMS Err 36.10, Mean RMS Err 54.76, NNet Normalized RMS Err 0.66) (Output 38 NNet RMS Err 28.92, Mean RMS Err 29.64, NNet Normalized RMS Err 0.98) (Output 39 NNet RMS Err 29.81, Mean RMS Err 34.09, NNet Normalized RMS Err 0.87) (Output 40 NNet RMS Err 27.39, Mean RMS Err 27.86, NNet Normalized RMS Err 0.98) (Output 41 NNet RMS Err 31.09, Mean RMS Err 39.90, NNet Normalized RMS Err 0.78) (Output 42 NNet RMS Err 29.27, Mean RMS Err 32.05, NNet Normalized RMS Err 0.91) (Output 43 NNet RMS Err 36.89, Mean RMS Err 48.20, NNet Normalized RMS Err 0.77) (Output 44 NNet RMS Err 33.65, Mean RMS Err 41.42, NNet Normalized RMS Err 0.81) (Output 45 NNet RMS Err 29.43, Mean RMS Err 29.67, NNet Normalized RMS Err 0.99) (Output 46 NNet RMS Err 27.05, Mean RMS Err 28.04, NNet Normalized RMS Err 0.96) (Output 47 NNet RMS Err 30.63, Mean RMS Err 35.40, NNet Normalized RMS Err 0.87) (Output 48 NNet RMS Err 31.11, Mean RMS Err 36.63, NNet Normalized RMS Err 0.85) (Output 49 NNet RMS Err 30.72, Mean RMS Err 35.51, NNet Normalized RMS Err 0.87) (Output 50 NNet RMS Err 32.72, Mean RMS Err 39.77, NNet Normalized RMS Err 0.82) (Output 51 NNet RMS Err 29.63, Mean RMS Err 30.10, NNet Normalized RMS Err 0.98) Output 1: NNet RMS Err: 36.42, Mean RMS Err: 40.03, NNet Normalized RMS Err: 0.91 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(1)/dIN(15) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(1)/dIN(11) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(1)/dIN(1) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(1)/dIN(34) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(1)/dIN(31) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(1)/dIN(24) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(1)/dIN(23) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(1)/dIN(14) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(1)/dIN(17) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(1)/dIN(51) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(1)/dIN(49) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(1)/dIN(13) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(1)/dIN(18) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(1)/dIN(39) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(1)/dIN(5) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(1)/dIN(27) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(1)/dIN(26) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(1)/dIN(38) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(1)/dIN(4) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(1)/dIN(37) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(1)/dIN(16) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(1)/dIN(6) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(1)/dIN(19) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(1)/dIN(32) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(1)/dIN(8) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(1)/dIN(48) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(1)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(1)/dIN(9) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(1)/dIN(25) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(1)/dIN(33) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(1)/dIN(40) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(1)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(1)/dIN(42) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(1)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(1)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(1)/dIN(44) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(1)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(1)/dIN(12) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(1)/dIN(10) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(1)/dIN(35) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(1)/dIN(43) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(1)/dIN(28) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(1)/dIN(45) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(1)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(1)/dIN(36) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(1)/dIN(3) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(1)/dIN(41) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(1)/dIN(47) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(1)/dIN(7) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(1)/dIN(29) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(1)/dIN(22) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 2: NNet RMS Err: 32.13, Mean RMS Err: 38.41, NNet Normalized RMS Err: 0.84 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(2)/dIN(14) 0.06 (min-slopes: 0.05) (max-slopes: 0.07) dOUT(2)/dIN(34) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(2)/dIN(11) 0.05 (min-slopes: 0.04) (max-slopes: 0.06) dOUT(2)/dIN(13) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(2)/dIN(6) -.05 (min-slopes: -.05) (max-slopes: -.04) dOUT(2)/dIN(3) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(2)/dIN(9) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(2)/dIN(8) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(2)/dIN(31) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(2)/dIN(24) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(2)/dIN(23) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(2)/dIN(27) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(2)/dIN(51) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(2)/dIN(33) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(2)/dIN(1) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(2)/dIN(4) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(2)/dIN(10) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(2)/dIN(15) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(2)/dIN(49) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(2)/dIN(17) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(2)/dIN(26) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(2)/dIN(42) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(2)/dIN(25) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(2)/dIN(19) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(2)/dIN(40) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(2)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(2)/dIN(5) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(2)/dIN(12) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(2)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(2)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(2)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(2)/dIN(41) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(2)/dIN(32) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(2)/dIN(35) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(2)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(2)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(2)/dIN(18) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(2)/dIN(16) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(2)/dIN(48) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(2)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(2)/dIN(37) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(2)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(2)/dIN(39) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(2)/dIN(44) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(2)/dIN(50) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(2)/dIN(28) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(2)/dIN(43) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(2)/dIN(38) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(2)/dIN(20) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(2)/dIN(45) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(2)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: 0.00) Output 3: NNet RMS Err: 34.02, Mean RMS Err: 41.98, NNet Normalized RMS Err: 0.81 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(3)/dIN(3) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(3)/dIN(14) 0.06 (min-slopes: 0.05) (max-slopes: 0.07) dOUT(3)/dIN(6) -.06 (min-slopes: -.06) (max-slopes: -.05) dOUT(3)/dIN(34) 0.05 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(3)/dIN(9) 0.05 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(3)/dIN(8) 0.05 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(3)/dIN(13) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(3)/dIN(11) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(3)/dIN(31) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(3)/dIN(33) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(3)/dIN(27) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(3)/dIN(10) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(3)/dIN(24) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(3)/dIN(25) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(3)/dIN(23) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(3)/dIN(51) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(3)/dIN(4) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(3)/dIN(36) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(3)/dIN(12) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(3)/dIN(39) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(3)/dIN(35) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(3)/dIN(42) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(3)/dIN(1) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(3)/dIN(48) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(3)/dIN(47) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(3)/dIN(40) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(3)/dIN(19) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(3)/dIN(26) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(3)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(3)/dIN(49) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(3)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(3)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(3)/dIN(41) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(3)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(3)/dIN(38) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(3)/dIN(17) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(3)/dIN(37) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(3)/dIN(29) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(3)/dIN(44) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(3)/dIN(32) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(3)/dIN(18) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(3)/dIN(28) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(3)/dIN(15) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(3)/dIN(5) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(3)/dIN(2) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(3)/dIN(45) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(3)/dIN(43) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(3)/dIN(20) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(3)/dIN(30) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(3)/dIN(50) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(3)/dIN(16) -.00 (min-slopes: -.00) (max-slopes: -.00) Output 4: NNet RMS Err: 29.85, Mean RMS Err: 35.81, NNet Normalized RMS Err: 0.83 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(4)/dIN(14) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(4)/dIN(34) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(4)/dIN(11) 0.05 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(4)/dIN(13) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(4)/dIN(31) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(4)/dIN(6) -.04 (min-slopes: -.05) (max-slopes: -.04) dOUT(4)/dIN(24) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(4)/dIN(8) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(4)/dIN(9) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(4)/dIN(3) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(4)/dIN(23) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(4)/dIN(1) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(4)/dIN(51) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(4)/dIN(27) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(4)/dIN(15) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(4)/dIN(33) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(4)/dIN(4) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(4)/dIN(49) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(4)/dIN(17) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(4)/dIN(10) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(4)/dIN(26) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(4)/dIN(42) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(4)/dIN(19) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(4)/dIN(5) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(4)/dIN(40) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(4)/dIN(18) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(4)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(4)/dIN(32) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(4)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(4)/dIN(25) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(4)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(4)/dIN(16) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(4)/dIN(12) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(4)/dIN(41) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(4)/dIN(35) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(4)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(4)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(4)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(4)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(4)/dIN(38) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(4)/dIN(37) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(4)/dIN(50) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(4)/dIN(48) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(4)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(4)/dIN(20) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(4)/dIN(43) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(4)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(4)/dIN(39) 0.00 (min-slopes: -.00) (max-slopes: 0.00) dOUT(4)/dIN(28) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(4)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(4)/dIN(44) -.00 (min-slopes: -.00) (max-slopes: -.00) Output 5: NNet RMS Err: 33.50, Mean RMS Err: 34.86, NNet Normalized RMS Err: 0.96 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(5)/dIN(14) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(5)/dIN(34) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(5)/dIN(11) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(5)/dIN(13) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(5)/dIN(6) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(5)/dIN(3) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(5)/dIN(31) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(5)/dIN(9) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(5)/dIN(8) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(5)/dIN(24) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(5)/dIN(23) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(5)/dIN(27) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(5)/dIN(51) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(5)/dIN(1) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(5)/dIN(33) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(5)/dIN(15) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(5)/dIN(4) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(5)/dIN(10) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(5)/dIN(49) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(5)/dIN(17) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(5)/dIN(26) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(5)/dIN(42) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(5)/dIN(19) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(5)/dIN(40) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(5)/dIN(25) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(5)/dIN(5) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(5)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(5)/dIN(12) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(5)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(5)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(5)/dIN(32) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(5)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(5)/dIN(35) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(5)/dIN(41) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(5)/dIN(18) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(5)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(5)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(5)/dIN(16) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(5)/dIN(30) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(5)/dIN(48) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(5)/dIN(37) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(5)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(5)/dIN(50) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(5)/dIN(38) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(5)/dIN(28) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(5)/dIN(39) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(5)/dIN(44) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(5)/dIN(43) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(5)/dIN(20) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(5)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: 0.00) dOUT(5)/dIN(45) -.00 (min-slopes: -.00) (max-slopes: 0.00) Output 6: NNet RMS Err: 32.17, Mean RMS Err: 36.50, NNet Normalized RMS Err: 0.88 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(6)/dIN(14) 0.06 (min-slopes: 0.05) (max-slopes: 0.07) dOUT(6)/dIN(34) 0.06 (min-slopes: 0.05) (max-slopes: 0.07) dOUT(6)/dIN(13) 0.05 (min-slopes: 0.04) (max-slopes: 0.06) dOUT(6)/dIN(11) 0.05 (min-slopes: 0.04) (max-slopes: 0.06) dOUT(6)/dIN(6) -.04 (min-slopes: -.05) (max-slopes: -.04) dOUT(6)/dIN(24) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(6)/dIN(31) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(6)/dIN(9) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(6)/dIN(8) 0.04 (min-slopes: 0.03) (max-slopes: 0.05) dOUT(6)/dIN(3) 0.04 (min-slopes: 0.03) (max-slopes: 0.05) dOUT(6)/dIN(23) 0.04 (min-slopes: 0.03) (max-slopes: 0.05) dOUT(6)/dIN(1) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(6)/dIN(15) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(6)/dIN(51) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(6)/dIN(27) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(6)/dIN(33) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(6)/dIN(4) -.03 (min-slopes: -.04) (max-slopes: -.02) dOUT(6)/dIN(17) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(6)/dIN(49) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(6)/dIN(10) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(6)/dIN(26) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(6)/dIN(42) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(6)/dIN(7) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(6)/dIN(5) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(6)/dIN(18) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(6)/dIN(40) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(6)/dIN(19) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(6)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(6)/dIN(25) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(6)/dIN(41) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(6)/dIN(16) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(6)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(6)/dIN(32) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(6)/dIN(37) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(6)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(6)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(6)/dIN(12) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(6)/dIN(35) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(6)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(6)/dIN(43) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(6)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(6)/dIN(48) -.00 (min-slopes: -.01) (max-slopes: -.00) dOUT(6)/dIN(38) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(6)/dIN(50) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(6)/dIN(44) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(6)/dIN(39) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(6)/dIN(20) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(6)/dIN(28) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(6)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(6)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(6)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 7: NNet RMS Err: 47.82, Mean RMS Err: 53.65, NNet Normalized RMS Err: 0.89 