How to view the output of each layer in convolutional neural network using matlab?

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dhaarani chandrasekaran
dhaarani chandrasekaran le 13 Fév 2017
Réponse apportée : Abhijit Bhattacharjee le 19 Mai 2022
I have trained convolutional neural network.On testing I don't know how to see the output of each layer.Please send me the matlab code for convolutional neural network.
Thanks in advance.

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Abhijit Bhattacharjee
Abhijit Bhattacharjee le 19 Mai 2022
Ran in:
This is straightforward to do with the activations command in Deep Learning Toolbox. You will need a CNN and a test input, like an image. Here is an example:
net = alexnet;
img = imresize(imread('peppers.png'), [227 227]);
% Get the output of the network at the 3rd layer
act = activations(net, img, 3)
act = 55×55×96 single array
act(:,:,1) = 0.9075 3.5420 4.7622 4.0016 0 5.4924 1.1722 0 6.7908 0 3.9394 3.5432 0 3.4582 3.3731 5.9543 0.9621 3.7243 0.1708 2.7232 1.1763 3.1529 3.1149 0 10.8588 0 3.9406 0 3.3877 3.2677 3.1002 3.5540 1.3434 2.5761 2.9003 0 4.3486 3.0516 1.0417 5.3161 4.1827 0 6.6007 0 5.0309 6.9531 0 0 4.3656 2.0415 3.4613 0 7.6093 0 2.3852 0 6.9987 0 4.3168 0 8.8538 1.6082 0 5.1157 2.9201 1.7256 5.2101 0 0.5963 1.3432 8.1967 1.6149 1.3973 3.8866 2.4379 3.3566 4.8207 0 0 7.9242 0 3.5992 3.7887 0.7101 6.9042 0.9014 2.7416 3.0192 0.9596 4.8498 0.8679 1.1524 5.8491 0 4.7288 6.4601 0 8.9632 0.2052 6.7249 0 8.2552 0 4.2441 4.5152 0 3.2733 5.7250 0.2217 0.4727 0 10.5776 0 2.1218 0 9.9049 3.3614 0 0 6.2172 0 4.8511 2.9895 1.2255 0 2.9996 2.1778 1.7177 3.8735 2.2440 1.4339 5.1250 3.7113 0 3.8274 3.9618 0 2.3595 1.8191 5.6626 2.5564 2.1849 1.9235 2.6455 2.1295 1.6682 3.5785 2.8624 0 11.7978 0 1.2107 9.5045 0 0 5.0127 2.9403 5.8844 0 6.5336 0 5.6544 5.2707 0 2.5504 0 5.6636 2.3436 1.9821 0 9.3428 2.2898 0 1.4074 4.4570 0 5.4819 2.9341 1.2297 4.2647 1.1495 5.5905 1.1360 0 4.7925 0.3184 1.2009 8.1750 0 2.9296 6.3950 0 2.8790 1.9680 3.4133 2.1557 1.9453 0 6.2740 2.2440 0.3919 6.1787 4.3686 0 16.1074 0 7.9602 4.7281 0 4.9400 1.9885 2.2717 3.2629 3.0103 2.1088 0 7.7254 3.4792 0 3.1889 4.6957 0 6.9073 1.4052 0 8.0428 0.4383 1.6362 3.4166 0.8117 0.8010 4.7683 2.2995 1.6760 1.6135 2.5867 5.0800 2.3241 1.4297 3.6887 0.4416 0.3793 5.2744 0 4.6285 2.5894 0 4.4922 1.9843 4.4023 0.6584 2.0039 0 5.1361 2.7022 0.0864 5.1583 5.6812 0 4.6535 2.9240 0 2.7624 3.4461 2.8888 2.6272 2.0162 0 6.1485 1.4670 0 12.5354 0 1.5173 3.9396 5.8280 0 4.9415 1.6514 0.7469 6.0982 0 5.0098 1.9190 0 6.6678 0 3.6745 4.6206 0 2.5301 3.0422 1.7622 2.8451 2.8336 2.8555 0.9331 2.4714 0 4.7084 3.1074 0.6544 4.1694 0 6.8912 0 3.4572 0.3070 1.4818 2.3423 1.8327 5.1486 1.2658 4.1697 2.3631 3.8901 0 4.0357 2.0298 2.7094 2.4516 4.1033 0.5699 0.7066 2.4114 0 12.0147 0.4584 0 3.0445 