How do I determine the corresponding weights and biases for each feature

1 vue (au cours des 30 derniers jours)
Hamza
Hamza le 14 Nov 2023
Modifié(e) : Matt J le 14 Nov 2023
Hello everyone, I have applied a 1D CNN on data with dimensions 60575 × 39 features, and obtained the attached net. How do I determine the corresponding weights and biases for each feature? Thanks in advance!

Réponse acceptée

Matt J
Matt J le 14 Nov 2023
Modifié(e) : Matt J le 14 Nov 2023
As an example,
load net
net.Layers(2).Weights
ans = 3×39×260 single array
ans(:,:,1) = Columns 1 through 19 0.0451 0.0795 -0.0069 0.0793 0.0342 -0.0644 0.0889 -0.0619 0.0477 -0.0153 0.0367 -0.0810 0.0316 -0.0612 0.0389 0.0183 0.0214 0.0058 -0.0833 0.0618 0.0228 0.0354 -0.0447 -0.0386 -0.0296 0.1097 0.0684 0.0501 0.0245 -0.0753 -0.0695 -0.0270 0.0047 0.0271 -0.0599 0.0029 0.0112 -0.0371 -0.0601 -0.0419 0.0896 0.0755 0.0127 0.0380 0.0563 0.0803 0.0457 -0.0450 -0.0414 0.0376 0.0669 -0.0090 -0.0719 -0.0488 -0.1120 -0.0236 0.0300 Columns 20 through 38 -0.0572 0.0566 0.0007 -0.0280 -0.0105 0.0496 -0.0170 0.0328 0.0412 0.0015 0.0091 -0.0490 -0.0948 0.0192 -0.0896 -0.0199 -0.0228 -0.0328 -0.0454 -0.0184 -0.0223 0.0261 -0.0721 0.0317 -0.0434 -0.0138 -0.0043 -0.0033 -0.0726 -0.0293 -0.0440 0.0569 0.0289 -0.0521 0.0292 -0.0273 -0.0239 -0.0005 0.0097 0.0280 0.0417 -0.0589 -0.0679 0.0705 -0.0016 -0.0495 -0.0216 -0.0010 0.0019 0.0179 -0.0132 -0.0341 0.0420 -0.0252 -0.0232 -0.0564 0.0770 Column 39 0.0012 0.0057 0.0066 ans(:,:,2) = Columns 1 through 19 0.0880 -0.0262 0.0166 -0.0443 0.0579 -0.0264 -0.0472 0.0334 0.0322 -0.0465 -0.0365 -0.0064 0.0672 -0.0376 -0.0431 -0.0042 -0.0886 -0.0058 -0.0726 -0.0578 0.1111 0.0239 0.0073 -0.0025 -0.0150 0.0659 -0.0327 0.0026 -0.0874 -0.0275 -0.0618 -0.0038 0.1113 0.0740 0.0326 -0.0352 -0.0322 -0.0085 0.0021 -0.0385 0.0327 -0.0229 0.0793 -0.0349 0.0219 0.0774 0.0247 -0.0663 -0.0260 0.0600 -0.0048 0.0552 0.0467 -0.0028 -0.0402 0.0172 -0.1425 Columns 20 through 38 -0.0860 -0.0664 -0.0137 0.0700 0.0115 -0.0726 0.0058 0.0779 0.0526 0.0144 -0.0751 0.0853 -0.0980 0.0522 -0.0237 0.0652 -0.0740 -0.0132 -0.1019 -0.0330 -0.0427 -0.0079 0.1212 -0.0571 0.0168 0.0021 0.0785 0.0677 0.0756 -0.0121 0.0821 -0.0965 0.1246 -0.0023 -0.0048 -0.1004 -0.0818 -0.0537 0.0510 -0.0458 0.0216 -0.0017 -0.0398 -0.0015 -0.0001 0.0689 0.0068 0.0876 -0.0328 -0.0052 -0.1396 -0.0017 0.0071 0.0391 0.0348 -0.1101 0.0077 Column 39 -0.0031 -0.0024 0.0017 ans(:,:,3) = Columns 1 through 19 -0.0267 -0.0111 -0.0518 -0.0764 -0.0020 -0.0130 0.0014 0.0466 -0.0114 0.0096 -0.0527 0.0333 -0.1004 0.0380 0.0566 0.0572 0.0396 0.0167 0.0486 -0.0451 -0.0006 -0.0221 0.0651 0.0122 0.0650 -0.0379 0.0483 0.0874 0.0302 -0.0296 -0.0574 -0.0156 -0.0257 -0.0555 -0.0052 0.0110 0.0294 0.0131 -0.0182 0.0102 0.0652 0.0325 -0.0418 0.0036 0.0047 -0.0016 -0.0629 0.0157 -0.0186 0.0269 -0.0413 0.0099 0.0028 0.0362 0.0825 0.0770 -0.0635 Columns 20 through 38 -0.0175 -0.1048 0.1269 -0.0653 -0.0910 0.0274 -0.0134 -0.0413 -0.0777 -0.0924 -0.0107 -0.0458 0.0032 -0.0260 0.1269 -0.0796 0.0395 -0.1001 -0.0091 0.0669 -0.1484 0.0244 0.0292 -0.0319 0.0279 -0.0054 -0.0228 -0.0420 -0.1332 0.0581 0.0029 0.0130 -0.0729 0.0314 -0.0938 0.0499 0.0130 0.0169 -0.1205 0.0274 0.0065 -0.1044 -0.0946 0.0108 -0.0074 0.0297 0.0412 -0.1763 0.1035 0.0490 0.0129 -0.1248 0.0679 -0.0710 -0.0022 -0.0192 0.1073 Column 39 -0.0009 -0.0028 -0.0070 ans(:,:,4) = Columns 1 through 19 0.0324 0.0757 -0.0769 -0.0707 0.0328 -0.0074 0.0418 -0.0439 -0.0307 0.0131 -0.0290 0.0228 -0.0356 0.0591 -0.0457 -0.0279 -0.1190 -0.0436 -0.0223 0.0305 0.0583 0.0738 0.0093 -0.0451 0.0703 0.0135 -0.0055 0.0414 0.0447 0.0248 0.0333 0.0013 0.1026 0.0006 0.0451 -0.0718 -0.0586 -0.0109 0.0137 -0.0162 -0.0306 0.0579 -0.0127 -0.0592 -0.0237 0.0040 -0.0169 -0.0087 -0.0293 -0.0027 -0.0718 0.1153 -0.0896 0.0467 -0.0623 -0.0481 -0.0811 Columns 20 through 38 -0.0217 0.0023 0.0797 -0.0590 0.1201 -0.0532 -0.0038 0.2315 -0.0213 0.1537 -0.0955 -0.0440 -0.0394 -0.1110 0.0767 -0.0674 -0.0960 -0.0902 -0.0201 -0.0198 0.0195 0.0693 -0.0856 0.0101 -0.0945 -0.0072 0.1222 0.0175 0.0979 -0.0679 0.0525 0.0639 -0.0515 -0.0098 -0.0649 0.0094 -0.0650 -0.0564 0.0005 0.1034 0.0011 -0.0287 -0.0423 -0.0544 -0.0132 0.0804 -0.0567 0.0779 0.0567 0.0893 0.0775 -0.0406 0.0507 -0.0725 -0.0098 0.0424 0.0155 Column 39 -0.0024 -0.0026 -0.0005 ans(:,:,5) = Columns 1 through 19 -0.0521 0.0597 -0.0716 -0.0058 0.0369 0.0514 -0.0430 0.0069 0.0135 -0.0020 -0.0777 0.0214 -0.0554 -0.0804 -0.0381 0.0080 -0.0107 -0.1429 -0.0177 0.0551 -0.0290 0.0005 -0.0209 0.0373 -0.0633 -0.0692 0.0132 -0.0447 0.0578 -0.0232 0.0671 -0.0851 -0.0707 -0.0169 -0.0275 0.0091 -0.0118 0.0426 -0.0459 -0.0169 0.0044 0.0148 0.0317 0.0141 -0.0014 0.0372 0.0056 0.0534 -0.0278 -0.0191 0.0422 -0.0100 -0.0916 0.0448 0.0072 0.0245 0.0306 Columns 20 through 38 -0.0730 -0.0001 -0.0657 0.0411 0.1119 -0.0596 -0.0039 0.0289 0.0079 -0.0215 -0.0528 0.0529 0.0110 -0.0326 -0.0271 0.1262 0.0685 -0.0948 0.0940 -0.0275 -0.0650 0.0063 -0.0211 0.0579 -0.0118 0.0003 0.0759 -0.0282 0.0036 -0.0206 0.0424 0.0105 -0.1016 -0.0584 0.0946 0.0052 -0.1567 0.0325 -0.0190 0.0000 0.0077 -0.0604 0.0046 0.0436 0.0033 0.1126 -0.0901 0.0273 -0.0883 0.1057 -0.0080 -0.0749 -0.0261 0.0414 0.0673 -0.0181 0.0465 Column 39 0.0062 0.0049 0.0034 ans(:,:,6) = Columns 1 through 19 -0.0039 -0.0130 -0.0880 -0.0013 0.0691 0.0499 0.0296 0.1480 0.0588 -0.0136 -0.0234 0.0325 0.0266 -0.0455 0.0660 0.0398 0.0838 -0.0065 0.0219 0.0499 -0.0919 -0.0908 -0.0298 -0.0018 0.0280 0.0192 0.1831 0.0278 -0.0356 0.0124 0.0580 -0.0199 -0.0264 0.0730 0.0199 -0.0064 -0.0148 0.0762 0.0594 -0.0558 -0.0844 -0.0754 -0.0113 0.0963 0.0605 0.0212 0.0777 0.0228 0.0802 0.0298 0.0400 -0.0620 0.0355 0.0118 -0.0238 0.1315 0.1114 Columns 20 through 38 -0.0278 -0.0951 -0.0346 -0.0738 -0.0766 -0.0715 0.0023 -0.0828 