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(7)/dIN(34) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(7)/dIN(31) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(7)/dIN(11) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(7)/dIN(15) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(7)/dIN(1) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(7)/dIN(24) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(7)/dIN(23) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(7)/dIN(14) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(7)/dIN(51) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(7)/dIN(49) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(7)/dIN(17) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(7)/dIN(13) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(7)/dIN(6) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(7)/dIN(27) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(7)/dIN(8) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(7)/dIN(26) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(7)/dIN(18) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(7)/dIN(19) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(7)/dIN(5) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(7)/dIN(38) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(7)/dIN(4) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(7)/dIN(39) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(7)/dIN(9) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(7)/dIN(32) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(7)/dIN(16) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(7)/dIN(7) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(7)/dIN(40) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(7)/dIN(33) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(7)/dIN(3) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(7)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(7)/dIN(10) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(7)/dIN(44) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(7)/dIN(42) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(7)/dIN(37) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(7)/dIN(48) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(7)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(7)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(7)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(7)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(7)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(7)/dIN(25) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(7)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(7)/dIN(28) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(7)/dIN(45) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(7)/dIN(47) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(7)/dIN(43) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(7)/dIN(22) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(7)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(7)/dIN(41) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(7)/dIN(12) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(7)/dIN(35) -.00 (min-slopes: -.00) (max-slopes: 0.00) Output 8: NNet RMS Err: 31.83, Mean RMS Err: 39.73, NNet Normalized RMS Err: 0.80 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(8)/dIN(14) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(8)/dIN(34) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(8)/dIN(11) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(8)/dIN(13) 0.06 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(8)/dIN(6) -.06 (min-slopes: -.07) (max-slopes: -.06) dOUT(8)/dIN(31) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(8)/dIN(3) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(8)/dIN(9) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(8)/dIN(8) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(8)/dIN(24) 0.05 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(8)/dIN(23) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(8)/dIN(27) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(8)/dIN(51) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(8)/dIN(1) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(8)/dIN(33) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(8)/dIN(15) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(8)/dIN(4) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(8)/dIN(10) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(8)/dIN(49) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(8)/dIN(17) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(8)/dIN(26) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(8)/dIN(42) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(8)/dIN(19) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(8)/dIN(40) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(8)/dIN(5) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(8)/dIN(25) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(8)/dIN(36) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(8)/dIN(12) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(8)/dIN(21) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(8)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(8)/dIN(32) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(8)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(8)/dIN(41) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(8)/dIN(35) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(8)/dIN(18) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(8)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(8)/dIN(16) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(8)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(8)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(8)/dIN(48) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(8)/dIN(37) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(8)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(8)/dIN(50) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(8)/dIN(38) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(8)/dIN(44) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(8)/dIN(39) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(8)/dIN(28) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(8)/dIN(43) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(8)/dIN(20) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(8)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(8)/dIN(45) 0.00 (min-slopes: -.00) (max-slopes: 0.00) Output 9: NNet RMS Err: 45.96, Mean RMS Err: 57.54, NNet Normalized RMS Err: 0.80 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(9)/dIN(14) 0.11 (min-slopes: 0.10) (max-slopes: 0.11) dOUT(9)/dIN(34) 0.11 (min-slopes: 0.10) (max-slopes: 0.11) dOUT(9)/dIN(11) 0.10 (min-slopes: 0.09) (max-slopes: 0.11) dOUT(9)/dIN(13) 0.10 (min-slopes: 0.09) (max-slopes: 0.10) dOUT(9)/dIN(24) 0.09 (min-slopes: 0.08) (max-slopes: 0.09) dOUT(9)/dIN(31) 0.09 (min-slopes: 0.08) (max-slopes: 0.09) dOUT(9)/dIN(15) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(9)/dIN(23) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(9)/dIN(1) 0.07 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(9)/dIN(6) -.07 (min-slopes: -.08) (max-slopes: -.07) dOUT(9)/dIN(9) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(9)/dIN(51) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(9)/dIN(8) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(9)/dIN(17) -.06 (min-slopes: -.06) (max-slopes: -.06) dOUT(9)/dIN(27) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(9)/dIN(49) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(9)/dIN(4) -.06 (min-slopes: -.06) (max-slopes: -.05) dOUT(9)/dIN(3) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(9)/dIN(33) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(9)/dIN(26) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(9)/dIN(10) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(9)/dIN(18) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(9)/dIN(5) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(9)/dIN(42) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(9)/dIN(16) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(9)/dIN(37) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(9)/dIN(19) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(9)/dIN(40) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(9)/dIN(7) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(9)/dIN(32) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(9)/dIN(46) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(9)/dIN(41) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(9)/dIN(21) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(9)/dIN(38) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(9)/dIN(39) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(9)/dIN(30) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(9)/dIN(43) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(9)/dIN(22) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(9)/dIN(25) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(9)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(9)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(9)/dIN(12) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(9)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(9)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(9)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(9)/dIN(35) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(9)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(9)/dIN(44) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(9)/dIN(48) 0.00 (min-slopes: -.00) (max-slopes: 0.00) dOUT(9)/dIN(28) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(9)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 10: NNet RMS Err: 37.92, Mean RMS Err: 42.79, NNet Normalized RMS Err: 0.89 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(10)/dIN(14) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(10)/dIN(34) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(10)/dIN(11) 0.06 (min-slopes: 0.05) (max-slopes: 0.07) dOUT(10)/dIN(13) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(10)/dIN(31) 0.05 (min-slopes: 0.04) (max-slopes: 0.06) dOUT(10)/dIN(24) 0.05 (min-slopes: 0.04) (max-slopes: 0.06) dOUT(10)/dIN(6) -.05 (min-slopes: -.05) (max-slopes: -.04) dOUT(10)/dIN(9) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(10)/dIN(8) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(10)/dIN(23) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(10)/dIN(3) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(10)/dIN(1) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(10)/dIN(15) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(10)/dIN(51) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(10)/dIN(27) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(10)/dIN(33) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(10)/dIN(4) -.03 (min-slopes: -.04) (max-slopes: -.03) dOUT(10)/dIN(17) -.03 (min-slopes: -.04) (max-slopes: -.03) dOUT(10)/dIN(49) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(10)/dIN(10) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(10)/dIN(26) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(10)/dIN(42) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(10)/dIN(5) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(10)/dIN(18) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(10)/dIN(7) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(10)/dIN(19) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(10)/dIN(40) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(10)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(10)/dIN(16) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(10)/dIN(41) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(10)/dIN(32) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(10)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(10)/dIN(25) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(10)/dIN(37) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(10)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(10)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(10)/dIN(12) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(10)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(10)/dIN(35) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(10)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(10)/dIN(43) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(10)/dIN(38) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(10)/dIN(50) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(10)/dIN(48) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(10)/dIN(39) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(10)/dIN(44) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(10)/dIN(20) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(10)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(10)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(10)/dIN(28) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(10)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 11: NNet RMS Err: 46.06, Mean RMS Err: 68.04, NNet Normalized RMS Err: 0.68 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(11)/dIN(34) 0.14 (min-slopes: 0.13) (max-slopes: 0.15) dOUT(11)/dIN(14) 0.14 (min-slopes: 0.13) (max-slopes: 0.14) dOUT(11)/dIN(11) 0.14 (min-slopes: 0.13) (max-slopes: 0.14) dOUT(11)/dIN(13) 0.12 (min-slopes: 0.11) (max-slopes: 0.13) dOUT(11)/dIN(24) 0.12 (min-slopes: 0.11) (max-slopes: 0.13) dOUT(11)/dIN(31) 0.12 (min-slopes: 0.11) (max-slopes: 0.12) dOUT(11)/dIN(15) 0.12 (min-slopes: 0.11) (max-slopes: 0.12) dOUT(11)/dIN(23) 0.11 (min-slopes: 0.10) (max-slopes: 0.11) dOUT(11)/dIN(1) 0.11 (min-slopes: 0.10) (max-slopes: 0.11) dOUT(11)/dIN(51) 0.09 (min-slopes: 0.09) (max-slopes: 0.10) dOUT(11)/dIN(6) -.09 (min-slopes: -.09) (max-slopes: -.08) dOUT(11)/dIN(17) -.09 (min-slopes: -.09) (max-slopes: -.08) dOUT(11)/dIN(49) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(11)/dIN(9) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(11)/dIN(27) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(11)/dIN(8) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(11)/dIN(4) -.07 (min-slopes: -.07) (max-slopes: -.07) dOUT(11)/dIN(18) -.06 (min-slopes: -.07) (max-slopes: -.06) dOUT(11)/dIN(33) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(11)/dIN(26) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(11)/dIN(5) -.06 (min-slopes: -.06) (max-slopes: -.05) dOUT(11)/dIN(3) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(11)/dIN(10) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(11)/dIN(16) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(11)/dIN(37) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(11)/dIN(42) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(11)/dIN(19) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(11)/dIN(39) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(11)/dIN(32) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(11)/dIN(38) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(11)/dIN(40) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(11)/dIN(46) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(11)/dIN(30) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(11)/dIN(21) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(11)/dIN(7) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(11)/dIN(41) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(11)/dIN(43) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(11)/dIN(50) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(11)/dIN(22) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(11)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(11)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(11)/dIN(48) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(11)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(11)/dIN(45) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(11)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(11)/dIN(25) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(11)/dIN(28) -.00 (min-slopes: -.01) (max-slopes: -.00) dOUT(11)/dIN(12) -.00 (min-slopes: -.01) (max-slopes: -.00) dOUT(11)/dIN(44) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(11)/dIN(35) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(11)/dIN(29) -.00 (min-slopes: -.00) (max-slopes: -.00) Output 12: NNet RMS Err: 35.19, Mean RMS Err: 44.87, NNet Normalized RMS Err: 0.78 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(12)/dIN(34) 0.07 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(12)/dIN(11) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(12)/dIN(14) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(12)/dIN(15) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(12)/dIN(24) 0.06 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(12)/dIN(31) 0.06 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(12)/dIN(13) 0.06 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(12)/dIN(1) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(12)/dIN(23) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(12)/dIN(17) -.05 (min-slopes: -.05) (max-slopes: -.04) dOUT(12)/dIN(51) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(12)/dIN(49) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(12)/dIN(6) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(12)/dIN(27) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(12)/dIN(4) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(12)/dIN(18) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(12)/dIN(9) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(12)/dIN(8) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(12)/dIN(5) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(12)/dIN(26) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(12)/dIN(33) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(12)/dIN(37) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(12)/dIN(16) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(12)/dIN(39) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(12)/dIN(10) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(12)/dIN(38) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(12)/dIN(19) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(12)/dIN(3) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(12)/dIN(42) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(12)/dIN(32) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(12)/dIN(40) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(12)/dIN(46) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(12)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(12)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(12)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(12)/dIN(41) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(12)/dIN(43) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(12)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(12)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(12)/dIN(48) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(12)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(12)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(12)/dIN(45) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(12)/dIN(28) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(12)/dIN(44) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(12)/dIN(29) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(12)/dIN(36) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(12)/dIN(35) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(12)/dIN(47) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(12)/dIN(12) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(12)/dIN(25) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 13: NNet RMS Err: 37.54, Mean RMS Err: 50.81, NNet Normalized RMS Err: 0.74 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(13)/dIN(14) 0.09 (min-slopes: 0.08) (max-slopes: 0.10) dOUT(13)/dIN(34) 0.09 (min-slopes: 0.08) (max-slopes: 0.10) dOUT(13)/dIN(11) 0.09 (min-slopes: 0.08) (max-slopes: 0.09) dOUT(13)/dIN(13) 0.08 (min-slopes: 0.07) (max-slopes: 0.09) dOUT(13)/dIN(24) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(13)/dIN(31) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(13)/dIN(15) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(13)/dIN(23) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(13)/dIN(1) 0.06 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(13)/dIN(6) -.06 (min-slopes: -.06) (max-slopes: -.05) dOUT(13)/dIN(51) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(13)/dIN(9) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(13)/dIN(17) -.06 (min-slopes: -.06) (max-slopes: -.05) dOUT(13)/dIN(8) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(13)/dIN(27) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(13)/dIN(49) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(13)/dIN(4) -.05 (min-slopes: -.05) (max-slopes: -.04) dOUT(13)/dIN(33) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(13)/dIN(18) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(13)/dIN(3) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(13)/dIN(26) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(13)/dIN(5) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(13)/dIN(10) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(13)/dIN(37) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(13)/dIN(42) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(13)/dIN(16) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(13)/dIN(7) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(13)/dIN(46) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(13)/dIN(19) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(13)/dIN(32) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(13)/dIN(40) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(13)/dIN(39) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(13)/dIN(41) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(13)/dIN(38) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(13)/dIN(21) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(13)/dIN(43) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(13)/dIN(30) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(13)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(13)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(13)/dIN(25) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(13)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(13)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(13)/dIN(36) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(13)/dIN(12) -.00 (min-slopes: -.01) (max-slopes: -.00) dOUT(13)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(13)/dIN(47) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(13)/dIN(48) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(13)/dIN(35) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(13)/dIN(44) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(13)/dIN(29) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(13)/dIN(28) -.00 (min-slopes: -.00) (max-slopes: -.00) Output 14: NNet RMS Err: 44.33, Mean RMS Err: 67.88, NNet Normalized RMS Err: 0.65 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(14)/dIN(34) 0.14 (min-slopes: 0.13) (max-slopes: 0.14) dOUT(14)/dIN(14) 0.14 (min-slopes: 0.12) (max-slopes: 0.14) dOUT(14)/dIN(11) 0.14 (min-slopes: 0.12) (max-slopes: 0.14) dOUT(14)/dIN(13) 0.12 (min-slopes: 0.11) (max-slopes: 0.13) dOUT(14)/dIN(24) 0.12 (min-slopes: 0.11) (max-slopes: 0.12) dOUT(14)/dIN(15) 0.12 (min-slopes: 0.10) (max-slopes: 0.12) dOUT(14)/dIN(31) 0.12 (min-slopes: 0.10) (max-slopes: 0.12) dOUT(14)/dIN(23) 0.11 (min-slopes: 0.10) (max-slopes: 0.11) dOUT(14)/dIN(1) 0.10 (min-slopes: 0.09) (max-slopes: 0.11) dOUT(14)/dIN(51) 0.09 (min-slopes: 0.08) (max-slopes: 0.09) dOUT(14)/dIN(17) -.09 (min-slopes: -.09) (max-slopes: -.08) dOUT(14)/dIN(6) -.08 (min-slopes: -.09) (max-slopes: -.08) dOUT(14)/dIN(49) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(14)/dIN(9) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(14)/dIN(27) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(14)/dIN(8) 0.07 (min-slopes: 0.07) (max-slopes: 0.07) dOUT(14)/dIN(4) -.07 (min-slopes: -.07) (max-slopes: -.06) dOUT(14)/dIN(18) -.06 (min-slopes: -.07) (max-slopes: -.06) dOUT(14)/dIN(33) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(14)/dIN(26) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(14)/dIN(5) -.06 (min-slopes: -.06) (max-slopes: -.05) dOUT(14)/dIN(3) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(14)/dIN(10) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(14)/dIN(37) -.05 (min-slopes: -.05) (max-slopes: -.04) dOUT(14)/dIN(16) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(14)/dIN(42) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(14)/dIN(39) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(14)/dIN(19) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(14)/dIN(38) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(14)/dIN(32) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(14)/dIN(40) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(14)/dIN(46) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(14)/dIN(7) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(14)/dIN(30) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(14)/dIN(41) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(14)/dIN(21) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(14)/dIN(43) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(14)/dIN(50) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(14)/dIN(22) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(14)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(14)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(14)/dIN(48) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(14)/dIN(45) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(14)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(14)/dIN(25) -.00 (min-slopes: -.01) (max-slopes: -.00) dOUT(14)/dIN(28) -.00 (min-slopes: -.01) (max-slopes: -.00) dOUT(14)/dIN(47) -.00 (min-slopes: -.01) (max-slopes: -.00) dOUT(14)/dIN(12) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(14)/dIN(44) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(14)/dIN(29) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(14)/dIN(35) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 15: NNet RMS Err: 43.88, Mean RMS Err: 54.02, NNet Normalized RMS Err: 0.81 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(15)/dIN(34) 0.09 (min-slopes: 0.08) (max-slopes: 0.10) dOUT(15)/dIN(14) 0.09 (min-slopes: 0.08) (max-slopes: 0.10) dOUT(15)/dIN(11) 0.09 (min-slopes: 0.07) (max-slopes: 0.09) dOUT(15)/dIN(13) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(15)/dIN(24) 0.08 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(15)/dIN(15) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(15)/dIN(31) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(15)/dIN(23) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(15)/dIN(1) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(15)/dIN(51) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(15)/dIN(17) -.06 (min-slopes: -.06) (max-slopes: -.05) dOUT(15)/dIN(6) -.05 (min-slopes: -.06) (max-slopes: -.05) dOUT(15)/dIN(49) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(15)/dIN(9) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(15)/dIN(27) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(15)/dIN(8) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(15)/dIN(4) -.05 (min-slopes: -.05) (max-slopes: -.04) dOUT(15)/dIN(18) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(15)/dIN(33) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(15)/dIN(26) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(15)/dIN(5) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(15)/dIN(3) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(15)/dIN(10) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(15)/dIN(37) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(15)/dIN(16) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(15)/dIN(42) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(15)/dIN(39) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(15)/dIN(19) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(15)/dIN(32) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(15)/dIN(38) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(15)/dIN(46) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(15)/dIN(40) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(15)/dIN(7) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(15)/dIN(41) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(15)/dIN(30) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(15)/dIN(21) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(15)/dIN(43) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(15)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(15)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(15)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(15)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(15)/dIN(48) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(15)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(15)/dIN(36) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(15)/dIN(25) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(15)/dIN(47) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(15)/dIN(28) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(15)/dIN(12) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(15)/dIN(29) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(15)/dIN(44) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(15)/dIN(35) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 16: NNet RMS Err: 25.40, Mean RMS Err: 30.11, NNet Normalized RMS Err: 0.84 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(16)/dIN(3) 0.05 (min-slopes: 0.04) (max-slopes: 0.06) dOUT(16)/dIN(14) 0.05 (min-slopes: 0.04) (max-slopes: 0.06) dOUT(16)/dIN(6) -.04 (min-slopes: -.05) (max-slopes: -.04) dOUT(16)/dIN(34) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(16)/dIN(9) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(16)/dIN(8) 0.04 (min-slopes: 0.03) (max-slopes: 0.05) dOUT(16)/dIN(13) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(16)/dIN(11) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(16)/dIN(33) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(16)/dIN(31) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(16)/dIN(27) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(16)/dIN(10) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(16)/dIN(24) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(16)/dIN(23) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(16)/dIN(25) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(16)/dIN(51) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(16)/dIN(4) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(16)/dIN(12) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(16)/dIN(36) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(16)/dIN(42) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(16)/dIN(1) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(16)/dIN(39) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(16)/dIN(35) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(16)/dIN(48) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(16)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(16)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(16)/dIN(40) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(16)/dIN(49) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(16)/dIN(26) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(16)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(16)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(16)/dIN(19) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(16)/dIN(41) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(16)/dIN(17) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(16)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(16)/dIN(38) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(16)/dIN(15) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(16)/dIN(44) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(16)/dIN(32) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(16)/dIN(28) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(16)/dIN(5) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(16)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(16)/dIN(37) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(16)/dIN(18) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(16)/dIN(2) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(16)/dIN(45) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(16)/dIN(30) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(16)/dIN(20) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(16)/dIN(16) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(16)/dIN(50) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(16)/dIN(43) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 17: NNet RMS Err: 29.73, Mean RMS Err: 37.59, NNet Normalized RMS Err: 0.79 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(17)/dIN(14) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(17)/dIN(34) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(17)/dIN(11) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(17)/dIN(6) -.05 (min-slopes: -.05) (max-slopes: -.04) dOUT(17)/dIN(3) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(17)/dIN(13) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(17)/dIN(8) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(17)/dIN(31) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(17)/dIN(9) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(17)/dIN(24) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(17)/dIN(23) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(17)/dIN(27) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(17)/dIN(51) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(17)/dIN(1) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(17)/dIN(33) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(17)/dIN(10) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(17)/dIN(4) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(17)/dIN(15) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(17)/dIN(49) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(17)/dIN(17) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(17)/dIN(26) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(17)/dIN(19) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(17)/dIN(42) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(17)/dIN(36) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(17)/dIN(40) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(17)/dIN(25) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(17)/dIN(12) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(17)/dIN(5) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(17)/dIN(35) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(17)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(17)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(17)/dIN(32) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(17)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(17)/dIN(41) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(17)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(17)/dIN(48) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(17)/dIN(16) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(17)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(17)/dIN(18) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(17)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(17)/dIN(39) -.00 (min-slopes: -.01) (max-slopes: -.00) dOUT(17)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(17)/dIN(50) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(17)/dIN(38) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(17)/dIN(28) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(17)/dIN(44) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(17)/dIN(43) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(17)/dIN(20) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(17)/dIN(37) -.00 (min-slopes: -.00) (max-slopes: 0.00) dOUT(17)/dIN(45) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(17)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: 0.00) Output 18: NNet RMS Err: 32.84, Mean RMS Err: 46.17, NNet Normalized RMS Err: 0.71 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(18)/dIN(14) 0.09 (min-slopes: 0.07) (max-slopes: 0.11) dOUT(18)/dIN(34) 0.08 (min-slopes: 0.06) (max-slopes: 0.11) dOUT(18)/dIN(13) 0.07 (min-slopes: 0.05) (max-slopes: 0.09) dOUT(18)/dIN(11) 0.07 (min-slopes: 0.05) (max-slopes: 0.09) dOUT(18)/dIN(6) -.07 (min-slopes: -.09) (max-slopes: -.05) dOUT(18)/dIN(3) 0.07 (min-slopes: 0.05) (max-slopes: 0.09) dOUT(18)/dIN(9) 0.07 (min-slopes: 0.05) (max-slopes: 0.08) dOUT(18)/dIN(8) 0.06 (min-slopes: 0.05) (max-slopes: 0.08) dOUT(18)/dIN(31) 0.06 (min-slopes: 0.05) (max-slopes: 0.08) dOUT(18)/dIN(24) 0.06 (min-slopes: 0.04) (max-slopes: 0.08) dOUT(18)/dIN(23) 0.05 (min-slopes: 0.04) (max-slopes: 0.07) dOUT(18)/dIN(27) 0.05 (min-slopes: 0.04) (max-slopes: 0.06) dOUT(18)/dIN(33) 0.05 (min-slopes: 0.03) (max-slopes: 0.06) dOUT(18)/dIN(51) 0.05 (min-slopes: 0.03) (max-slopes: 0.06) dOUT(18)/dIN(1) 0.04 (min-slopes: 0.03) (max-slopes: 0.06) dOUT(18)/dIN(4) -.04 (min-slopes: -.05) (max-slopes: -.03) dOUT(18)/dIN(10) 0.04 (min-slopes: 0.03) (max-slopes: 0.05) dOUT(18)/dIN(15) 0.04 (min-slopes: 0.03) (max-slopes: 0.05) dOUT(18)/dIN(49) 0.03 (min-slopes: 0.02) (max-slopes: 0.04) dOUT(18)/dIN(17) -.03 (min-slopes: -.04) (max-slopes: -.02) dOUT(18)/dIN(42) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(18)/dIN(26) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(18)/dIN(25) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(18)/dIN(19) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(18)/dIN(40) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(18)/dIN(36) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(18)/dIN(5) -.02 (min-slopes: -.03) (max-slopes: -.01) dOUT(18)/dIN(7) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(18)/dIN(12) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(18)/dIN(21) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(18)/dIN(46) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(18)/dIN(41) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(18)/dIN(35) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(18)/dIN(32) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(18)/dIN(22) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(18)/dIN(47) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(18)/dIN(16) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(18)/dIN(48) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(18)/dIN(18) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(18)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(18)/dIN(39) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(18)/dIN(44) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(18)/dIN(37) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(18)/dIN(29) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(18)/dIN(28) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(18)/dIN(43) -.00 (min-slopes: -.01) (max-slopes: -.00) dOUT(18)/dIN(50) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(18)/dIN(38) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(18)/dIN(20) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(18)/dIN(45) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(18)/dIN(2) 0.00 (min-slopes: -.00) (max-slopes: 0.00) Output 19: NNet RMS Err: 32.72, Mean RMS Err: 35.55, NNet Normalized RMS Err: 0.92 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(19)/dIN(34) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(19)/dIN(14) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(19)/dIN(11) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(19)/dIN(31) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(19)/dIN(6) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(19)/dIN(13) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(19)/dIN(24) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(19)/dIN(8) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(19)/dIN(23) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(19)/dIN(3) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(19)/dIN(9) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(19)/dIN(1) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(19)/dIN(51) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(19)/dIN(27) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(19)/dIN(15) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(19)/dIN(49) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(19)/dIN(33) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(19)/dIN(17) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(19)/dIN(4) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(19)/dIN(10) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(19)/dIN(26) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(19)/dIN(19) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(19)/dIN(42) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(19)/dIN(5) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(19)/dIN(40) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(19)/dIN(18) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(19)/dIN(32) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(19)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(19)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(19)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(19)/dIN(16) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(19)/dIN(12) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(19)/dIN(25) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(19)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(19)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(19)/dIN(35) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(19)/dIN(38) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(19)/dIN(41) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(19)/dIN(22) -.00 (min-slopes: -.01) (max-slopes: -.00) dOUT(19)/dIN(37) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(19)/dIN(50) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(19)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(19)/dIN(48) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(19)/dIN(7) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(19)/dIN(20) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(19)/dIN(39) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(19)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(19)/dIN(44) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(19)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(19)/dIN(43) -.00 (min-slopes: -.00) (max-slopes: 0.00) dOUT(19)/dIN(28) 0.00 (min-slopes: -.00) (max-slopes: 0.00) Output 20: NNet RMS Err: 27.57, Mean RMS Err: 30.60, NNet Normalized RMS Err: 0.90 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(20)/dIN(14) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(20)/dIN(34) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(20)/dIN(13) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(20)/dIN(11) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(20)/dIN(6) -.03 (min-slopes: -.04) (max-slopes: -.03) dOUT(20)/dIN(9) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(20)/dIN(31) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(20)/dIN(24) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(20)/dIN(3) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(20)/dIN(8) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(20)/dIN(23) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(20)/dIN(27) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(20)/dIN(51) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(20)/dIN(1) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(20)/dIN(33) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(20)/dIN(15) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(20)/dIN(4) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(20)/dIN(10) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(20)/dIN(17) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(20)/dIN(49) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(20)/dIN(26) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(20)/dIN(42) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(20)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(20)/dIN(5) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(20)/dIN(25) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(20)/dIN(40) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(20)/dIN(19) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(20)/dIN(41) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(20)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(20)/dIN(18) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(20)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(20)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(20)/dIN(32) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(20)/dIN(12) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(20)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(20)/dIN(16) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(20)/dIN(35) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(20)/dIN(37) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(20)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(20)/dIN(30) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(20)/dIN(48) -.00 (min-slopes: -.01) (max-slopes: -.00) dOUT(20)/dIN(43) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(20)/dIN(44) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(20)/dIN(50) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(20)/dIN(38) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(20)/dIN(28) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(20)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(20)/dIN(20) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(20)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(20)/dIN(39) -.00 (min-slopes: -.00) (max-slopes: 0.00) dOUT(20)/dIN(45) 0.00 (min-slopes: -.00) (max-slopes: 0.00) Output 21: NNet RMS Err: 29.52, Mean RMS Err: 31.71, NNet Normalized RMS Err: 0.93 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(21)/dIN(14) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(21)/dIN(34) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(21)/dIN(11) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(21)/dIN(31) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(21)/dIN(13) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(21)/dIN(24) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(21)/dIN(6) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(21)/dIN(23) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(21)/dIN(8) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(21)/dIN(9) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(21)/dIN(1) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(21)/dIN(3) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(21)/dIN(51) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(21)/dIN(15) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(21)/dIN(27) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(21)/dIN(49) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(21)/dIN(17) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(21)/dIN(33) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(21)/dIN(4) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(21)/dIN(10) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(21)/dIN(26) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(21)/dIN(19) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(21)/dIN(5) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(21)/dIN(42) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(21)/dIN(18) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(21)/dIN(40) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(21)/dIN(32) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(21)/dIN(16) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(21)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(21)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(21)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(21)/dIN(25) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(21)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(21)/dIN(12) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(21)/dIN(41) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(21)/dIN(38) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(21)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(21)/dIN(37) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(21)/dIN(35) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(21)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(21)/dIN(7) -.00 (min-slopes: -.01) (max-slopes: -.00) dOUT(21)/dIN(50) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(21)/dIN(39) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(21)/dIN(20) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(21)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(21)/dIN(48) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(21)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(21)/dIN(43) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(21)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(21)/dIN(44) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(21)/dIN(28) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 22: NNet RMS Err: 26.87, Mean RMS Err: 29.99, NNet Normalized RMS Err: 0.90 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(22)/dIN(11) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(22)/dIN(15) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(22)/dIN(34) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(22)/dIN(31) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(22)/dIN(24) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(22)/dIN(1) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(22)/dIN(14) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(22)/dIN(23) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(22)/dIN(13) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(22)/dIN(51) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(22)/dIN(17) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(22)/dIN(49) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(22)/dIN(18) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(22)/dIN(27) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(22)/dIN(6) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(22)/dIN(26) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(22)/dIN(5) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(22)/dIN(4) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(22)/dIN(8) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(22)/dIN(39) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(22)/dIN(38) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(22)/dIN(9) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(22)/dIN(19) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(22)/dIN(16) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(22)/dIN(37) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(22)/dIN(32) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(22)/dIN(33) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(22)/dIN(40) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(22)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(22)/dIN(42) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(22)/dIN(10) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(22)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(22)/dIN(48) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(22)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(22)/dIN(2) -.00 (min-slopes: -.01) (max-slopes: -.00) dOUT(22)/dIN(3) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(22)/dIN(44) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(22)/dIN(20) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(22)/dIN(21) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(22)/dIN(25) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(22)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(22)/dIN(28) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(22)/dIN(43) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(22)/dIN(41) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(22)/dIN(12) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(22)/dIN(35) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(22)/dIN(7) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(22)/dIN(36) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(22)/dIN(22) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(22)/dIN(29) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(22)/dIN(47) -.00 (min-slopes: -.00) (max-slopes: -.00) Output 23: NNet RMS Err: 32.01, Mean RMS Err: 42.57, NNet Normalized RMS Err: 0.75 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(23)/dIN(15) 0.07 (min-slopes: 0.07) (max-slopes: 0.07) dOUT(23)/dIN(11) 0.07 (min-slopes: 0.07) (max-slopes: 0.07) dOUT(23)/dIN(34) 0.07 (min-slopes: 0.07) (max-slopes: 0.07) dOUT(23)/dIN(24) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(23)/dIN(14) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(23)/dIN(31) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(23)/dIN(1) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(23)/dIN(23) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(23)/dIN(13) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(23)/dIN(17) -.05 (min-slopes: -.05) (max-slopes: -.05) dOUT(23)/dIN(51) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(23)/dIN(49) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(23)/dIN(18) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(23)/dIN(27) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(23)/dIN(6) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(23)/dIN(4) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(23)/dIN(5) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(23)/dIN(26) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(23)/dIN(39) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(23)/dIN(8) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(23)/dIN(9) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(23)/dIN(37) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(23)/dIN(38) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(23)/dIN(16) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(23)/dIN(33) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(23)/dIN(19) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(23)/dIN(32) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(23)/dIN(42) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(23)/dIN(10) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(23)/dIN(40) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(23)/dIN(30) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(23)/dIN(46) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(23)/dIN(48) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(23)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(23)/dIN(43) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(23)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(23)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(23)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(23)/dIN(41) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(23)/dIN(3) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(23)/dIN(25) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(23)/dIN(45) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(23)/dIN(44) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(23)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(23)/dIN(28) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(23)/dIN(12) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(23)/dIN(35) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(23)/dIN(22) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(23)/dIN(29) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(23)/dIN(36) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(23)/dIN(47) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 24: NNet RMS Err: 39.04, Mean RMS Err: 49.02, NNet Normalized RMS Err: 0.80 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(24)/dIN(34) 0.07 (min-slopes: 0.07) (max-slopes: 0.07) dOUT(24)/dIN(11) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(24)/dIN(15) 0.06 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(24)/dIN(14) 0.06 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(24)/dIN(24) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(24)/dIN(31) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(24)/dIN(1) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(24)/dIN(23) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(24)/dIN(13) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(24)/dIN(17) -.05 (min-slopes: -.05) (max-slopes: -.04) dOUT(24)/dIN(51) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(24)/dIN(49) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(24)/dIN(6) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(24)/dIN(27) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(24)/dIN(18) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(24)/dIN(4) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(24)/dIN(8) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(24)/dIN(9) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(24)/dIN(26) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(24)/dIN(5) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(24)/dIN(39) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(24)/dIN(33) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(24)/dIN(37) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(24)/dIN(16) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(24)/dIN(38) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(24)/dIN(19) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(24)/dIN(10) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(24)/dIN(32) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(24)/dIN(42) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(24)/dIN(40) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(24)/dIN(3) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(24)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(24)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(24)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(24)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(24)/dIN(48) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(24)/dIN(43) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(24)/dIN(41) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(24)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(24)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(24)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(24)/dIN(45) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(24)/dIN(44) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(24)/dIN(28) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(24)/dIN(22) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(24)/dIN(25) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(24)/dIN(35) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(24)/dIN(12) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(24)/dIN(29) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(24)/dIN(36) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(24)/dIN(47) -.00 (min-slopes: -.00) (max-slopes: -.00) Output 25: NNet RMS Err: 31.62, Mean RMS Err: 37.64, NNet Normalized RMS Err: 0.84 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(25)/dIN(34) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(25)/dIN(14) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(25)/dIN(11) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(25)/dIN(31) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(25)/dIN(24) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(25)/dIN(13) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(25)/dIN(15) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(25)/dIN(23) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(25)/dIN(1) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(25)/dIN(51) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(25)/dIN(6) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(25)/dIN(17) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(25)/dIN(49) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(25)/dIN(9) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(25)/dIN(27) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(25)/dIN(8) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(25)/dIN(4) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(25)/dIN(18) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(25)/dIN(33) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(25)/dIN(26) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(25)/dIN(3) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(25)/dIN(5) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(25)/dIN(10) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(25)/dIN(19) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(25)/dIN(16) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(25)/dIN(42) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(25)/dIN(37) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(25)/dIN(32) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(25)/dIN(38) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(25)/dIN(39) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(25)/dIN(40) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(25)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(25)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(25)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(25)/dIN(41) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(25)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(25)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(25)/dIN(43) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(25)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(25)/dIN(20) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(25)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(25)/dIN(36) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(25)/dIN(48) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(25)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(25)/dIN(47) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(25)/dIN(25) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(25)/dIN(12) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(25)/dIN(44) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(25)/dIN(28) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(25)/dIN(35) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(25)/dIN(29) 0.00 (min-slopes: -.00) (max-slopes: 0.00) Output 26: NNet RMS Err: 36.08, Mean RMS Err: 41.51, NNet Normalized RMS Err: 0.87 