0.0181 -0.0269 0.0120 0.1368 0.1196 -0.0402 0.1383 0.0236 -0.0330 0.0625 0.0798 0.0122 0.0213 -0.0272 -0.0534 0.0269 -0.0592 0.0010 -0.1463 0.0182 0.0184 -0.0175 0.1449 0.0914 0.0219 0.0902 -0.0383 -0.0364 0.0350 0.0615 -0.0317 -0.0376 -0.0466 0.0402 0.0416 -0.0693 -0.0002 -0.1480 0.0235 -0.1415 0.0040 0.0882 0.0826 0.0354 -0.0230 -0.0030 0.0277 0.0004 -0.0028 Column 39 0.0011 0.0013 0.0010 ans(:,:,7) = Columns 1 through 19 -0.0019 0.0079 0.0528 0.0119 -0.0103 0.0352 -0.0278 0.0170 -0.0107 -0.0062 -0.0116 -0.0284 -0.0808 -0.0499 -0.0225 -0.0034 -0.0568 -0.0283 -0.0405 0.0116 0.0682 -0.0642 0.0373 0.0094 0.0429 -0.0019 -0.0115 0.0712 0.0533 -0.0041 0.0301 -0.0664 -0.0109 -0.0815 -0.0324 -0.0667 -0.0462 -0.0516 -0.0527 0.0108 0.0728 0.0826 0.0145 -0.0703 -0.0538 -0.0435 0.0312 -0.0649 -0.0238 -0.0166 0.0414 -0.0028 0.0526 -0.0437 0.0971 -0.1164 0.0196 Columns 20 through 38 0.0192 -0.0830 -0.0281 -0.0528 -0.0129 -0.0028 0.0062 -0.0044 -0.0792 -0.0004 0.0009 0.0260 -0.0189 -0.0074 -0.0381 -0.0822 0.0346 0.0563 0.0136 -0.0107 -0.0000 -0.1127 -0.0894 -0.0518 -0.0332 0.0009 -0.0023 0.0326 -0.0036 0.0612 0.0061 -0.0051 0.0316 0.0232 0.0365 0.0160 -0.0293 0.0496 -0.0957 0.0031 0.0223 -0.0463 0.0190 0.0014 -0.0091 -0.0358 -0.0200 -0.1050 0.0639 -0.0148 -0.0054 0.0077 -0.0109 0.0257 -0.0445 0.0489 -0.0029 Column 39 -0.0024 -0.0037 -0.0036 ans(:,:,8) = Columns 1 through 19 0.0224 -0.0285 -0.0512 -0.0397 -0.0461 -0.0124 -0.0391 -0.0495 0.0010 0.0174 0.0445 -0.0281 -0.0261 -0.0302 0.0081 -0.0120 0.0240 -0.0593 0.0401 0.0545 -0.0559 -0.0304 0.0193 0.0443 -0.0250 0.0078 0.0543 0.0527 0.0322 -0.0387 -0.0158 0.0190 -0.0393 -0.0566 -0.0252 -0.0464 -0.0580 0.0290 -0.0131 0.0417 -0.0143 -0.0045 -0.0591 0.0198 -0.0390 -0.0221 0.0079 -0.0148 0.0805 0.0651 -0.0408 0.0373 -0.0460 0.0152 -0.0175 0.0038 0.0083 Columns 20 through 38 -0.0505 -0.0529 -0.0472 0.0490 0.0023 -0.0714 0.0076 0.0611 -0.0560 -0.1005 -0.0453 -0.0171 -0.1266 -0.0341 0.0213 0.0475 0.0275 -0.0044 -0.0717 0.0365 -0.0527 0.0094 0.0457 -0.0342 -0.0525 -0.0003 -0.0057 -0.1462 -0.1441 0.0871 -0.0576 0.0035 0.0090 -0.0000 0.0314 0.0445 -0.0042 -0.0421 -0.0989 -0.1052 0.0199 0.0668 -0.0304 -0.0497 -0.0004 0.0361 -0.0672 -0.0949 0.0080 -0.0464 0.0338 -0.0666 -0.0794 -0.0403 0.0458 0.0916 -0.0055 Column 39 -0.0033 -0.0042 -0.0011 ans(:,:,9) = Columns 1 through 19 0.0724 0.0286 0.0077 -0.0018 0.0506 0.0263 0.0117 -0.0056 0.0070 -0.0077 -0.0247 -0.0377 0.0923 0.0215 -0.0777 -0.0301 0.0951 -0.0129 -0.0132 -0.0014 0.0297 -0.0805 -0.0292 -0.0447 0.0688 -0.0674 0.0209 -0.0007 -0.0341 -0.0099 -0.0694 0.1364 0.0067 -0.0116 -0.0846 0.0748 -0.0004 0.0518 -0.0341 0.0406 -0.0063 -0.0402 -0.0327 0.0174 0.0698 -0.0745 -0.0825 0.0073 -0.0455 0.0716 0.0115 -0.0178 0.0996 -0.0373 0.0434 0.0973 0.0703 Columns 20 through 38 0.1120 0.0666 0.0910 0.0618 0.0366 -0.0046 0.0622 0.0319 0.2252 -0.0773 0.0483 0.0986 -0.0044 0.0697 -0.0208 0.0232 -0.0242 0.0486 -0.0263 0.0523 -0.0121 0.0436 -0.0609 -0.0143 0.0289 0.0416 0.0506 0.0618 -0.0835 -0.0826 -0.0126 0.0133 0.0365 -0.0402 0.0115 -0.0032 0.0250 -0.1117 0.0884 -0.0375 0.0043 0.0124 -0.0613 -0.0253 0.0110 0.0462 0.0903 -0.0302 -0.0326 0.0102 -0.0680 0.0330 -0.0388 -0.0282 -0.0264 -0.0868 -0.0387 Column 39 -0.0093 -0.0113 -0.0149 ans(:,:,10) = Columns 1 through 19 -0.0776 0.0146 0.0226 -0.0619 0.0250 0.0113 0.0450 -0.0206 -0.0264 0.0169 0.0088 0.0228 0.0923 -0.0619 -0.0245 -0.0571 0.0946 -0.0146 -0.0186 0.0302 0.0680 -0.0582 -0.0796 0.0612 0.0938 0.1131 0.0322 0.0298 0.0419 0.0116 -0.0392 -0.0067 0.0035 -0.0564 0.0107 -0.0206 -0.0115 0.0639 0.0457 0.0616 -0.0505 -0.0663 -0.0255 0.0995 0.0869 -0.0367 0.0076 0.0698 0.0322 0.0600 0.0867 -0.0504 -0.0743 0.0313 0.0653 -0.0650 0.0874 Columns 20 through 38 0.0034 0.0275 -0.0631 0.0622 -0.0216 0.0777 -0.0028 -0.0365 0.0044 -0.0272 -0.0425 0.0590 -0.0428 0.0398 -0.0536 -0.0019 -0.0019 -0.0430 -0.0012 0.0469 0.0233 0.0360 -0.0130 0.0588 -0.0084 -0.0045 -0.0274 0.0583 0.0097 -0.0580 0.0280 -0.0006 0.0166 0.0226 0.0675 0.0557 0.0046 -0.0138 0.0498 -0.0590 0.0874 0.0629 0.0105 -0.0145 -0.0107 -0.0483 0.0487 -0.0242 0.0217 0.0935 0.0736 0.0003 -0.0901 0.1008 0.0637 0.0535 0.0309 Column 39 0.0008 -0.0013 -0.0028 ans(:,:,11) = Columns 1 through 19 -0.0044 0.0014 0.0801 0.0148 0.0490 0.0344 -0.0042 0.0532 -0.0686 0.0084 -0.0170 -0.0626 -0.0868 0.0202 -0.1244 0.0275 0.0127 -0.0299 -0.0730 0.0224 0.0847 -0.0482 -0.0437 0.0480 -0.0686 -0.0346 -0.0377 0.0371 0.0019 -0.0184 -0.0415 0.0641 0.0280 -0.0662 0.0235 -0.0609 -0.0121 -0.0777 0.0812 0.0599 0.0112 -0.0590 0.0376 -0.0259 0.0392 0.0287 -0.0824 0.0475 0.0354 -0.0008 -0.0523 0.0422 -0.0152 0.1146 -0.0758 -0.0282 -0.0488 Columns 20 through 38 -0.0608 0.1067 0.0371 -0.0837 -0.1141 -0.0167 0.0321 0.1257 0.1628 -0.0606 0.1557 0.0752 0.1926 0.0682 -0.1626 -0.0642 0.0901 0.0676 -0.2305 0.0472 -0.0061 0.1049 -0.0491 -0.0820 -0.1065 0.0179 0.0235 0.1484 -0.0405 -0.0217 0.0425 0.0683 0.0418 -0.1040 0.0207 0.0171 0.0324 -0.2416 -0.1026 -0.0309 0.0384 -0.0979 -0.1496 -0.1700 -0.0083 -0.0862 0.1177 -0.0228 0.0553 -0.0325 0.0067 0.0279 0.0646 0.0413 -0.0164 0.0844 -0.0482 Column 39 0.0024 0.0006 -0.0099 ans(:,:,12) = Columns 1 through 19 -0.0006 0.0521 0.0012 0.0032 -0.0713 0.0691 0.0757 0.1303 0.0141 0.0298 -0.0188 -0.0524 0.0373 -0.0272 -0.0710 -0.0263 -0.0021 0.0227 -0.0161 -0.0241 0.0543 0.0509 -0.0378 -0.0317 0.0424 0.0490 0.0827 -0.0340 0.0417 -0.0600 -0.0713 0.0539 -0.0146 -0.0143 0.0847 0.0647 0.0011 0.0018 0.0633 -0.0047 0.0566 0.0366 -0.0036 -0.0046 0.1358 -0.0027 0.0382 -0.0184 0.0381 -0.0215 -0.0301 -0.1022 0.0553 0.1210 0.1013 0.0226 0.0771 Columns 20 through 38 0.0708 -0.0015 -0.0410 -0.0597 0.0216 -0.0153 0.0040 0.0129 -0.0117 0.0579 0.0162 0.0183 0.0589 -0.0519 -0.0758 -0.0644 -0.0009 -0.0089 0.0054 0.0455 -0.0665 0.0228 -0.0867 -0.0285 -0.0014 -0.0000 -0.0627 -0.0129 -0.0090 -0.0258 0.0791 0.0280 -0.0227 0.0528 0.0147 0.0211 -0.0801 0.0029 -0.0315 -0.0120 0.0022 -0.0600 -0.0779 0.0244 -0.0046 -0.0736 -0.0110 0.0352 -0.0178 0.0393 0.0294 -0.0125 -0.0247 0.0072 0.0264 -0.0481 0.0169 Column 39 -0.0019 -0.0031 -0.0023 ans(:,:,13) = Columns 1 through 19 -0.0574 0.0793 0.0724 0.0091 0.0528 0.0160 -0.0007 -0.0091 0.0625 -0.0613 -0.0631 -0.0584 0.0810 -0.0121 -0.0519 0.0160 0.0690 0.0145 -0.1440 -0.0186 0.0114 0.0109 -0.0592 0.0114 -0.0447 0.0448 0.0292 0.0641 -0.0268 -0.0363 0.0745 0.0545 -0.0835 -0.0428 -0.0023 0.0556 -0.0680 -0.0339 -0.0222 0.0399 0.0442 0.0072 0.0823 -0.0267 0.0535 0.0681 -0.0067 -0.0499 0.0531 -0.0349 0.0072 -0.0233 -0.0123 0.1326 0.1009 0.0874 -0.0736 Columns 20 through 38 -0.0136 0.0361 -0.0510 0.0579 -0.0383 -0.0237 -0.0050 0.0116 0.0827 0.1244 -0.0113 0.0711 0.0428 -0.0499 0.0677 0.1039 0.1052 -0.1774 -0.0706 -0.0476 0.0588 0.0500 0.0869 -0.0027 0.0846 -0.0241 0.0517 0.1168 0.1679 0.0081 0.0508 0.0228 -0.0091 0.0279 0.0295 0.0317 -0.1158 -0.0775 0.0943 0.0832 0.0311 0.1200 -0.0539 0.0267 -0.0353 -0.0199 0.1029 0.1938 0.0920 0.1321 -0.0405 -0.0621 0.0188 0.0109 0.0758 -0.1563 -0.0128 Column 39 -0.0224 -0.0181 -0.0098 ans(:,:,14) = Columns 1 through 19 -0.0674 0.0630 -0.0321 -0.0530 -0.0897 0.0488 0.0230 -0.0003 -0.0684 0.0227 -0.0142 0.0242 -0.0341 0.0079 -0.0015 0.0095 0.0471 0.0033 0.0259 0.0085 -0.0448 -0.0023 0.0089 0.0547 0.0227 0.0282 -0.0494 -0.0411 -0.0389 0.0304 -0.0050 0.0361 0.0479 -0.0278 0.0281 -0.0129 -0.0212 0.0739 0.0589 0.0020 -0.0395 -0.0320 -0.0255 -0.0787 0.0207 0.0363 0.0368 -0.0428 0.0289 0.0555 -0.0994 -0.0146 -0.0104 -0.0586 -0.0333 0.0557 0.0514 Columns 20 through 38 -0.0679 -0.0364 0.0402 0.0100 -0.0273 -0.0141 0.0068 -0.0170 0.0577 0.0512 -0.0540 0.0012 -0.0225 0.0104 -0.0718 -0.0870 0.0016 0.0184 0.0480 -0.0215 -0.0328 -0.0153 0.0478 -0.0580 -0.0656 -0.0028 0.0492 -0.0279 -0.0264 -0.0628 0.0417 0.0230 0.0239 -0.0752 -0.0951 -0.0155 0.0041 0.0127 -0.0591 0.0047 -0.0843 0.0611 0.0368 0.0297 -0.0116 0.0124 -0.0770 0.0359 -0.0987 0.1074 0.0434 0.0041 -0.0516 0.0406 -0.0348 0.0226 0.0352 Column 39 -0.0035 -0.0068 -0.0076 ans(:,:,15) = Columns 1 through 19 -0.0634 0.0070 -0.0204 0.0066 0.0329 0.0591 -0.0288 0.0538 -0.0170 0.0122 0.0671 0.0609 -0.1180 -0.0536 0.0029 0.0883 0.0788 -0.0434 0.0126 -0.0111 -0.0921 -0.0749 -0.0672 -0.0243 0.0451 0.0478 0.0135 -0.0313 0.0183 -0.0044 -0.0007 -0.0818 0.0617 0.0256 0.0198 -0.0167 0.0315 -0.0115 -0.0647 0.0011 -0.0382 0.0019 0.0547 -0.0012 -0.0372 0.0142 -0.0186 -0.0101 0.0422 0.0883 -0.0499 0.0340 0.0299 0.0412 -0.0315 0.1064 -0.0009 Columns 20 through 38 0.0224 -0.0244 0.0145 0.0186 -0.0079 0.0526 -0.0032 0.0227 -0.1266 -0.1113 -0.0103 0.0032 0.0777 0.0941 0.0287 0.0295 0.0750 0.0353 0.0051 0.0309 -0.0099 0.0403 0.0246 0.0176 0.0465 0.0008 -0.0377 0.0111 -0.0851 -0.0337 0.0487 0.0070 -0.0213 -0.0256 0.0354 -0.0003 -0.0284 0.0509 0.0395 0.0544 -0.0867 0.1111 -0.0043 -0.0028 0.0210 -0.0414 -0.0253 0.0142 -0.0169 0.0980 0.0594 0.0882 -0.0706 -0.0685 0.1444 0.0205 -0.0214 Column 39 0.0118 0.0128 0.0075 ans(:,:,16) = Columns 1 through 19 -0.0332 -0.0477 -0.0198 -0.0054 0.0733 0.0929 -0.0040 0.0357 0.0195 0.0020 0.0311 0.0266 -0.0342 -0.0065 0.0014 -0.0625 0.0713 -0.0228 0.0514 0.0029 0.0710 -0.0897 0.0547 0.0361 0.0041 0.0138 0.0869 0.0865 0.0088 0.0877 0.0278 0.0863 -0.0380 -0.0575 -0.0245 0.0274 0.1203 0.0246 0.0532 0.0406 -0.0286 0.0432 -0.0047 -0.0385 -0.0082 0.0591 -0.0455 0.0356 0.0358 0.0234 -0.0108 0.0421 -0.0289 0.0828 0.0124 0.0280 0.0200 Columns 20 through 38 0.0466 0.0744 -0.0384 0.0288 0.0477 -0.0806 0.0020 0.0501 -0.0927 0.0545 -0.0377 -0.0228 -0.0696 -0.0327 -0.0146 -0.0022 -0.1378 -0.0155 0.0291 -0.0012 0.0883 0.0100 -0.0501 0.0186 -0.1219 -0.0052 0.0336 -0.0403 0.0462 0.0451 -0.0572 0.0337 0.0307 -0.0540 0.0377 -0.0393 0.0551 0.0773 -0.0646 0.0191 0.0580 -0.0032 0.0655 -0.0988 -0.0176 -0.0439 0.0110 0.1360 -0.0060 -0.0486 -0.0016 0.0513 -0.0512 -0.0384 0.0552 0.0110 -0.0025 Column 39 -0.0046 -0.0070 -0.0041 ans(:,:,17) = Columns 1 through 19 -0.0343 0.0646 -0.0760 -0.0085 -0.0555 0.0653 0.0693 0.0653 0.0228 0.0332 -0.0468 0.0440 0.0551 -0.0273 0.1222 -0.0232 0.0486 0.0573 -0.0388 0.0421 -0.0662 0.0137 0.0708 -0.0753 -0.0626 -0.0513 -0.0389 0.0557 -0.0677 -0.0296 0.0110 -0.0614 0.0177 0.0381 0.0298 -0.0188 -0.0992 -0.0897 0.0735 -0.0473 -0.0653 0.0153 -0.0392 -0.0087 0.0512 -0.0589 0.0048 0.0232 -0.0723 0.0300 0.0791 0.0363 0.0296 0.0308 -0.0663 -0.0394 -0.0344 Columns 20 through 38 0.0025 0.0442 -0.0786 0.0203 0.0014 0.0617 0.0200 0.0178 0.0327 0.0035 -0.0222 0.0084 0.0940 -0.0036 0.1017 0.1072 -0.0502 -0.0344 -0.0458 0.0012 0.0351 -0.0356 -0.0065 0.0482 0.0303 0.0189 0.0049 -0.0268 -0.0405 -0.0435 0.0270 -0.0839 0.0207 -0.1123 0.0758 -0.1181 -0.0698 -0.0579 0.1088 -0.0060 0.0515 -0.0379 -0.0946 0.0328 0.0221 0.0943 -0.0589 0.0424 0.0150 -0.0968 0.0044 0.0504 -0.1828 0.0512 -0.0478 -0.0882 0.0017 Column 39 0.0025 0.0086 0.0080 ans(:,:,18) = Columns 1 through 19 -0.0318 0.0528 -0.0736 0.0286 0.0462 -0.0396 0.0347 -0.0469 -0.0194 -0.0528 -0.0055 0.0216 0.1010 0.0336 0.0427 0.0599 -0.0447 -0.0084 0.0594 0.0097 -0.0505 -0.0164 -0.0252 -0.0439 -0.0135 -0.0941 0.0653 0.0525 -0.0313 -0.0310 0.0698 -0.0456 -0.0504 0.0290 -0.0301 -0.0105 0.0069 0.0636 0.0337 0.0515 0.0261 0.0203 -0.0553 -0.0319 -0.0085 -0.0420 -0.0325 -0.0031 0.0791 -0.0042 0.0501 0.0731 -0.0382 -0.0470 0.0117 0.0258 -0.0874 Columns 20 through 38 0.1244 0.0198 0.0532 0.1538 -0.0304 -0.0098 0.0337 -0.0002 -0.0034 -0.0387 0.1312 -0.0827 -0.0715 0.0606 0.0658 0.0223 -0.0488 0.0064 0.0755 0.0874 0.0174 -0.0045 0.0242 0.0048 -0.0081 0.0194 0.0530 -0.1059 -0.0700 0.0140 -0.0589 -0.0247 0.0387 0.0505 0.1016 0.0131 0.0111 -0.0148 0.0237 -0.0038 0.0711 0.0111 0.0429 -0.0282 0.0067 0.0723 -0.0114 0.0901 0.0764 -0.1342 -0.1049 0.0332 -0.0762 0.0532 0.0147 0.1040 -0.0596 Column 39 -0.0072 -0.0102 -0.0115 ans(:,:,19) = Columns 1 through 19 0.0591 0.0769 0.0652 -0.0562 0.0392 0.0336 0.0765 0.0445 0.0701 -0.0755 0.0158 -0.0232 0.0740 -0.0663 -0.0764 -0.0600 0.0414 -0.1461 -0.0683 -0.0475 -0.0156 0.0758 -0.0661 0.0980 0.0118 0.0135 0.0204 -0.0136 -0.0469 -0.0760 0.0692 0.0462 0.0734 0.0365 -0.0708 0.0015 0.0180 0.0187 -0.0118 0.0290 0.0206 0.0236 0.0716 -0.0244 -0.0579 -0.0404 -0.0183 -0.0599 -0.0378 0.0041 0.0707 0.0157 0.0479 0.0682 -0.0495 0.0896 0.0154 Columns 20 through 38 0.0176 0.1015 -0.0175 0.0579 -0.0177 -0.0845 -0.0148 0.1321 0.0763 0.1278 -0.1396 0.1250 0.0883 0.0850 0.0269 0.0654 -0.0747 -0.0161 0.0788 0.0834 0.0053 0.0841 -0.0054 -0.0559 -0.0501 -0.0074 0.0430 0.0876 0.0097 -0.0448 0.1337 -0.0341 0.0867 -0.0040 -0.0062 0.0110 0.0325 0.0283 0.0733 0.0111 0.0516 -0.0474 -0.1189 0.1210 -0.0013 0.0208 0.0206 0.0694 -0.1301 0.1375 -0.0112 -0.0484 -0.0188 -0.0260 0.0343 -0.0575 0.0143 Column 39 0.0042 0.0062 0.0047 ans(:,:,20) = Columns 1 through 19 -0.0368 0.0586 0.0173 -0.0068 0.0206 -0.0078 0.0378 0.0567 -0.0847 -0.0460 0.0622 0.0527 0.0046 0.0028 -0.0271 -0.0667 0.0019 -0.0414 -0.0336 -0.0563 -0.0244 0.0840 -0.0041 0.0443 -0.0032 0.0524 -0.0191 -0.0775 0.0303 0.0410 0.0684 -0.0397 -0.0125 -0.0673 -0.0512 -0.0178 0.1143 -0.0850 0.0536 -0.0335 0.0814 -0.0404 0.0023 -0.0350 0.0535 0.0444 -0.0624 -0.0413 0.0865 0.0935 0.0659 0.0323 -0.1344 -0.0192 -0.0148 0.0219 0.0274 Columns 20 through 38 -0.1587 -0.0440 -0.0095 -0.0346 -0.0649 -0.1750 -0.0045 0.0314 -0.0335 0.0492 -0.0287 0.0292 -0.0136 0.0284 0.1267 -0.0348 0.0422 0.1080 0.0753 -0.0556 0.0408 -0.0479 -0.0891 -0.1132 -0.0874 -0.0109 -0.0005 -0.0478 -0.0300 0.1017 0.0775 -0.0051 0.0402 0.1067 -0.1744 -0.0941 -0.0274 -0.0318 -0.0305 0.0168 -0.0847 -0.0264 -0.0643 -0.1339 -0.0132 0.0573 -0.0693 -0.0983 0.0871 0.0220 -0.1038 0.1690 0.0841 -0.1435 -0.2041 -0.0414 -0.0369 Column 39 -0.0071 0.0010 0.0020 ans(:,:,21) = Columns 1 through 19 0.0393 -0.0456 0.0527 0.0090 0.0898 -0.0191 -0.0327 -0.0293 -0.0539 -0.0329 0.0155 0.0794 0.0768 0.0405 -0.0256 0.0404 0.0123 -0.0147 0.0066 -0.0493 0.0022 -0.0124 0.0507 -0.0285 -0.0041 0.0332 -0.0401 0.0239 -0.0600 0.0644 -0.0384 0.0942 0.0052 -0.0458 0.0583 0.0015 0.1034 0.0541 0.0115 0.0304 -0.0464 -0.0096 -0.0362 0.0005 -0.0670 -0.0330 -0.0193 -0.0160 -0.0578 0.0756 -0.0313 -0.0276 -0.0589 -0.0042 0.0255 0.0496 0.0112 Columns 20 through 38 -0.0022 0.0948 0.1189 0.0744 -0.0748 -0.1212 0.0049 0.0287 -0.0768 -0.0148 0.1598 -0.0101 0.0008 -0.0057 0.0617 -0.0848 -0.1341 0.0877 0.1040 -0.0245 0.0045 0.0326 -0.0343 -0.0008 -0.1095 0.0063 -0.0229 -0.0492 -0.0437 0.0589 -0.0320 -0.0748 0.0224 -0.0568 0.0260 -0.0424 0.0391 -0.0055 0.0119 0.0080 -0.0948 -0.0395 0.0138 -0.0469 -0.0066 -0.0049 0.1057 -0.0312 0.0549 -0.0854 -0.0438 -0.0261 -0.0531 0.0401 -0.0765 0.0776 -0.0440 Column 39 -0.0072 -0.0056 -0.0034 ans(:,:,22) = Columns 1 through 19 -0.0356 0.0011 0.0138 -0.0400 0.0385 0.0200 -0.0454 -0.0430 0.0188 0.0385 -0.0103 0.0384 -0.1043 0.0609 0.0428 -0.0249 0.0657 0.0579 0.0404 -0.0059 -0.0373 -0.0098 0.0112 -0.0628 -0.0619 0.0196 -0.0662 -0.0220 -0.0196 -0.0490 0.0610 -0.0188 0.0132 0.0417 -0.0105 0.0379 0.0453 -0.0617 0.0389 0.0652 -0.0225 -0.0018 0.0544 0.0503 0.0090 0.0540 -0.0753 0.0535 0.0457 -0.0613 -0.0274 0.0058 0.0212 0.0418 0.0742 0.0621 -0.0674 Columns 20 through 38 -0.0331 0.0422 0.1007 0.0489 -0.0012 0.0395 -0.0293 -0.0466 -0.0520 0.0626 -0.0498 -0.0855 0.1186 -0.0306 -0.1195 0.0100 -0.0395 0.0297 0.1170 -0.0287 0.0307 -0.0054 0.0006 0.0122 0.0727 -0.0371 -0.0120 -0.0931 -0.0014 -0.0522 -0.0828 -0.0362 -0.0028 -0.0709 -0.0065 0.0169 0.0077 0.1001 -0.0979 -0.0076 -0.0319 -0.0135 -0.0669 0.0796 -0.0449 0.0149 -0.0411 -0.0096 -0.1037 -0.0540 0.0955 -0.0024 0.0230 -0.0781 -0.0649 0.0572 0.0463 Column 39 -0.0079 -0.0072 -0.0041 ans(:,:,23) = Columns 1 through 19 0.0861 0.0692 0.0742 -0.0466 0.0000 0.0021 -0.0318 -0.0446 0.0364 0.0139 0.0065 0.0360 0.0634 -0.0282 -0.0164 0.0170 0.0317 -0.0171 0.0131 -0.0534 -0.0280 -0.0247 0.0035 0.0168 -0.0424 0.0253 0.0895 0.0341 0.0672 0.0057 -0.0741 0.0376 -0.0246 0.0350 -0.1184 0.0906 -0.0899 0.0376 -0.0652 -0.0711 0.0799 0.0392 0.0246 0.0540 0.0515 -0.0511 -0.0708 -0.0019 0.0436 -0.0400 0.1113 -0.0588 -0.0939 -0.0428 0.0541 -0.0241 -0.0804 Columns 20 through 38 0.0247 0.0795 0.0353 -0.0154 -0.0893 -0.0287 0.0097 0.0182 -0.0566 -0.1051 -0.0020 0.0425 -0.0059 -0.0752 -0.0602 -0.0181 -0.0590 0.0935 -0.0008 -0.0159 0.0072 0.0315 -0.0478 -0.0176 -0.1024 0.0073 0.0038 -0.0855 -0.0407 -0.0263 0.0413 -0.0228 -0.0620 -0.0402 -0.0519 0.0362 -0.0246 0.0153 -0.0951 -0.0035 -0.0132 -0.0833 -0.0528 -0.1245 -0.0104 -0.0011 0.0039 0.1003 0.0479 0.1209 0.0647 0.0163 -0.0709 0.0103 -0.0675 -0.0738 -0.0162 Column 39 -0.0064 -0.0075 -0.0071 ans(:,:,24) = Columns 1 through 19 0.1068 0.0004 0.0803 -0.0137 -0.0011 0.0290 0.0220 -0.0024 0.0736 0.0734 0.0678 -0.0373 0.0306 -0.1199 -0.0781 -0.0210 0.0397 0.0911 -0.0286 0.0797 -0.0392 -0.0513 0.0020 0.0302 -0.0051 -0.0330 0.0567 -0.0293 -0.0517 -0.0164 0.0269 0.0417 -0.0468 0.0401 -0.0027 0.0402 -0.0074 0.0195 0.0949 -0.0194 -0.0556 -0.0762 -0.0686 0.1023 -0.0582 0.0539 -0.0007 0.0587 -0.0392 -0.0258 -0.0153 -0.0450 0.0172 -0.1082 0.0696 -0.0366 -0.0402 Columns 20 through 38 0.0127 0.0970 0.0264 -0.1569 0.1062 -0.0107 0.0011 -0.0152 0.0971 -0.0318 -0.1198 -0.1165 -0.0705 -0.0139 -0.0312 -0.0884 0.0119 0.0786 0.0035 0.0430 0.0856 -0.0073 -0.0838 0.0661 -0.0075 0.0011 -0.0363 0.0360 -0.0319 -0.0861 -0.1225 -0.0359 -0.0278 -0.0587 -0.0993 0.0050 0.0017 -0.0759 -0.0302 0.0902 0.0259 -0.1123 0.0509 -0.0777 0.0030 -0.0036 -0.0135 -0.0479 -0.0741 -0.1023 0.0126 0.0213 -0.0416 -0.0147 -0.0206 -0.0037 -0.0821 Column 39 0.0024 0.0023 0.0025 ans(:,:,25) = Columns 1 through 19 0.0741 0.0585 0.0141 -0.0227 -0.0576 -0.0440 0.0523 0.0867 0.0606 0.0528 -0.0450 -0.0511 0.0526 0.0525 0.0168 -0.0948 0.0400 0.0681 0.0524 -0.0448 0.0456 0.0205 -0.0493 0.0203 0.0813 0.0465 0.1433 -0.0594 -0.0052 0.0201 0.0170 0.0533 0.0737 0.0730 -0.0568 0.0188 0.0650 -0.0356 0.0437 0.0710 0.0383 0.0605 -0.0442 0.0602 -0.0694 0.0942 0.0842 -0.0147 -0.0656 -0.0301 0.0241 0.0329 0.1230 0.0212 0.0865 0.0063 -0.0630 Columns 20 through 38 0.0498 -0.1235 -0.0413 -0.0982 0.0542 0.0045 -0.0008 0.0185 0.0904 0.0634 0.0070 0.0289 -0.0651 -0.0093 0.0263 -0.0536 0.0187 0.1200 0.0359 0.0345 -0.0224 -0.0565 -0.0250 -0.0256 0.0157 -0.0020 0.0737 0.1024 0.0217 0.0340 -0.0060 0.0273 0.0401 0.0924 -0.0198 0.0240 0.0013 0.0502 -0.0370 0.0278 -0.0841 -0.0703 -0.0359 -0.1042 -0.0033 0.0580 0.0904 -0.0224 0.0784 0.0302 -0.0220 -0.0418 0.1173 0.0296 -0.0348 -0.1151 0.0425 Column 39 -0.0027 -0.0011 -0.0006 ans(:,:,26) = Columns 1 through 19 0.0274 0.1098 0.0808 0.0515 0.0091 0.0197 -0.0565 -0.0280 0.0618 -0.0373 -0.0420 0.0314 -0.0084 0.0273 -0.1283 -0.0492 0.0037 -0.0595 0.0348 -0.0261 0.0997 -0.0371 0.0994 0.0812 -0.0637 0.0168 0.0386 0.0198 -0.0361 0.0544 0.0762 0.0917 -0.0159 -0.0527 0.0071 -0.0102 0.0543 -0.0981 -0.0143 0.0788 0.0167 0.0706 0.1076 0.0689 -0.0467 -0.0493 -0.0276 0.0662 0.0442 -0.0150 0.0853 0.1125 -0.0218 0.0154 0.1003 -0.0120 -0.0002 Columns 20 through 38 -0.0071 -0.1170 -0.1201 0.0551 -0.0094 0.1163 0.0225 -0.0563 0.0512 -0.0827 0.0225 0.1389 0.0245 -0.0323 0.1245 0.1001 -0.0024 -0.0050 0.0625 0.0134 0.0265 -0.0368 0.1211 0.0195 0.0727 0.0254 -0.0326 0.0570 0.0462 0.0024 0.0065 -0.0340 -0.0294 0.0611 0.0925 -0.0038 0.0205 -0.0857 -0.0347 -0.0601 0.0715 0.0051 -0.0658 0.0739 0.0245 -0.0818 -0.0062 0.0011 0.0000 0.0167 0.0841 -0.0031 0.0730 0.0429 -0.0798 -0.0113 0.0069 Column 39 0.0014 -0.0011 -0.0040 ans(:,:,27) = Columns 1 through 19 0.0369 0.0003 -0.0883 0.0628 -0.0304 -0.0201 0.0182 -0.0350 0.0335 0.0199 -0.0180 -0.0146 -0.0534 0.0000 0.0153 -0.0810 0.0404 -0.0465 0.0600 -0.0138 -0.0641 0.0594 -0.0023 0.0446 0.0448 -0.0046 -0.0630 -0.0507 0.0548 0.0550 0.0613 -0.0966 -0.0417 0.0480 -0.0330 -0.0236 0.0453 0.1117 -0.0619 0.0390 0.0229 -0.0510 0.0779 -0.0593 0.0374 -0.0056 0.0064 -0.0169 0.0218 -0.0207 -0.0397 -0.0888 -0.0007 0.0106 0.0578 -0.1027 0.0535 Columns 20 through 38 -0.0210 -0.1185 0.0996 0.0756 -0.0655 0.0731 0.0106 -0.0395 -0.0121 0.1270 -0.0738 -0.0252 -0.0040 0.0642 -0.0623 -0.0652 0.0991 -0.0535 -0.0086 0.0902 -0.0224 -0.0059 0.0693 -0.1295 -0.0954 -0.0265 -0.0989 -0.0686 0.1275 -0.0083 -0.0789 -0.0513 0.0168 -0.0422 -0.0309 0.0328 -0.0797 -0.1056 -0.0062 0.0121 -0.0152 0.0765 -0.1102 -0.0171 -0.0695 -0.0932 -0.0529 0.0284 0.0483 0.0163 -0.0872 -0.0144 -0.0948 -0.0589 -0.0190 0.0908 -0.0448 Column 39 -0.0329 -0.0348 -0.0281 ans(:,:,28) = Columns 1 through 19 0.0627 -0.0755 -0.0155 -0.0133 0.0263 -0.0338 0.0695 -0.0736 -0.0186 0.0302 0.0994 0.0947 -0.0779 -0.0531 0.0491 0.0777 0.0953 0.0093 -0.0272 -0.0374 0.0067 -0.0958 -0.0395 0.0096 -0.0041 -0.0103 0.0464 0.0373 -0.0385 0.0354 0.0898 -0.0141 0.0509 -0.0081 0.0230 0.0566 -0.0289 0.0182 -0.0250 0.0274 0.0539 -0.0643 0.0370 -0.0375 -0.0209 0.0008 0.0175 -0.0089 0.0682 0.0016 -0.0858 -0.0620 0.0462 0.0510 0.0389 0.0716 -0.0389 Columns 20 through 38 -0.0286 -0.0184 -0.1760 0.0037 -0.0632 0.0083 0.0036 0.0979 -0.1082 0.0227 -0.0341 0.0960 -0.1279 0.0574 -0.0593 0.0326 -0.1135 0.0142 0.0743 0.0437 -0.0569 -0.0543 -0.0028 0.0229 0.0313 0.0183 0.1084 -0.0559 0.0189 -0.0489 0.0516 -0.0687 0.0793 -0.0131 0.1300 -0.1269 0.1479 0.0865 -0.0133 -0.0555 -0.0331 -0.0534 -0.0081 0.0395 0.0229 -0.0209 0.0565 0.0267 -0.1171 0.0412 -0.0920 0.0345 0.0454 0.0273 -0.0219 0.0308 -0.0436 Column 39 0.0107 0.0073 0.0018 ans(:,:,29) = Columns 1 through 19 0.0029 -0.0138 0.0749 0.0830 0.0531 0.0599 0.1021 -0.0859 0.0605 0.0808 0.0440 0.0811 0.1066 -0.0030 -0.1973 -0.0150 -0.1037 0.0519 -0.0887 0.0092 0.0069 0.0417 0.0324 0.0917 0.0184 0.0681 0.0521 0.0352 0.0587 0.0599 0.0179 0.0623 0.0744 -0.0561 -0.0626 -0.0418 -0.0433 -0.1469 -0.0401 -0.0329 0.0667 0.0025 0.0652 0.0180 0.1214 -0.0649 -0.0315 0.0789 0.0477 -0.0298 0.1121 -0.1003 -0.0030 0.0444 0.0106 0.0651 -0.0815 Columns 20 through 38 0.0161 0.0447 0.0020 -0.1482 0.0338 -0.1561 0.0010 -0.0280 -0.0531 0.0234 0.0405 -0.0145 0.0569 0.0218 -0.0448 -0.0113 0.0931 0.0796 0.1424 0.0579 0.0651 -0.1144 -0.0921 0.0437 -0.0096 0.0056 -0.1918 0.0557 -0.0014 0.0739 0.0053 -0.0180 0.0776 -0.0948 -0.0491 0.0370 0.0454 0.1597 0.0923 0.0058 -0.0503 -0.0317 0.1032 0.2542 0.0098 -0.1459 0.0744 0.0193 0.0154 0.0098 -0.0243 0.0760 -0.0229 0.0446 0.0058 -0.0006 0.1240 Column 39 0.0085 0.0038 -0.0043 ans(:,:,30) = Columns 1 through 19 0.0562 0.0697 0.0827 0.0101 0.1013 0.0135 0.0158 0.0387 -0.0126 -0.0875 -0.0648 -0.0015 0.1005 -0.0126 -0.0499 -0.1413 0.0214 -0.0777 0.0465 0.0685 -0.0471 0.0762 0.0034 0.0660 0.0748 -0.0277 -0.0307 0.0668 0.0413 -0.0636 0.0143 0.0905 0.0229 0.0230 -0.0707 -0.0767 0.0345 0.0612 -0.0415 0.0340 -0.0149 0.0032 0.0733 -0.0647 0.0050 0.0366 -0.0405 -0.0624 -0.0747 0.0392 0.0521 -0.0731 -0.0596 -0.0686 -0.0780 0.0839 0.0619 Columns 20 through 38 -0.0263 -0.0040 0.0418 -0.0387 0.0594 0.0022 0.0155 -0.0569 0.0407 0.0058 -0.1012 0.0058 -0.0379 0.0162 0.0816 0.0634 -0.0160 -0.0777 0.1518 0.0242 0.0403 -0.0152 -0.0354 0.0327 0.0005 -0.0001 -0.0504 -0.0660 -0.0356 -0.0175 0.0484 0.0386 -0.0387 0.0118 0.1589 -0.0107 -0.0671 0.1492 0.0556 0.0084 0.0118 -0.0263 -0.0719 0.0663 -0.0072 -0.1282 0.0117 -0.0863 -0.0299 0.0564 0.0323 0.0648 0.0528 0.2039 -0.0244 -0.0342 0.0720 Column 39 -0.0017 -0.0046 -0.0060 ans(:,:,31) = Columns 1 through 19 0.0258 0.0133 -0.0174 -0.0143 0.0489 -0.0173 -0.0082 -0.0140 -0.0233 0.0875 0.0248 0.1110 -0.1391 0.0396 -0.1401 -0.1033 -0.0570 0.0080 -0.0558 -0.0027 0.0082 -0.0379 -0.0237 0.0355 0.0079 0.1115 -0.0725 -0.0390 -0.0135 0.0261 0.1249 -0.0638 0.0344 -0.0361 -0.0864 -0.0577 0.0671 -0.0075 -0.0166 0.0456 -0.0183 0.0348 0.0406 0.0134 -0.0156 -0.0646 0.0265 0.0352 -0.0095 0.1067 -0.1633 0.0322 0.0217 -0.0267 0.0277 -0.0181 0.0331 Columns 20 through 38 -0.1095 0.0178 0.1172 -0.0886 0.1497 0.0516 0.0067 -0.0366 -0.0256 0.0381 -0.0198 0.0891 0.0965 0.1251 -0.0630 -0.1131 0.1504 -0.0194 0.0543 0.0336 0.0778 0.1187 -0.0285 0.0264 0.0608 -0.0005 0.0054 0.0274 0.0499 0.0344 0.0481 0.0266 0.1602 -0.0256 -0.0609 0.0167 -0.0962 0.0167 0.1247 -0.0007 0.0787 -0.0375 -0.0524 0.0779 -0.0034 -0.0304 0.0272 -0.0161 0.0732 0.0549 0.0209 0.1774 -0.0317 -0.0334 -0.0204 0.0139 0.1126 Column 39 -0.0057 -0.0049 -0.0027 ans(:,:,32) = Columns 1 through 19 -0.0599 0.0260 0.0647 -0.0485 -0.0494 -0.0605 -0.0700 -0.0069 -0.0333 -0.0232 -0.0462 -0.0244 -0.0118 0.0735 -0.0386 0.0444 -0.0342 -0.0767 -0.0605 -0.0306 0.0841 0.0836 0.0568 0.0700 0.0687 0.0821 0.0126 0.0647 -0.0075 -0.0163 -0.0043 0.0584 0.0093 0.0497 -0.0562 -0.0036 -0.0767 -0.0302 -0.0120 -0.0415 0.0229 0.0028 0.0344 -0.0736 0.0356 0.0523 0.0552 -0.0445 0.0693 -0.0110 0.1106 -0.0518 0.1185 0.0060 0.1025 -0.0203 -0.0200 Columns 20 through 38 0.0984 0.0081 -0.0556 -0.0674 -0.0776 0.0003 0.0353 -0.1328 0.1054 0.0218 0.0958 0.0629 0.0888 0.0203 0.0730 -0.0655 0.0887 0.0537 -0.0114 0.0528 -0.0229 -0.0690 -0.0322 -0.0585 0.0430 0.0071 -0.1047 0.1370 0.0375 -0.0118 0.0879 0.0311 0.0910 0.0766 0.0643 0.0628 -0.0467 -0.0209 0.0377 0.0417 -0.0706 0.0314 0.0009 0.0240 -0.0127 -0.0625 0.1023 0.1209 0.0217 -0.0093 -0.0535 0.2112 0.0508 0.0554 -0.0347 -0.0430 0.0716 Column 39 -0.0126 -0.0155 -0.0177 ans(:,:,33) = Columns 1 through 19 0.0282 0.0275 -0.0933 -0.0592 0.0471 -0.0636 -0.0228 0.0055 -0.0165 -0.0412 -0.0278 0.0452 0.0193 0.0535 -0.0649 0.0243 0.0048 -0.0413 0.0417 0.0340 0.0508 -0.0470 -0.0334 -0.0525 -0.0147 -0.0651 0.0537 -0.0287 -0.0639 0.0570 0.0424 0.1482 -0.0101 0.0390 0.0096 -0.0384 -0.0375 0.0177 0.0405 -0.0137 0.0182 0.0583 0.0404 -0.0229 -0.0225 -0.0508 -0.0267 -0.0217 -0.0068 -0.0172 0.1008 0.0098 -0.0383 -0.1212 -0.0620 -0.0394 0.0670 Columns 20 through 38 0.0324 0.0057 0.1555 0.0549 -0.1454 -0.1198 0.0449 -0.0376 0.0831 -0.0466 0.0038 -0.0171 0.0853 0.0282 -0.0893 -0.0262 -0.0858 0.0584 0.1066 -0.0175 0.0075 0.0230 -0.0068 -0.1583 -0.1276 0.0395 -0.0027 0.0214 -0.1357 -0.0191 0.0391 0.0007 0.0944 -0.0316 -0.0402 -0.0185 0.0426 0.0093 -0.0179 0.0128 -0.0115 -0.0836 -0.0412 -0.1218 0.0269 0.0091 0.0253 -0.0922 0.1011 0.0260 0.1342 0.0494 -0.0177 0.0390 -0.1221 0.0444 -0.0025 Column 39 -0.0079 -0.0078 -0.0097 ans(:,:,34) = Columns 1 through 19 0.0477 -0.0272 0.0208 0.0390 -0.0404 0.0717 0.0160 0.0127 -0.0389 -0.0260 -0.0715 -0.0831 0.1128 0.1091 -0.0389 -0.1015 -0.0781 0.0548 0.1146 -0.0498 0.0117 0.0264 0.0628 0.0214 -0.0572 -0.0018 -0.0342 0.0365 -0.0386 -0.0662 0.0692 0.0066 0.0881 0.0183 -0.0353 -0.0331 0.0414 0.0808 -0.0169 0.0576 0.0202 0.0254 -0.0463 -0.0168 0.0456 0.0420 0.0143 -0.0395 0.0492 -0.0841 0.0437 -0.0331 0.1017 0.0599 0.0949 -0.1157 0.0475 Columns 20 through 38 0.0304 0.0380 0.0513 0.0943 -0.0173 -0.0702 0.0051 0.0167 -0.0052 0.1072 0.1305 0.0029 -0.1114 0.0590 -0.0853 -0.0133 -0.0616 0.0246 -0.0266 0.0246 0.0485 0.0063 -0.0094 0.0434 -0.0197 -0.0030 0.0229 0.0213 0.0208 0.0058 -0.0501 -0.0448 0.0427 -0.1061 -0.0429 -0.0603 -0.0236 0.0660 0.0384 -0.0379 -0.1164 -0.0506 0.0089 0.0199 0.0105 -0.0482 0.0700 0.1069 0.1326 -0.0100 0.0208 0.0978 -0.0778 0.1168 -0.0255 -0.0019 0.0622 Column 39 -0.0038 -0.0029 -0.0050 ans(:,:,35) = Columns 1 through 19 -0.0608 -0.0603 -0.0927 0.0056 0.0862 0.0514 -0.0799 0.1107 0.0044 0.0110 0.0886 0.0694 0.0273 -0.0790 -0.0871 0.0518 0.0146 0.0479 0.0159 -0.0427 0.0624 -0.0300 -0.0635 0.0917 -0.0403 -0.0037 0.0228 -0.0135 -0.0852 -0.0657 0.1149 -0.0150 0.0046 0.0297 -0.0237 0.1237 -0.0249 -0.0086 0.0543 0.0761 -0.0494 -0.0687 0.0234 -0.0208 -0.0519 0.0964 -0.0230 0.0209 0.0481 0.0120 -0.0985 0.0349 0.0066 0.0434 0.0223 0.0820 -0.0331 Columns 20 through 38 0.0443 -0.0607 0.0393 0.1417 -0.0104 -0.0051 -0.0000 -0.0077 0.0476 0.0361 -0.0472 0.0843 0.0082 0.0117 0.0493 0.0654 -0.0128 0.0586 0.0156 -0.0194 -0.0432 -0.0145 -0.0124 -0.0879 -0.0032 0.0055 0.0281 0.0759 0.0121 -0.0331 -0.0230 0.0602 -0.0089 -0.0232 0.0401 -0.0599 0.0440 -0.0152 0.0385 0.0221 0.0610 0.0005 0.0335 -0.0192 0.0013 0.0546 -0.1276 -0.0656 -0.0602 0.0407 -0.0283 0.0927 -0.0148 0.0824 0.0590 0.0375 0.0721 Column 39 0.0145 0.0096 0.0074 ans(:,:,36) = Columns 1 through 19 -0.0404 -0.0332 0.0712 -0.0550 -0.0249 -0.0418 0.0290 -0.0294 0.0370 0.0399 0.0015 -0.0108 -0.0172 -0.0494 -0.0015 0.0076 -0.0273 0.0125 -0.0765 0.0395 -0.0590 -0.0417 0.0137 0.0875 0.0277 -0.0599 -0.0190 0.0197 0.0214 -0.0062 0.0207 -0.0380 -0.0150 -0.0412 0.0299 -0.0412 0.0143 -0.0508 -0.0661 0.0658 -0.0028 0.0726 -0.0145 0.0744 -0.0094 -0.0475 -0.0398 0.0185 -0.0448 0.0093 0.0099 -0.0174 -0.1716 0.0123 -0.0449 -0.0355 -0.0130 Columns 20 through 38 0.0855 0.0754 0.0148 -0.0601 0.0008 0.0667 0.0050 -0.0560 -0.1505 -0.0501 -0.0380 -0.0327 -0.0214 -0.0925 0.0109 -0.0359 0.0496 0.0146 -0.0892 0.0005 -0.0497 -0.0449 0.0543 0.0510 -0.0109 -0.0062 0.0276 -0.1258 0.0344 0.0472 0.0028 0.0002 -0.1191 -0.0779 -0.0262 0.0335 0.0622 -0.0116 -0.0453 0.0193 0.0059 -0.0128 -0.0377 0.0139 -0.0122 -0.0298 -0.0300 -0.0519 0.0003 -0.0593 0.0424 -0.1191 -0.0721 -0.0354 -0.0041 -0.0132 -0.0380 Column 39 -0.0066 -0.0068 -0.0042 ans(:,:,37) = Columns 1 through 19 -0.0550 0.0638 -0.0229 0.0595 0.0519 -0.0607 -0.0680 0.0099 -0.0455 -0.0375 0.0009 0.0184 0.0937 0.0469 0.0615 -0.0919 -0.0124 -0.0007 0.0071 -0.0324 0.0239 0.0016 -0.0029 -0.0542 -0.0021 -0.0641 -0.0149 -0.0394 0.0261 -0.0538 0.0559 0.0936 0.0307 -0.0320 -0.0910 0.0137 0.0869 -0.0343 -0.0131 -0.0219 0.0654 0.0180 0.0286 0.0021 0.0621 -0.0138 -0.0136 -0.0175 0.0575 