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(26)/dIN(34) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(26)/dIN(14) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(26)/dIN(11) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(26)/dIN(31) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(26)/dIN(13) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(26)/dIN(24) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(26)/dIN(23) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(26)/dIN(6) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(26)/dIN(15) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(26)/dIN(1) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(26)/dIN(8) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(26)/dIN(9) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(26)/dIN(51) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(26)/dIN(27) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(26)/dIN(17) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(26)/dIN(3) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(26)/dIN(49) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(26)/dIN(4) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(26)/dIN(33) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(26)/dIN(26) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(26)/dIN(10) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(26)/dIN(5) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(26)/dIN(18) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(26)/dIN(19) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(26)/dIN(42) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(26)/dIN(40) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(26)/dIN(16) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(26)/dIN(32) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(26)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(26)/dIN(37) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(26)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(26)/dIN(38) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(26)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(26)/dIN(41) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(26)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(26)/dIN(39) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(26)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(26)/dIN(25) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(26)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(26)/dIN(12) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(26)/dIN(50) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(26)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(26)/dIN(35) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(26)/dIN(43) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(26)/dIN(20) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(26)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(26)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(26)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(26)/dIN(44) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(26)/dIN(28) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(26)/dIN(48) -.00 (min-slopes: -.00) (max-slopes: 0.00) Output 27: NNet RMS Err: 33.23, Mean RMS Err: 47.86, NNet Normalized RMS Err: 0.69 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(27)/dIN(14) 0.10 (min-slopes: 0.09) (max-slopes: 0.11) dOUT(27)/dIN(34) 0.10 (min-slopes: 0.09) (max-slopes: 0.11) dOUT(27)/dIN(11) 0.09 (min-slopes: 0.08) (max-slopes: 0.10) dOUT(27)/dIN(13) 0.09 (min-slopes: 0.07) (max-slopes: 0.09) dOUT(27)/dIN(31) 0.08 (min-slopes: 0.07) (max-slopes: 0.09) dOUT(27)/dIN(24) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(27)/dIN(23) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(27)/dIN(15) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(27)/dIN(6) -.07 (min-slopes: -.07) (max-slopes: -.06) dOUT(27)/dIN(1) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(27)/dIN(9) 0.06 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(27)/dIN(51) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(27)/dIN(8) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(27)/dIN(27) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(27)/dIN(17) -.05 (min-slopes: -.06) (max-slopes: -.05) dOUT(27)/dIN(49) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(27)/dIN(3) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(27)/dIN(4) -.05 (min-slopes: -.05) (max-slopes: -.04) dOUT(27)/dIN(33) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(27)/dIN(26) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(27)/dIN(10) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(27)/dIN(18) -.03 (min-slopes: -.04) (max-slopes: -.03) dOUT(27)/dIN(5) -.03 (min-slopes: -.04) (max-slopes: -.03) dOUT(27)/dIN(42) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(27)/dIN(19) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(27)/dIN(16) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(27)/dIN(40) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(27)/dIN(32) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(27)/dIN(37) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(27)/dIN(46) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(27)/dIN(7) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(27)/dIN(21) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(27)/dIN(41) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(27)/dIN(38) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(27)/dIN(30) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(27)/dIN(39) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(27)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(27)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(27)/dIN(25) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(27)/dIN(43) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(27)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(27)/dIN(12) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(27)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(27)/dIN(35) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(27)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(27)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(27)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(27)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(27)/dIN(28) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(27)/dIN(44) -.00 (min-slopes: -.00) (max-slopes: 0.00) dOUT(27)/dIN(48) -.00 (min-slopes: -.00) (max-slopes: 0.00) Output 28: NNet RMS Err: 27.39, Mean RMS Err: 33.78, NNet Normalized RMS Err: 0.81 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(28)/dIN(14) 0.06 (min-slopes: 0.05) (max-slopes: 0.07) dOUT(28)/dIN(34) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(28)/dIN(13) 0.05 (min-slopes: 0.04) (max-slopes: 0.06) dOUT(28)/dIN(11) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(28)/dIN(6) -.05 (min-slopes: -.05) (max-slopes: -.04) dOUT(28)/dIN(9) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(28)/dIN(3) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(28)/dIN(8) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(28)/dIN(31) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(28)/dIN(24) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(28)/dIN(23) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(28)/dIN(27) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(28)/dIN(33) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(28)/dIN(51) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(28)/dIN(1) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(28)/dIN(4) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(28)/dIN(10) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(28)/dIN(15) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(28)/dIN(17) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(28)/dIN(49) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(28)/dIN(42) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(28)/dIN(26) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(28)/dIN(25) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(28)/dIN(7) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(28)/dIN(40) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(28)/dIN(5) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(28)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(28)/dIN(12) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(28)/dIN(19) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(28)/dIN(41) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(28)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(28)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(28)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(28)/dIN(35) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(28)/dIN(32) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(28)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(28)/dIN(48) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(28)/dIN(16) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(28)/dIN(18) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(28)/dIN(30) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(28)/dIN(37) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(28)/dIN(44) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(28)/dIN(43) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(28)/dIN(39) -.00 (min-slopes: -.01) (max-slopes: -.00) dOUT(28)/dIN(28) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(28)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(28)/dIN(50) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(28)/dIN(45) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(28)/dIN(20) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(28)/dIN(2) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(28)/dIN(38) 0.00 (min-slopes: -.00) (max-slopes: 0.00) Output 29: NNet RMS Err: 31.32, Mean RMS Err: 46.89, NNet Normalized RMS Err: 0.67 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(29)/dIN(34) 0.10 (min-slopes: 0.09) (max-slopes: 0.11) dOUT(29)/dIN(14) 0.10 (min-slopes: 0.09) (max-slopes: 0.11) dOUT(29)/dIN(11) 0.09 (min-slopes: 0.08) (max-slopes: 0.10) dOUT(29)/dIN(13) 0.08 (min-slopes: 0.07) (max-slopes: 0.09) dOUT(29)/dIN(31) 0.08 (min-slopes: 0.07) (max-slopes: 0.09) dOUT(29)/dIN(24) 0.08 (min-slopes: 0.07) (max-slopes: 0.09) dOUT(29)/dIN(23) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(29)/dIN(15) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(29)/dIN(1) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(29)/dIN(6) -.07 (min-slopes: -.07) (max-slopes: -.06) dOUT(29)/dIN(51) 0.06 (min-slopes: 0.05) (max-slopes: 0.07) dOUT(29)/dIN(9) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(29)/dIN(8) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(29)/dIN(27) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(29)/dIN(17) -.06 (min-slopes: -.06) (max-slopes: -.05) dOUT(29)/dIN(49) 0.05 (min-slopes: 0.04) (max-slopes: 0.06) dOUT(29)/dIN(4) -.05 (min-slopes: -.05) (max-slopes: -.04) dOUT(29)/dIN(3) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(29)/dIN(33) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(29)/dIN(26) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(29)/dIN(10) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(29)/dIN(18) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(29)/dIN(5) -.03 (min-slopes: -.04) (max-slopes: -.03) dOUT(29)/dIN(42) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(29)/dIN(19) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(29)/dIN(16) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(29)/dIN(40) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(29)/dIN(32) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(29)/dIN(37) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(29)/dIN(46) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(29)/dIN(38) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(29)/dIN(21) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(29)/dIN(39) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(29)/dIN(30) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(29)/dIN(41) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(29)/dIN(7) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(29)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(29)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(29)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(29)/dIN(43) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(29)/dIN(25) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(29)/dIN(12) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(29)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(29)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(29)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(29)/dIN(35) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(29)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(29)/dIN(48) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(29)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(29)/dIN(28) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(29)/dIN(44) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 30: NNet RMS Err: 35.46, Mean RMS Err: 61.06, NNet Normalized RMS Err: 0.58 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(30)/dIN(34) 0.14 (min-slopes: 0.13) (max-slopes: 0.15) dOUT(30)/dIN(14) 0.14 (min-slopes: 0.12) (max-slopes: 0.14) dOUT(30)/dIN(11) 0.14 (min-slopes: 0.12) (max-slopes: 0.14) dOUT(30)/dIN(24) 0.12 (min-slopes: 0.11) (max-slopes: 0.12) dOUT(30)/dIN(31) 0.12 (min-slopes: 0.11) (max-slopes: 0.12) dOUT(30)/dIN(13) 0.12 (min-slopes: 0.11) (max-slopes: 0.12) dOUT(30)/dIN(15) 0.12 (min-slopes: 0.10) (max-slopes: 0.12) dOUT(30)/dIN(23) 0.11 (min-slopes: 0.10) (max-slopes: 0.11) dOUT(30)/dIN(1) 0.11 (min-slopes: 0.09) (max-slopes: 0.11) dOUT(30)/dIN(51) 0.09 (min-slopes: 0.08) (max-slopes: 0.09) dOUT(30)/dIN(17) -.09 (min-slopes: -.09) (max-slopes: -.08) dOUT(30)/dIN(6) -.09 (min-slopes: -.09) (max-slopes: -.08) dOUT(30)/dIN(49) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(30)/dIN(27) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(30)/dIN(9) 0.07 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(30)/dIN(8) 0.07 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(30)/dIN(4) -.07 (min-slopes: -.07) (max-slopes: -.06) dOUT(30)/dIN(18) -.06 (min-slopes: -.07) (max-slopes: -.06) dOUT(30)/dIN(26) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(30)/dIN(33) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(30)/dIN(5) -.06 (min-slopes: -.06) (max-slopes: -.05) dOUT(30)/dIN(3) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(30)/dIN(10) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(30)/dIN(16) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(30)/dIN(37) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(30)/dIN(19) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(30)/dIN(42) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(30)/dIN(39) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(30)/dIN(38) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(30)/dIN(32) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(30)/dIN(40) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(30)/dIN(46) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(30)/dIN(30) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(30)/dIN(21) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(30)/dIN(41) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(30)/dIN(7) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(30)/dIN(43) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(30)/dIN(50) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(30)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(30)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(30)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(30)/dIN(48) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(30)/dIN(45) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(30)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(30)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(30)/dIN(28) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(30)/dIN(44) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(30)/dIN(25) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(30)/dIN(12) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(30)/dIN(35) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(30)/dIN(29) -.00 (min-slopes: -.00) (max-slopes: -.00) Output 31: NNet RMS Err: 33.90, Mean RMS Err: 47.06, NNet Normalized RMS Err: 0.72 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(31)/dIN(34) 0.10 (min-slopes: 0.09) (max-slopes: 0.11) dOUT(31)/dIN(14) 0.10 (min-slopes: 0.09) (max-slopes: 0.10) dOUT(31)/dIN(11) 0.10 (min-slopes: 0.08) (max-slopes: 0.10) dOUT(31)/dIN(31) 0.08 (min-slopes: 0.07) (max-slopes: 0.09) dOUT(31)/dIN(24) 0.08 (min-slopes: 0.07) (max-slopes: 0.09) dOUT(31)/dIN(13) 0.08 (min-slopes: 0.07) (max-slopes: 0.09) dOUT(31)/dIN(15) 0.08 (min-slopes: 0.07) (max-slopes: 0.09) dOUT(31)/dIN(23) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(31)/dIN(1) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(31)/dIN(51) 0.06 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(31)/dIN(6) -.06 (min-slopes: -.07) (max-slopes: -.06) dOUT(31)/dIN(17) -.06 (min-slopes: -.06) (max-slopes: -.05) dOUT(31)/dIN(49) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(31)/dIN(8) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(31)/dIN(9) 0.05 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(31)/dIN(27) 0.05 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(31)/dIN(4) -.05 (min-slopes: -.05) (max-slopes: -.04) dOUT(31)/dIN(18) -.04 (min-slopes: -.05) (max-slopes: -.04) dOUT(31)/dIN(33) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(31)/dIN(26) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(31)/dIN(3) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(31)/dIN(5) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(31)/dIN(10) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(31)/dIN(19) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(31)/dIN(16) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(31)/dIN(42) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(31)/dIN(37) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(31)/dIN(32) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(31)/dIN(40) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(31)/dIN(38) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(31)/dIN(39) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(31)/dIN(46) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(31)/dIN(30) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(31)/dIN(21) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(31)/dIN(41) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(31)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(31)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(31)/dIN(43) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(31)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(31)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(31)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(31)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(31)/dIN(48) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(31)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(31)/dIN(45) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(31)/dIN(25) -.00 (min-slopes: -.01) (max-slopes: -.00) dOUT(31)/dIN(12) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(31)/dIN(44) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(31)/dIN(28) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(31)/dIN(35) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(31)/dIN(29) 0.00 (min-slopes: -.00) (max-slopes: 0.00) Output 32: NNet RMS Err: 34.86, Mean RMS Err: 47.26, NNet Normalized RMS Err: 0.74 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(32)/dIN(34) 0.09 (min-slopes: 0.08) (max-slopes: 0.09) dOUT(32)/dIN(14) 0.08 (min-slopes: 0.07) (max-slopes: 0.09) dOUT(32)/dIN(11) 0.08 (min-slopes: 0.07) (max-slopes: 0.09) dOUT(32)/dIN(31) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(32)/dIN(24) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(32)/dIN(13) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(32)/dIN(15) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(32)/dIN(23) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(32)/dIN(1) 0.06 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(32)/dIN(51) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(32)/dIN(6) -.06 (min-slopes: -.06) (max-slopes: -.05) dOUT(32)/dIN(17) -.05 (min-slopes: -.05) (max-slopes: -.04) dOUT(32)/dIN(8) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(32)/dIN(49) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(32)/dIN(27) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(32)/dIN(9) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(32)/dIN(4) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(32)/dIN(33) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(32)/dIN(18) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(32)/dIN(3) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(32)/dIN(26) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(32)/dIN(5) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(32)/dIN(10) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(32)/dIN(19) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(32)/dIN(16) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(32)/dIN(42) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(32)/dIN(32) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(32)/dIN(37) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(32)/dIN(40) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(32)/dIN(38) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(32)/dIN(39) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(32)/dIN(46) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(32)/dIN(30) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(32)/dIN(21) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(32)/dIN(41) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(32)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(32)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(32)/dIN(43) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(32)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(32)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(32)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(32)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(32)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(32)/dIN(48) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(32)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(32)/dIN(44) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(32)/dIN(25) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(32)/dIN(12) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(32)/dIN(35) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(32)/dIN(28) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(32)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 33: NNet RMS Err: 27.26, Mean RMS Err: 29.39, NNet Normalized RMS Err: 0.93 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(33)/dIN(14) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(33)/dIN(34) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(33)/dIN(13) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(33)/dIN(3) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(33)/dIN(6) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(33)/dIN(9) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(33)/dIN(11) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(33)/dIN(8) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(33)/dIN(31) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(33)/dIN(24) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(33)/dIN(33) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(33)/dIN(27) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(33)/dIN(23) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(33)/dIN(51) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(33)/dIN(10) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(33)/dIN(4) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(33)/dIN(1) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(33)/dIN(15) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(33)/dIN(25) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(33)/dIN(49) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(33)/dIN(17) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(33)/dIN(42) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(33)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(33)/dIN(26) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(33)/dIN(12) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(33)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(33)/dIN(40) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(33)/dIN(41) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(33)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(33)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(33)/dIN(35) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(33)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(33)/dIN(19) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(33)/dIN(5) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(33)/dIN(48) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(33)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(33)/dIN(32) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(33)/dIN(39) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(33)/dIN(16) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(33)/dIN(44) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(33)/dIN(18) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(33)/dIN(30) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(33)/dIN(28) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(33)/dIN(43) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(33)/dIN(37) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(33)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(33)/dIN(38) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(33)/dIN(50) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(33)/dIN(45) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(33)/dIN(2) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(33)/dIN(20) -.00 (min-slopes: -.00) (max-slopes: -.00) Output 34: NNet RMS Err: 30.43, Mean RMS Err: 36.97, NNet Normalized RMS Err: 0.82 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(34)/dIN(14) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(34)/dIN(34) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(34)/dIN(11) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(34)/dIN(13) 0.06 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(34)/dIN(31) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(34)/dIN(24) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(34)/dIN(6) -.05 (min-slopes: -.06) (max-slopes: -.05) dOUT(34)/dIN(23) 0.05 (min-slopes: 0.04) (max-slopes: 0.06) dOUT(34)/dIN(15) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(34)/dIN(9) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(34)/dIN(1) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(34)/dIN(8) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(34)/dIN(51) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(34)/dIN(27) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(34)/dIN(3) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(34)/dIN(17) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(34)/dIN(4) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(34)/dIN(49) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(34)/dIN(33) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(34)/dIN(10) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(34)/dIN(26) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(34)/dIN(5) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(34)/dIN(18) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(34)/dIN(42) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(34)/dIN(19) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(34)/dIN(40) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(34)/dIN(16) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(34)/dIN(7) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(34)/dIN(32) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(34)/dIN(46) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(34)/dIN(37) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(34)/dIN(41) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(34)/dIN(21) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(34)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(34)/dIN(38) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(34)/dIN(25) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(34)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(34)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(34)/dIN(39) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(34)/dIN(43) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(34)/dIN(12) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(34)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(34)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(34)/dIN(35) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(34)/dIN(20) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(34)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(34)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(34)/dIN(48) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(34)/dIN(44) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(34)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(34)/dIN(28) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 35: NNet RMS Err: 31.95, Mean RMS Err: 42.17, NNet Normalized RMS Err: 0.76 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(35)/dIN(14) 0.08 (min-slopes: 0.07) (max-slopes: 0.09) dOUT(35)/dIN(34) 0.08 (min-slopes: 0.07) (max-slopes: 0.09) dOUT(35)/dIN(11) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(35)/dIN(13) 0.07 (min-slopes: 0.06) (max-slopes: 0.08) dOUT(35)/dIN(31) 0.06 (min-slopes: 0.05) (max-slopes: 0.07) dOUT(35)/dIN(6) -.06 (min-slopes: -.07) (max-slopes: -.05) dOUT(35)/dIN(24) 0.06 (min-slopes: 0.05) (max-slopes: 0.07) dOUT(35)/dIN(9) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(35)/dIN(8) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(35)/dIN(3) 0.05 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(35)/dIN(23) 0.05 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(35)/dIN(1) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(35)/dIN(51) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(35)/dIN(27) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(35)/dIN(15) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(35)/dIN(33) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(35)/dIN(4) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(35)/dIN(17) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(35)/dIN(49) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(35)/dIN(10) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(35)/dIN(26) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(35)/dIN(42) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(35)/dIN(5) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(35)/dIN(19) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(35)/dIN(40) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(35)/dIN(18) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(35)/dIN(7) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(35)/dIN(46) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(35)/dIN(25) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(35)/dIN(32) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(35)/dIN(21) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(35)/dIN(16) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(35)/dIN(41) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(35)/dIN(36) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(35)/dIN(12) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(35)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(35)/dIN(37) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(35)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(35)/dIN(35) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(35)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(35)/dIN(38) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(35)/dIN(43) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(35)/dIN(48) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(35)/dIN(50) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(35)/dIN(20) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(35)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(35)/dIN(44) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(35)/dIN(39) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(35)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(35)/dIN(28) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(35)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 36: NNet RMS Err: 36.75, Mean RMS Err: 58.89, NNet Normalized RMS Err: 0.62 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(36)/dIN(34) 0.12 (min-slopes: 0.11) (max-slopes: 0.13) dOUT(36)/dIN(14) 0.12 (min-slopes: 0.11) (max-slopes: 0.12) dOUT(36)/dIN(11) 0.12 (min-slopes: 0.11) (max-slopes: 0.12) dOUT(36)/dIN(31) 0.11 (min-slopes: 0.09) (max-slopes: 0.11) dOUT(36)/dIN(24) 0.10 (min-slopes: 0.09) (max-slopes: 0.11) dOUT(36)/dIN(13) 0.10 (min-slopes: 0.09) (max-slopes: 0.10) dOUT(36)/dIN(15) 0.09 (min-slopes: 0.08) (max-slopes: 0.10) dOUT(36)/dIN(23) 0.09 (min-slopes: 0.08) (max-slopes: 0.10) dOUT(36)/dIN(1) 0.09 (min-slopes: 0.08) (max-slopes: 0.09) dOUT(36)/dIN(6) -.08 (min-slopes: -.08) (max-slopes: -.08) dOUT(36)/dIN(51) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(36)/dIN(8) 0.07 (min-slopes: 0.07) (max-slopes: 0.07) dOUT(36)/dIN(17) -.07 (min-slopes: -.07) (max-slopes: -.06) dOUT(36)/dIN(9) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(36)/dIN(27) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(36)/dIN(49) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(36)/dIN(4) -.06 (min-slopes: -.06) (max-slopes: -.05) dOUT(36)/dIN(3) 0.05 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(36)/dIN(33) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(36)/dIN(26) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(36)/dIN(18) -.05 (min-slopes: -.05) (max-slopes: -.04) dOUT(36)/dIN(5) -.04 (min-slopes: -.05) (max-slopes: -.04) dOUT(36)/dIN(10) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(36)/dIN(19) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(36)/dIN(42) -.03 (min-slopes: -.04) (max-slopes: -.03) dOUT(36)/dIN(16) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(36)/dIN(40) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(36)/dIN(32) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(36)/dIN(37) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(36)/dIN(38) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(36)/dIN(46) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(36)/dIN(39) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(36)/dIN(30) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(36)/dIN(21) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(36)/dIN(41) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(36)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(36)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(36)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(36)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(36)/dIN(43) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(36)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(36)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(36)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(36)/dIN(12) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(36)/dIN(25) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(36)/dIN(35) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(36)/dIN(45) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(36)/dIN(44) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(36)/dIN(48) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(36)/dIN(28) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(36)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 37: NNet RMS Err: 36.10, Mean RMS Err: 54.76, NNet Normalized RMS Err: 0.66 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(37)/dIN(34) 0.11 (min-slopes: 0.10) (max-slopes: 0.12) dOUT(37)/dIN(14) 0.11 (min-slopes: 0.10) (max-slopes: 0.11) dOUT(37)/dIN(11) 0.11 (min-slopes: 0.10) (max-slopes: 0.11) dOUT(37)/dIN(31) 0.10 (min-slopes: 0.09) (max-slopes: 0.10) dOUT(37)/dIN(24) 0.09 (min-slopes: 0.09) (max-slopes: 0.10) dOUT(37)/dIN(13) 0.09 (min-slopes: 0.08) (max-slopes: 0.09) dOUT(37)/dIN(23) 0.08 (min-slopes: 0.08) (max-slopes: 0.09) dOUT(37)/dIN(15) 0.08 (min-slopes: 0.08) (max-slopes: 0.09) dOUT(37)/dIN(1) 0.08 (min-slopes: 0.07) (max-slopes: 0.09) dOUT(37)/dIN(6) -.08 (min-slopes: -.08) (max-slopes: -.07) dOUT(37)/dIN(51) 0.07 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(37)/dIN(8) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(37)/dIN(9) 0.06 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(37)/dIN(27) 0.06 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(37)/dIN(17) -.06 (min-slopes: -.07) (max-slopes: -.06) dOUT(37)/dIN(49) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(37)/dIN(4) -.05 (min-slopes: -.05) (max-slopes: -.05) dOUT(37)/dIN(3) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(37)/dIN(33) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(37)/dIN(26) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(37)/dIN(18) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(37)/dIN(5) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(37)/dIN(10) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(37)/dIN(19) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(37)/dIN(42) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(37)/dIN(16) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(37)/dIN(40) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(37)/dIN(32) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(37)/dIN(38) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(37)/dIN(37) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(37)/dIN(46) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(37)/dIN(39) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(37)/dIN(30) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(37)/dIN(21) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(37)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(37)/dIN(41) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(37)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(37)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(37)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(37)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(37)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(37)/dIN(12) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(37)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(37)/dIN(25) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(37)/dIN(43) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(37)/dIN(35) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(37)/dIN(44) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(37)/dIN(45) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(37)/dIN(48) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(37)/dIN(28) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(37)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 38: NNet RMS Err: 28.92, Mean RMS Err: 29.64, NNet Normalized RMS Err: 0.98 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(38)/dIN(15) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(38)/dIN(1) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(38)/dIN(31) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(38)/dIN(11) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(38)/dIN(24) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(38)/dIN(23) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(38)/dIN(17) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(38)/dIN(18) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(38)/dIN(34) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(38)/dIN(49) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(38)/dIN(39) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(38)/dIN(51) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(38)/dIN(38) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(38)/dIN(5) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(38)/dIN(14) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(38)/dIN(26) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(38)/dIN(37) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(38)/dIN(13) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(38)/dIN(16) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(38)/dIN(25) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(38)/dIN(3) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(38)/dIN(48) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(38)/dIN(27) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(38)/dIN(19) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(38)/dIN(4) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(38)/dIN(32) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(38)/dIN(12) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(38)/dIN(30) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(38)/dIN(44) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(38)/dIN(7) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(38)/dIN(35) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(38)/dIN(50) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(38)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(38)/dIN(20) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(38)/dIN(28) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(38)/dIN(36) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(38)/dIN(40) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(38)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(38)/dIN(6) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(38)/dIN(46) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(38)/dIN(47) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(38)/dIN(22) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(38)/dIN(43) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(38)/dIN(42) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(38)/dIN(29) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(38)/dIN(9) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(38)/dIN(8) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(38)/dIN(21) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(38)/dIN(41) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(38)/dIN(33) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(38)/dIN(10) -.00 (min-slopes: -.00) (max-slopes: -.00) Output 39: NNet RMS Err: 29.81, Mean RMS Err: 34.09, NNet Normalized RMS Err: 0.87 