0.0243 -0.0217 -0.0185 -0.0349 -0.0493 0.0129 0.0101 0.0145 Columns 20 through 38 0.0377 0.0696 0.0277 -0.0222 0.0141 -0.0084 0.0108 -0.1574 0.0367 -0.0142 0.1252 -0.0733 -0.0904 -0.0662 0.0183 -0.0468 -0.0399 -0.0075 0.0205 0.0007 0.0868 0.0637 0.0196 -0.0348 -0.0154 0.0019 -0.1037 0.0469 0.0111 0.0632 -0.0111 -0.0035 -0.0533 0.0278 0.0013 -0.0809 -0.0430 0.0582 -0.0326 0.0068 -0.0235 -0.0104 0.0564 0.0067 -0.0189 0.0242 0.1106 -0.0116 0.0261 0.0011 0.0291 0.0381 -0.0044 -0.0456 -0.0762 0.0713 0.0116 Column 39 -0.0076 -0.0090 -0.0094 ans(:,:,38) = Columns 1 through 19 -0.0608 0.0558 0.0472 0.0453 0.0718 -0.0173 0.1004 0.1092 -0.0220 0.0297 -0.0803 -0.0945 0.0282 0.1453 -0.1735 0.0363 0.0047 -0.1272 -0.0477 0.0086 0.0304 0.0494 0.0492 0.1387 -0.0349 0.1341 0.0520 0.0458 0.0218 0.0286 -0.0610 0.0037 0.0021 0.0519 0.0465 0.0219 -0.0472 0.0566 -0.0566 0.0927 0.0203 -0.0015 0.0198 0.0412 0.0741 0.0680 0.0926 0.0756 -0.1082 -0.0473 0.0461 -0.0105 -0.0016 -0.0198 0.0921 0.0202 -0.0710 Columns 20 through 38 -0.1528 -0.0252 -0.0384 -0.0983 -0.0637 0.0546 -0.0055 -0.0310 0.0334 -0.0928 0.0697 0.0559 0.0307 0.0420 0.0101 0.0428 0.1525 0.0748 0.0755 -0.0582 0.0723 -0.0512 -0.0665 -0.0876 0.0826 0.0039 -0.0805 0.0886 -0.0066 -0.0483 0.0324 -0.0143 0.0553 0.0714 -0.0038 0.0545 0.1014 0.0424 0.0128 0.0498 -0.1150 0.0413 -0.0501 0.1162 0.0067 -0.1514 0.0194 -0.0293 -0.0908 0.1267 -0.0301 0.0934 0.0496 -0.0035 0.0000 0.0172 0.1569 Column 39 0.0067 0.0018 -0.0010 ans(:,:,39) = Columns 1 through 19 0.0426 -0.0536 -0.0375 0.0563 -0.0248 -0.0066 0.0628 -0.0239 0.0681 -0.0421 -0.0427 0.0726 -0.0216 -0.0117 -0.0246 0.0112 0.0165 0.0342 0.0721 -0.0334 0.0803 -0.0166 -0.0047 0.0044 -0.0261 0.0168 0.0107 0.0215 -0.0143 -0.0688 -0.0339 -0.0725 -0.0800 0.0733 -0.0192 -0.0238 0.0104 0.0602 0.0232 0.0586 0.0270 0.0211 -0.1034 0.0374 0.0928 -0.0053 0.0382 0.0297 -0.0041 0.0218 -0.0044 -0.1000 0.0233 0.0723 0.0349 -0.0279 0.0667 Columns 20 through 38 0.0668 -0.0618 -0.0465 -0.0056 0.0595 0.0326 -0.0018 0.0433 -0.0238 0.0194 0.0097 -0.0471 -0.0690 0.0373 0.0518 -0.0340 -0.0001 0.0119 -0.0843 0.0551 0.0415 0.0261 -0.0866 -0.0201 0.0396 -0.0074 0.0904 -0.0360 0.0600 -0.0615 -0.0361 0.0238 -0.0322 0.0653 0.0197 -0.0586 -0.0146 -0.0490 0.0888 0.0670 0.0095 -0.0991 0.0696 -0.0423 -0.0098 0.1545 0.0476 0.0562 0.0317 -0.0528 -0.0599 -0.0235 -0.0118 0.0774 0.0450 -0.0087 -0.0302 Column 39 0.0003 -0.0002 0.0027 ans(:,:,40) = Columns 1 through 19 0.0382 -0.0172 -0.0399 0.0279 0.0285 0.0749 -0.0027 0.0549 -0.0382 -0.0801 0.0773 0.0577 0.0001 -0.1121 0.0286 -0.1154 -0.0142 0.0321 0.0414 0.0122 -0.0352 0.0078 0.0134 0.0364 -0.0485 -0.0381 0.0265 0.0277 -0.0230 0.0891 0.0491 -0.0770 -0.0049 0.0311 -0.0483 0.0924 -0.0912 -0.0312 0.0188 -0.0025 0.0845 0.0321 0.0008 -0.0116 -0.0644 -0.0541 -0.0132 -0.0575 -0.0426 -0.0107 -0.1130 -0.0071 0.0634 -0.0408 0.0432 -0.0600 0.0689 Columns 20 through 38 -0.0053 0.0655 -0.0180 0.1199 -0.0298 -0.0450 -0.0019 0.0199 0.0051 -0.0010 0.0444 0.0155 0.0322 -0.0270 0.0671 0.0091 0.0112 0.0478 0.0374 0.0406 0.0461 -0.0407 0.0665 0.0033 0.0336 -0.0016 0.0523 0.0065 0.0219 0.0273 0.0214 0.0219 -0.0512 0.0179 -0.0336 -0.0035 0.1223 0.0858 -0.0747 0.1262 -0.0970 -0.0391 0.0333 0.0118 -0.0012 -0.0057 -0.0436 0.0163 0.0611 0.0194 -0.0294 -0.0321 -0.0515 -0.0833 -0.0641 0.0169 -0.0207 Column 39 0.0017 0.0006 0.0004 ans(:,:,41) = Columns 1 through 19 0.0107 0.0366 0.0419 -0.0350 -0.0497 -0.0317 -0.0722 0.0835 -0.0049 0.0580 -0.0032 -0.0284 -0.0439 0.0273 0.0193 -0.0274 -0.0629 0.0686 0.0659 0.0322 0.0597 -0.0205 -0.0068 -0.0259 -0.0876 -0.0091 0.0058 0.0766 0.0571 -0.0220 -0.0648 -0.0421 0.1105 -0.0369 0.0147 0.0005 -0.0090 -0.0517 -0.0116 0.0353 0.0592 0.0205 -0.0031 0.0130 -0.0710 0.0705 -0.0284 0.0111 0.0268 0.0786 0.0205 0.1264 -0.0103 0.0079 -0.0409 -0.0074 -0.0787 Columns 20 through 38 0.0294 -0.0644 0.0103 -0.0867 0.0689 0.0486 -0.0046 0.0931 0.0577 -0.0989 -0.0805 -0.0190 -0.0626 -0.0185 0.1275 -0.0228 -0.0142 -0.0183 0.0225 -0.0298 -0.0549 -0.0395 0.0731 0.0811 0.0821 -0.0019 0.0784 0.0362 -0.0425 -0.1146 -0.0482 0.0017 0.0264 0.0579 -0.0880 0.1311 0.0158 -0.0472 -0.1061 -0.0004 -0.0063 0.0396 0.0342 -0.0241 -0.0007 -0.0397 -0.0117 -0.0477 -0.0823 -0.1481 -0.0219 -0.1243 0.0486 -0.0689 0.0861 0.0226 0.0736 Column 39 -0.0026 -0.0013 0.0016 ans(:,:,42) = Columns 1 through 19 0.0276 -0.0045 0.0080 0.0175 -0.0347 0.0686 0.0301 0.0310 -0.0698 -0.0788 0.0149 -0.0068 -0.0178 -0.0290 0.0231 0.0927 0.0557 -0.0190 -0.0160 -0.0832 0.0321 0.0174 0.0879 -0.0028 0.0269 0.0660 0.0469 -0.0588 -0.0888 0.0524 0.0206 -0.1096 -0.0311 0.0144 0.0099 -0.0415 -0.0278 -0.0453 0.0179 -0.0353 -0.0814 -0.0265 -0.0378 -0.0321 0.0138 0.0554 -0.0647 -0.0113 0.0415 -0.0098 -0.0170 -0.1028 -0.0720 -0.1344 -0.0273 -0.0379 0.0294 Columns 20 through 38 -0.1113 0.0142 0.0801 -0.0870 -0.0503 0.0394 -0.0058 -0.0349 -0.0101 -0.1304 0.0239 0.0183 0.0542 0.0050 -0.0352 -0.0253 0.0266 0.0159 -0.0876 -0.0906 -0.0242 -0.0042 -0.0084 0.0065 -0.0063 0.0024 0.0239 -0.0315 -0.1475 -0.0261 -0.0163 0.0572 0.0078 0.0031 -0.0039 -0.1107 0.1445 -0.1045 0.0091 0.1207 -0.0304 -0.0916 0.0167 -0.0281 -0.0085 0.0608 -0.0651 -0.0938 -0.0421 -0.0084 0.0477 0.0378 0.0269 0.0698 -0.0254 0.0867 -0.0661 Column 39 0.0016 -0.0026 -0.0047 ans(:,:,43) = Columns 1 through 19 -0.0339 0.0504 -0.0402 -0.0387 0.0800 -0.0543 0.0035 -0.0207 0.0365 0.0389 -0.0273 0.0604 0.0050 -0.0390 0.0476 0.0688 0.0130 -0.0146 0.0708 -0.0284 -0.0389 0.0280 0.0496 -0.0646 -0.0388 -0.0143 -0.0011 0.0590 0.0242 -0.0442 -0.0261 0.0375 0.0446 -0.0360 -0.0589 0.0467 0.0468 -0.0888 -0.0452 0.0408 0.0011 0.0432 0.0347 -0.0436 0.0028 0.0016 -0.0199 0.0414 0.0390 -0.0288 0.0376 0.0245 -0.0385 0.0307 -0.0046 -0.0552 -0.0810 Columns 20 through 38 0.0315 -0.0126 -0.0311 -0.0947 -0.0012 0.0168 -0.0032 -0.1249 -0.0158 0.0210 