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(39)/dIN(15) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(39)/dIN(11) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(39)/dIN(24) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(39)/dIN(1) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(39)/dIN(34) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(39)/dIN(31) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(39)/dIN(23) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(39)/dIN(17) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(39)/dIN(14) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(39)/dIN(13) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(39)/dIN(18) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(39)/dIN(49) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(39)/dIN(51) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(39)/dIN(39) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(39)/dIN(37) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(39)/dIN(5) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(39)/dIN(4) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(39)/dIN(38) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(39)/dIN(26) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(39)/dIN(27) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(39)/dIN(16) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(39)/dIN(6) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(39)/dIN(32) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(39)/dIN(48) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(39)/dIN(9) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(39)/dIN(19) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(39)/dIN(43) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(39)/dIN(33) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(39)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(39)/dIN(25) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(39)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(39)/dIN(8) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(39)/dIN(42) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(39)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(39)/dIN(12) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(39)/dIN(40) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(39)/dIN(35) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(39)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(39)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(39)/dIN(36) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(39)/dIN(3) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(39)/dIN(10) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(39)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(39)/dIN(41) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(39)/dIN(45) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(39)/dIN(28) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(39)/dIN(21) -.00 (min-slopes: -.01) (max-slopes: -.00) dOUT(39)/dIN(47) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(39)/dIN(44) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(39)/dIN(29) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(39)/dIN(22) -.00 (min-slopes: -.00) (max-slopes: -.00) Output 40: NNet RMS Err: 27.39, Mean RMS Err: 27.86, NNet Normalized RMS Err: 0.98 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(40)/dIN(15) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(40)/dIN(11) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(40)/dIN(34) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(40)/dIN(24) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(40)/dIN(1) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(40)/dIN(31) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(40)/dIN(23) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(40)/dIN(14) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(40)/dIN(17) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(40)/dIN(13) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(40)/dIN(18) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(40)/dIN(49) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(40)/dIN(51) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(40)/dIN(39) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(40)/dIN(5) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(40)/dIN(4) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(40)/dIN(37) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(40)/dIN(27) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(40)/dIN(26) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(40)/dIN(38) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(40)/dIN(16) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(40)/dIN(6) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(40)/dIN(9) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(40)/dIN(8) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(40)/dIN(32) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(40)/dIN(33) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(40)/dIN(19) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(40)/dIN(48) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(40)/dIN(42) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(40)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(40)/dIN(43) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(40)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(40)/dIN(40) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(40)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(40)/dIN(10) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(40)/dIN(25) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(40)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(40)/dIN(20) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(40)/dIN(41) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(40)/dIN(12) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(40)/dIN(35) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(40)/dIN(7) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(40)/dIN(21) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(40)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(40)/dIN(36) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(40)/dIN(28) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(40)/dIN(44) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(40)/dIN(47) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(40)/dIN(29) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(40)/dIN(3) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(40)/dIN(22) -.00 (min-slopes: -.00) (max-slopes: -.00) Output 41: NNet RMS Err: 31.09, Mean RMS Err: 39.90, NNet Normalized RMS Err: 0.78 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(41)/dIN(34) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(41)/dIN(11) 0.06 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(41)/dIN(14) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(41)/dIN(31) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(41)/dIN(24) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(41)/dIN(15) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(41)/dIN(1) 0.05 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(41)/dIN(23) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(41)/dIN(13) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(41)/dIN(51) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(41)/dIN(6) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(41)/dIN(17) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(41)/dIN(49) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(41)/dIN(27) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(41)/dIN(8) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(41)/dIN(9) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(41)/dIN(4) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(41)/dIN(18) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(41)/dIN(26) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(41)/dIN(5) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(41)/dIN(33) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(41)/dIN(3) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(41)/dIN(19) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(41)/dIN(10) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(41)/dIN(38) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(41)/dIN(16) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(41)/dIN(32) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(41)/dIN(39) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(41)/dIN(40) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(41)/dIN(42) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(41)/dIN(37) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(41)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(41)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(41)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(41)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(41)/dIN(44) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(41)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(41)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(41)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(41)/dIN(48) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(41)/dIN(41) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(41)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(41)/dIN(47) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(41)/dIN(28) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(41)/dIN(22) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(41)/dIN(43) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(41)/dIN(35) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(41)/dIN(7) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(41)/dIN(12) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(41)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(41)/dIN(25) 0.00 (min-slopes: -.00) (max-slopes: 0.00) Output 42: NNet RMS Err: 29.27, Mean RMS Err: 32.05, NNet Normalized RMS Err: 0.91 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(42)/dIN(14) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(42)/dIN(34) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(42)/dIN(6) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(42)/dIN(11) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(42)/dIN(3) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(42)/dIN(13) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(42)/dIN(8) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(42)/dIN(31) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(42)/dIN(9) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(42)/dIN(24) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(42)/dIN(23) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(42)/dIN(27) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(42)/dIN(51) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(42)/dIN(33) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(42)/dIN(1) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(42)/dIN(10) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(42)/dIN(4) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(42)/dIN(15) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(42)/dIN(49) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(42)/dIN(17) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(42)/dIN(26) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(42)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(42)/dIN(42) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(42)/dIN(19) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(42)/dIN(25) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(42)/dIN(40) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(42)/dIN(12) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(42)/dIN(35) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(42)/dIN(5) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(42)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(42)/dIN(32) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(42)/dIN(47) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(42)/dIN(46) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(42)/dIN(22) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(42)/dIN(48) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(42)/dIN(41) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(42)/dIN(30) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(42)/dIN(16) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(42)/dIN(39) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(42)/dIN(7) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(42)/dIN(18) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(42)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(42)/dIN(28) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(42)/dIN(50) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(42)/dIN(43) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(42)/dIN(44) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(42)/dIN(38) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(42)/dIN(45) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(42)/dIN(2) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(42)/dIN(37) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(42)/dIN(20) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 43: NNet RMS Err: 36.89, Mean RMS Err: 48.20, NNet Normalized RMS Err: 0.77 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(43)/dIN(34) 0.08 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(43)/dIN(11) 0.07 (min-slopes: 0.07) (max-slopes: 0.08) dOUT(43)/dIN(14) 0.07 (min-slopes: 0.07) (max-slopes: 0.07) dOUT(43)/dIN(31) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(43)/dIN(24) 0.07 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(43)/dIN(15) 0.06 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(43)/dIN(1) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(43)/dIN(23) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(43)/dIN(13) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(43)/dIN(51) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(43)/dIN(6) -.05 (min-slopes: -.05) (max-slopes: -.05) dOUT(43)/dIN(17) -.05 (min-slopes: -.05) (max-slopes: -.04) dOUT(43)/dIN(49) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(43)/dIN(27) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(43)/dIN(8) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(43)/dIN(9) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(43)/dIN(4) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(43)/dIN(18) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(43)/dIN(26) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(43)/dIN(5) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(43)/dIN(33) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(43)/dIN(3) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(43)/dIN(19) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(43)/dIN(10) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(43)/dIN(38) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(43)/dIN(16) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(43)/dIN(32) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(43)/dIN(39) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(43)/dIN(42) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(43)/dIN(40) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(43)/dIN(37) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(43)/dIN(30) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(43)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(43)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(43)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(43)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(43)/dIN(36) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(43)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(43)/dIN(44) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(43)/dIN(41) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(43)/dIN(48) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(43)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(43)/dIN(47) -.00 (min-slopes: -.01) (max-slopes: -.00) dOUT(43)/dIN(43) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(43)/dIN(22) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(43)/dIN(28) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(43)/dIN(35) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(43)/dIN(12) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(43)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(43)/dIN(25) 0.00 (min-slopes: -.00) (max-slopes: 0.00) dOUT(43)/dIN(7) 0.00 (min-slopes: -.00) (max-slopes: 0.00) Output 44: NNet RMS Err: 33.65, Mean RMS Err: 41.42, NNet Normalized RMS Err: 0.81 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(44)/dIN(34) 0.05 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(44)/dIN(11) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(44)/dIN(14) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(44)/dIN(31) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(44)/dIN(15) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(44)/dIN(24) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(44)/dIN(1) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(44)/dIN(23) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(44)/dIN(13) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(44)/dIN(51) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(44)/dIN(17) -.03 (min-slopes: -.04) (max-slopes: -.03) dOUT(44)/dIN(49) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(44)/dIN(6) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(44)/dIN(27) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(44)/dIN(8) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(44)/dIN(18) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(44)/dIN(4) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(44)/dIN(9) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(44)/dIN(26) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(44)/dIN(5) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(44)/dIN(33) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(44)/dIN(19) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(44)/dIN(38) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(44)/dIN(39) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(44)/dIN(16) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(44)/dIN(3) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(44)/dIN(32) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(44)/dIN(10) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(44)/dIN(37) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(44)/dIN(40) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(44)/dIN(42) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(44)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(44)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(44)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(44)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(44)/dIN(48) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(44)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(44)/dIN(44) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(44)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(44)/dIN(41) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(44)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(44)/dIN(36) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(44)/dIN(43) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(44)/dIN(28) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(44)/dIN(22) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(44)/dIN(25) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(44)/dIN(47) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(44)/dIN(7) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(44)/dIN(12) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(44)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(44)/dIN(35) -.00 (min-slopes: -.00) (max-slopes: 0.00) Output 45: NNet RMS Err: 29.43, Mean RMS Err: 29.67, NNet Normalized RMS Err: 0.99 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(45)/dIN(15) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(45)/dIN(1) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(45)/dIN(11) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(45)/dIN(24) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(45)/dIN(31) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(45)/dIN(23) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(45)/dIN(34) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(45)/dIN(17) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(45)/dIN(18) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(45)/dIN(49) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(45)/dIN(51) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(45)/dIN(14) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(45)/dIN(39) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(45)/dIN(13) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(45)/dIN(38) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(45)/dIN(5) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(45)/dIN(26) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(45)/dIN(37) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(45)/dIN(16) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(45)/dIN(27) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(45)/dIN(4) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(45)/dIN(48) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(45)/dIN(25) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(45)/dIN(19) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(45)/dIN(32) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(45)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(45)/dIN(6) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(45)/dIN(3) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(45)/dIN(12) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(45)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(45)/dIN(44) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(45)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(45)/dIN(35) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(45)/dIN(40) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(45)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(45)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(45)/dIN(8) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(45)/dIN(42) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(45)/dIN(28) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(45)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(45)/dIN(43) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(45)/dIN(36) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(45)/dIN(7) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(45)/dIN(33) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(45)/dIN(47) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(45)/dIN(9) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(45)/dIN(21) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(45)/dIN(29) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(45)/dIN(10) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(45)/dIN(22) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(45)/dIN(41) -.00 (min-slopes: -.00) (max-slopes: -.00) Output 46: NNet RMS Err: 27.05, Mean RMS Err: 28.04, NNet Normalized RMS Err: 0.96 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(46)/dIN(14) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(46)/dIN(34) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(46)/dIN(11) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(46)/dIN(13) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(46)/dIN(31) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(46)/dIN(24) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(46)/dIN(23) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(46)/dIN(6) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(46)/dIN(15) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(46)/dIN(1) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(46)/dIN(9) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(46)/dIN(8) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(46)/dIN(51) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(46)/dIN(27) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(46)/dIN(17) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(46)/dIN(3) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(46)/dIN(4) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(46)/dIN(49) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(46)/dIN(33) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(46)/dIN(10) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(46)/dIN(26) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(46)/dIN(18) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(46)/dIN(5) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(46)/dIN(42) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(46)/dIN(19) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(46)/dIN(16) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(46)/dIN(40) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(46)/dIN(32) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(46)/dIN(37) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(46)/dIN(7) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(46)/dIN(46) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(46)/dIN(41) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(46)/dIN(21) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(46)/dIN(38) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(46)/dIN(30) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(46)/dIN(22) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(46)/dIN(39) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(46)/dIN(25) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(46)/dIN(36) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(46)/dIN(43) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(46)/dIN(12) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(46)/dIN(50) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(46)/dIN(47) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(46)/dIN(35) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(46)/dIN(20) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(46)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(46)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(46)/dIN(44) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(46)/dIN(48) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(46)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(46)/dIN(28) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 47: NNet RMS Err: 30.63, Mean RMS Err: 35.40, NNet Normalized RMS Err: 0.87 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(47)/dIN(34) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(47)/dIN(14) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(47)/dIN(11) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(47)/dIN(13) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(47)/dIN(24) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(47)/dIN(15) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(47)/dIN(31) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(47)/dIN(23) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(47)/dIN(1) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(47)/dIN(17) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(47)/dIN(51) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(47)/dIN(6) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(47)/dIN(49) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(47)/dIN(9) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(47)/dIN(27) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(47)/dIN(4) -.02 (min-slopes: -.03) (max-slopes: -.02) dOUT(47)/dIN(8) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(47)/dIN(18) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(47)/dIN(33) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(47)/dIN(5) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(47)/dIN(26) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(47)/dIN(37) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(47)/dIN(10) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(47)/dIN(3) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(47)/dIN(16) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(47)/dIN(39) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(47)/dIN(42) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(47)/dIN(19) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(47)/dIN(38) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(47)/dIN(32) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(47)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(47)/dIN(40) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(47)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(47)/dIN(41) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(47)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(47)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(47)/dIN(43) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(47)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(47)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(47)/dIN(20) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(47)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(47)/dIN(48) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(47)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(47)/dIN(28) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(47)/dIN(36) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(47)/dIN(25) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(47)/dIN(47) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(47)/dIN(29) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(47)/dIN(44) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(47)/dIN(12) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(47)/dIN(35) -.00 (min-slopes: -.00) (max-slopes: 0.00) Output 48: NNet RMS Err: 31.11, Mean RMS Err: 36.63, NNet Normalized RMS Err: 0.85 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(48)/dIN(15) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(48)/dIN(11) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(48)/dIN(34) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(48)/dIN(1) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(48)/dIN(24) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(48)/dIN(31) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(48)/dIN(23) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(48)/dIN(14) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(48)/dIN(17) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(48)/dIN(13) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(48)/dIN(51) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(48)/dIN(49) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(48)/dIN(18) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(48)/dIN(39) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(48)/dIN(5) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(48)/dIN(27) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(48)/dIN(26) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(48)/dIN(38) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(48)/dIN(4) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(48)/dIN(37) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(48)/dIN(16) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(48)/dIN(6) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(48)/dIN(19) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(48)/dIN(32) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(48)/dIN(8) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(48)/dIN(48) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(48)/dIN(9) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(48)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(48)/dIN(33) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(48)/dIN(40) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(48)/dIN(25) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(48)/dIN(42) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(48)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(48)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(48)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(48)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(48)/dIN(10) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(48)/dIN(43) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(48)/dIN(12) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(48)/dIN(44) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(48)/dIN(35) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(48)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(48)/dIN(28) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(48)/dIN(45) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(48)/dIN(41) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(48)/dIN(36) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(48)/dIN(47) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(48)/dIN(29) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(48)/dIN(3) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(48)/dIN(22) -.00 (min-slopes: -.00) (max-slopes: 0.00) dOUT(48)/dIN(7) -.00 (min-slopes: -.00) (max-slopes: 0.00) Output 49: NNet RMS Err: 30.72, Mean RMS Err: 35.51, NNet Normalized RMS Err: 0.87 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(49)/dIN(14) 0.05 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(49)/dIN(34) 0.05 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(49)/dIN(11) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(49)/dIN(13) 0.05 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(49)/dIN(24) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(49)/dIN(31) 0.04 (min-slopes: 0.04) (max-slopes: 0.05) dOUT(49)/dIN(15) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(49)/dIN(23) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(49)/dIN(1) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(49)/dIN(6) -.03 (min-slopes: -.04) (max-slopes: -.03) dOUT(49)/dIN(51) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(49)/dIN(9) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(49)/dIN(8) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(49)/dIN(17) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(49)/dIN(27) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(49)/dIN(49) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(49)/dIN(4) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(49)/dIN(3) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(49)/dIN(33) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(49)/dIN(26) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(49)/dIN(18) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(49)/dIN(10) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(49)/dIN(5) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(49)/dIN(42) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(49)/dIN(16) -.01 (min-slopes: -.02) (max-slopes: -.01) dOUT(49)/dIN(19) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(49)/dIN(37) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(49)/dIN(40) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(49)/dIN(32) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(49)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(49)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(49)/dIN(38) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(49)/dIN(39) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(49)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(49)/dIN(41) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(49)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(49)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(49)/dIN(43) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(49)/dIN(50) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(49)/dIN(36) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(49)/dIN(25) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(49)/dIN(20) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(49)/dIN(12) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(49)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(49)/dIN(47) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(49)/dIN(35) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(49)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(49)/dIN(48) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(49)/dIN(28) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(49)/dIN(44) 0.00 (min-slopes: -.00) (max-slopes: 0.00) dOUT(49)/dIN(29) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 50: NNet RMS Err: 32.72, Mean RMS Err: 39.77, NNet Normalized RMS Err: 0.82 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(50)/dIN(34) 0.06 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(50)/dIN(11) 0.06 (min-slopes: 0.06) (max-slopes: 0.07) dOUT(50)/dIN(14) 0.06 (min-slopes: 0.06) (max-slopes: 0.06) dOUT(50)/dIN(15) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(50)/dIN(24) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(50)/dIN(31) 0.06 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(50)/dIN(13) 0.05 (min-slopes: 0.05) (max-slopes: 0.06) dOUT(50)/dIN(1) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(50)/dIN(23) 0.05 (min-slopes: 0.05) (max-slopes: 0.05) dOUT(50)/dIN(51) 0.04 (min-slopes: 0.04) (max-slopes: 0.04) dOUT(50)/dIN(17) -.04 (min-slopes: -.04) (max-slopes: -.04) dOUT(50)/dIN(49) 0.04 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(50)/dIN(6) -.04 (min-slopes: -.04) (max-slopes: -.03) dOUT(50)/dIN(27) 0.03 (min-slopes: 0.03) (max-slopes: 0.04) dOUT(50)/dIN(18) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(50)/dIN(4) -.03 (min-slopes: -.03) (max-slopes: -.03) dOUT(50)/dIN(9) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(50)/dIN(8) 0.03 (min-slopes: 0.03) (max-slopes: 0.03) dOUT(50)/dIN(26) 0.03 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(50)/dIN(5) -.03 (min-slopes: -.03) (max-slopes: -.02) dOUT(50)/dIN(33) 0.02 (min-slopes: 0.02) (max-slopes: 0.03) dOUT(50)/dIN(37) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(50)/dIN(16) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(50)/dIN(39) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(50)/dIN(38) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(50)/dIN(10) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(50)/dIN(19) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(50)/dIN(3) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(50)/dIN(42) -.02 (min-slopes: -.02) (max-slopes: -.02) dOUT(50)/dIN(32) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(50)/dIN(40) -.02 (min-slopes: -.02) (max-slopes: -.01) dOUT(50)/dIN(46) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(50)/dIN(30) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(50)/dIN(21) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(50)/dIN(41) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(50)/dIN(50) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(50)/dIN(43) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(50)/dIN(7) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(50)/dIN(20) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(50)/dIN(48) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(50)/dIN(2) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(50)/dIN(22) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(50)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(50)/dIN(44) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(50)/dIN(28) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(50)/dIN(36) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(50)/dIN(47) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(50)/dIN(25) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(50)/dIN(29) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(50)/dIN(35) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(50)/dIN(12) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) Output 51: NNet RMS Err: 29.63, Mean RMS Err: 30.10, NNet Normalized RMS Err: 0.98 Sorted mean-slopes based on 238 examples, along with (min-slopes max-slopes) dOUT(51)/dIN(15) 0.02 (min-slopes: 0.02) (max-slopes: 0.02) dOUT(51)/dIN(1) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(51)/dIN(31) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(51)/dIN(11) 0.02 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(51)/dIN(24) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(51)/dIN(23) 0.01 (min-slopes: 0.01) (max-slopes: 0.02) dOUT(51)/dIN(34) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(51)/dIN(17) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(51)/dIN(18) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(51)/dIN(49) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(51)/dIN(51) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(51)/dIN(39) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(51)/dIN(38) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(51)/dIN(14) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(51)/dIN(5) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(51)/dIN(26) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(51)/dIN(13) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(51)/dIN(16) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(51)/dIN(25) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(51)/dIN(37) -.01 (min-slopes: -.01) (max-slopes: -.01) dOUT(51)/dIN(48) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(51)/dIN(27) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(51)/dIN(19) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(51)/dIN(7) 0.01 (min-slopes: 0.01) (max-slopes: 0.01) dOUT(51)/dIN(32) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(51)/dIN(3) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(51)/dIN(4) -.01 (min-slopes: -.01) (max-slopes: -.00) dOUT(51)/dIN(44) 0.01 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(51)/dIN(30) 0.00 (min-slopes: 0.00) (max-slopes: 0.01) dOUT(51)/dIN(12) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(51)/dIN(50) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(51)/dIN(6) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(51)/dIN(2) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(51)/dIN(35) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(51)/dIN(20) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(51)/dIN(40) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(51)/dIN(28) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(51)/dIN(45) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(51)/dIN(46) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(51)/dIN(22) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(51)/dIN(8) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(51)/dIN(36) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(51)/dIN(42) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(51)/dIN(47) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(51)/dIN(41) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(51)/dIN(21) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(51)/dIN(43) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(51)/dIN(33) 0.00 (min-slopes: 0.00) (max-slopes: 0.00) dOUT(51)/dIN(29) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(51)/dIN(9) -.00 (min-slopes: -.00) (max-slopes: -.00) dOUT(51)/dIN(10) 0.00 (min-slopes: -.00) (max-slopes: 0.00)