0.0376 0.0792 -0.0565 -0.0412 -0.0150 -0.0079 0.1080 -0.1016 -0.0068 0.0385 -0.0135 0.0142 0.0415 -0.0527 0.0888 -0.0170 -0.0167 -0.0153 -0.0191 0.0401 -0.0431 -0.0970 -0.0504 -0.0413 0.0263 0.0226 -0.0455 -0.0453 -0.0273 -0.0213 0.0373 0.0317 -0.0716 0.0280 -0.0272 -0.0228 -0.0461 0.0313 0.1154 -0.0577 -0.0410 -0.0497 0.0195 0.0269 0.0413 0.0222 0.0626 Column 39 -0.0101 -0.0096 -0.0054 ans(:,:,44) = Columns 1 through 19 -0.0032 -0.0413 -0.0920 -0.0674 -0.0537 0.0110 0.0629 0.0294 -0.0389 0.0536 0.0304 0.0573 -0.1288 0.0508 0.2368 0.0742 0.0900 0.0659 0.0153 0.0648 0.0411 -0.0065 -0.0750 -0.0281 -0.0344 0.0466 -0.0397 -0.0686 0.0049 -0.0188 0.0609 -0.0603 0.1074 0.1056 0.0031 0.1312 0.0693 0.0355 -0.0078 -0.0016 -0.0357 -0.0547 0.0676 -0.0065 0.0553 0.0249 -0.0329 0.1041 0.0676 -0.0228 -0.0800 0.0164 0.0931 0.0408 0.1028 0.0105 -0.0220 Columns 20 through 38 -0.0084 -0.0005 -0.0468 -0.0032 -0.1167 -0.0611 -0.1101 0.1101 -0.1522 0.0841 -0.0571 -0.0128 0.0350 0.0983 0.0851 -0.0954 0.0635 0.0139 0.1104 0.0180 0.0699 -0.1481 0.1001 -0.1239 0.0105 -0.1121 0.0275 -0.0226 0.0595 -0.0337 -0.0236 -0.0038 0.0182 -0.0131 -0.1162 -0.0001 0.0332 0.1313 0.0849 0.0053 -0.1952 0.1379 -0.0464 0.0913 -0.0920 -0.0055 -0.0491 -0.0283 -0.0191 0.0462 0.0005 -0.0190 -0.0691 0.0323 -0.0586 0.0525 0.0488 Column 39 -0.0109 -0.0001 0.0082 ans(:,:,45) = Columns 1 through 19 -0.0759 -0.0524 -0.0342 0.0560 -0.0353 0.0431 0.0613 0.0157 0.0360 0.0344 -0.0248 -0.0437 -0.0769 -0.0164 0.1696 -0.1159 -0.0052 -0.1053 -0.1710 0.0869 -0.0117 0.0310 -0.0193 -0.0421 -0.0324 0.0776 -0.0641 -0.0296 -0.0395 -0.0647 0.0084 -0.0044 0.0872 0.1402 -0.0250 -0.0577 -0.0044 -0.0163 0.0214 -0.0547 0.0406 -0.0425 0.0522 0.0224 0.0937 -0.0386 0.0080 0.0138 0.0523 -0.0174 0.0343 0.0601 -0.0198 -0.0142 -0.0491 -0.0110 0.0951 Columns 20 through 38 -0.0194 0.0511 -0.0310 0.1655 -0.0539 -0.0481 -0.0446 -0.0138 0.0639 0.0525 -0.0981 0.0246 0.1689 0.2042 -0.0554 0.0449 0.0118 0.0029 -0.0511 0.0931 0.0411 -0.0544 0.1254 -0.0261 -0.0993 -0.0309 -0.0493 -0.0606 0.0461 -0.1184 0.1015 0.0950 0.1410 -0.0204 0.0191 -0.0417 0.0540 -0.0020 0.1367 -0.1104 -0.0520 0.0659 -0.0733 -0.0854 -0.0069 -0.0355 -0.1182 0.1123 -0.0384 0.0597 0.0463 0.0367 -0.0488 -0.0712 -0.0987 0.0112 -0.0216 Column 39 -0.0042 0.0055 0.0178 ans(:,:,46) = Columns 1 through 19 -0.0383 0.0396 0.0679 -0.0697 0.0393 -0.0408 -0.0481 0.0138 0.0180 0.0000 0.0232 0.0302 -0.0266 -0.0798 0.0330 -0.0702 0.0953 -0.0807 0.0317 0.0073 0.0546 -0.0532 -0.0343 0.0707 0.0116 -0.0249 -0.0504 0.0430 0.0525 0.0639 -0.0332 0.0276 0.0544 0.0088 -0.0386 0.0831 -0.0159 -0.0348 0.0068 0.0301 0.0657 -0.0785 0.0178 0.0194 0.0385 -0.0123 -0.0482 -0.0679 0.0187 -0.0105 0.0251 0.0540 -0.0316 0.0351 -0.0936 0.0297 -0.0430 Columns 20 through 38 0.0991 -0.0367 -0.0866 0.0375 -0.0320 -0.0401 0.0021 0.1025 0.0783 0.0110 -0.1500 0.0898 -0.0519 -0.0592 -0.0572 0.1091 0.0357 -0.0029 -0.0036 0.0784 -0.0293 -0.0498 0.0156 -0.0067 0.0626 0.0031 0.0423 0.0828 0.0720 -0.0696 0.0792 0.0324 -0.0353 -0.1063 0.1215 -0.0085 -0.0027 -0.0156 -0.0091 -0.0324 0.0492 0.0449 0.0329 0.0124 0.0087 -0.0037 0.0429 0.1272 -0.1540 0.0163 -0.0614 0.0023 -0.0977 0.0254 -0.0277 -0.0336 -0.0301 Column 39 0.0001 0.0002 0.0020 ans(:,:,47) = Columns 1 through 19 -0.0097 -0.0703 -0.0513 0.0028 0.0600 0.0446 -0.0191 0.0582 0.0084 0.0719 0.0802 0.0893 0.0552 -0.0742 0.0136 0.1128 -0.0258 -0.0486 -0.0269 -0.0684 0.0406 -0.0617 0.0073 -0.0461 -0.0329 0.0236 0.0377 0.0007 -0.0390 0.0728 0.1096 0.0588 -0.0524 0.0081 0.1651 -0.0881 0.0169 0.0025 0.0234 0.0067 0.0686 -0.0177 0.0255 -0.0168 -0.0339 0.0556 0.0139 -0.0078 0.0389 0.0914 0.0643 0.0444 0.0268 0.1027 -0.0137 -0.0363 -0.0611 Columns 20 through 38 0.0252 -0.2053 -0.0771 -0.0660 -0.1417 -0.1077 -0.0448 0.0220 -0.0143 0.0494 -0.1118 -0.0324 0.0031 -0.1071 0.0042 0.0739 0.0326 0.0380 0.1424 0.0357 -0.0915 -0.0697 0.0146 -0.0416 0.0680 -0.0109 0.0424 -0.1141 0.0443 -0.0864 0.0834 -0.0518 -0.0653 -0.0123 0.0567 -0.0545 0.0120 0.0241 0.0110 -0.0598 -0.0043 -0.0041 -0.0449 0.1242 0.0081 0.0553 -0.0234 0.0821 0.0363 -0.0081 -0.0785 -0.0902 0.1025 0.0247 -0.1433 -0.0406 -0.0226 Column 39 0.0083 0.0158 0.0129 ans(:,:,48) = Columns 1 through 19 -0.0708 0.0111 -0.0612 0.0068 0.0358 -0.0102 -0.0398 -0.0608 -0.0209 0.0308 0.0419 0.0412 -0.1354 0.0719 0.0796 0.0649 -0.0360 0.0812 -0.0555 0.0224 -0.0589 -0.0227 -0.0376 -0.0148 0.0013 0.0376 -0.0282 -0.0573 0.0061 -0.0067 -0.0036 -0.0527 -0.0519 -0.0115 -0.0013 0.0460 0.0088 -0.0276 -0.0394 -0.0194 -0.0261 -0.0153 -0.0718 0.0565 -0.0040 0.0198 -0.0518 -0.0609 -0.0005 -0.0602 -0.0750 0.0020 0.0060 -0.0555 0.0395 0.0868 0.0175 Columns 20 through 38
net.Layers(2).Bias
ans = 1×260
0.0013 -0.0023 -0.0049 -0.0046 0.0091 -0.0110 -0.0051 0.0027 0.0087 -0.0019 0.0069 -0.0067 0.0084 0.0028 -0.0067 -0.0029 0.0087 -0.0069 0.0089 -0.0050 0.0015 0.0050 0.0005 -0.0047 0.0054 -0.0050 -0.0251 0.0063 0.0003 0.0029
  4 commentaires
Hamza
Hamza le 14 Nov 2023
@Matt J yes that what I didnt understand, I have just 39 features, in this layer weights exceeded the 39!! how do I get just 4th feature for exmaple, I should run net.Layers(5).Bias(:,:,4)? what about net.Layers(5).Bias(:,:,200) represent what?? thanks a lot for your help!
Matt J
Matt J le 14 Nov 2023
Modifié(e) : Matt J le 14 Nov 2023
What you don't seem to understand is that the number of features is not fixed across the network. It changes from layer to layer. Your input has 39 features, but layer 5 has an activation map with 520 features. net.Layers(5).Bias(:,:,4) is the bias for the fourth feature map, but it is the fourth feature map of layer 5.

Connectez-vous pour commenter.

Plus de réponses (0)

Catégories

En savoir plus sur Deep Learning Toolbox dans Help Center et File Exchange

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Translated by