7.3569 0 3.1469 1.9264 3.5044 3.7859 0.6365 3.2448 3.2797 0 15.0542 0 0 2.6875 1.0889 2.1571 2.9736 1.4217 4.3768 0 4.5436 1.6873 3.0067 0 4.4427 3.0773 3.2950 0.6932 1.1479 6.4365 0 3.8140 0 3.9912 0 4.5439 4.8099 3.2712 0.3027 6.8238 0 9.1878 0.8604 3.8242 3.3959 3.7428 0.6247 2.3904 2.5611 2.4419 0 6.9000 5.5566 0 2.2326 7.3295 0.0060 2.9885 2.4420 2.3746 5.6033 1.6616 1.0994 3.2606 0 0 16.9815 0 5.2185 1.1470 0.4947 3.8750 0.4491 7.6353 0 2.1968 0.2168 4.3746 0 5.4730 1.0855 4.9944 0.0807 1.9032 6.7041 0 4.5959 0 4.6684 3.5049 0 4.1358 3.0955 5.1805 2.2400 0 0 39.8047 6.7020 2.5937 4.2707 3.2396 3.9900 2.5287 1.3178 0 5.4696 2.5850 1.3789 2.4348 0.2657 4.3417 4.3726 1.4571 1.4785 6.8153 0.2818 2.1309 2.9976 4.2826 0 9.9946 0.8271 3.1732 5.3432 1.4509 2.6231 0 5.5726 0 4.4006 1.9949 0.0613 0.3724 4.2873 0 5.2481 1.5959 2.9611 4.1918 2.1405 0 0.5636 4.2803 3.0223 0 2.5113 2.4529 8.2299 0 0 0 0 44.9738 0 6.5899 3.2273 3.2302 2.4591 2.3393 0 9.6165 0 4.5031 1.4230 0 4.3965 5.1669 0 5.3887 2.8695 0 6.6547 1.5306 4.3951 6.4470 0 1.4082 1.2436 3.2217 4.6869 1.3551 2.0735 1.4848 4.9453 2.0980 2.5381 1.3728 0 5.7862 1.7154 3.3514 0 5.7091 0.2724 5.4482 0.6562 0 5.1226 3.2773 2.0990 0 0 21.2059 13.0410 0 147.3734 0 80.9525 0 7.0082 3.8457 1.7683 1.6899 5.2669 0 9.6349 2.3711 5.0500 2.1423 0 2.9720 5.5800 0 7.2316 2.9044 0 1.1113 5.4412 0 12.5437 0 2.1680 6.1845 1.7392 3.3865 0 5.2374 0 11.3549 0 0 27.7198 10.5100 0 1.2344 5.0914 0 4.3651 0 0 17.2101 0 4.1575 4.1204 2.4848 0 0 17.1457 15.8183 0 256.1060 0 56.2466 5.9655 3.6138 2.3396 4.5950 2.3730 5.4275 0 5.6335 2.1811 0 1.9746 0 0.4295 7.1576 0 5.2015 1.0949 0 3.2469 4.3941 0 3.1687 2.4977 2.1901 4.1580 1.4353 3.0275 4.0404 2.3005 3.8836 0 0 0 18.6663 0 10.0815 2.1452 10.1856 17.8990 0 0 16.6329 20.8907 0 12.8438 4.9838 0 0 73.4474 0 3.3381 0 200.4257 0 38.1836 3.9891 4.2229 2.5175 3.9889 3.3135 5.0354 0 21.9864 0 0 0.8490 2.4966 2.2672 2.5918 3.9160 2.7652 0 7.9822 0 5.9535 4.9225 0 0.8435 5.6315 0.7198 0 0 7.1708 1.0719 7.1566 2.1239 0 87.6271 0 0 0 17.0228 0 27.7433 0 10.2533 10.2148 18.6815 0 20.7598 7.9985 0 0 100.0602 0 8.5149 0 53.4064 0 20.9740 10.8615 3.1727 0 3.5986 3.3750 0 0 33.5182 0 1.7514 3.1387 7.8714 1.6144 2.3109 2.6891 4.7708 0 15.4385 0 0.2534 1.9217 0 4.5641 0 27.0347 0 19.2814 2.2357 3.6895 2.3406 0.9291 0 57.2071 0 0 0 90.1515 0 14.6011 0 61.3584 0 19.0127 0 34.9873 9.8948 0 9.0828 17.1895 0 8.0050 10.5610 0 0 34.3596 1.8482 7.7833 0.0750 5.6610 0 0 0 45.0745 4.0638 0 10.5070 9.4937 0 4.2027 1.8266 12.4238 0 13.2417 0 0 0.2778 0 0 0 18.6059 0 29.2746 0 2.9916 11.0469 0 85.0684 0 0 0.7101 0 100.7364 0 0 35.1792 0 2.8276 11.2611 0 39.3821 0 0 76.6741 0 0 11.5326 0 8.4000 0 58.3275 0 17.1684 7.9145 0 0 56.3879 0 36.7432 22.3473 0 13.9601 3.6748 2.7545 1.7466 2.1434 15.1339 0 0 0 1.3781 0 4.3176 9.0495 2.8979 12.2985 1.4406 3.2158 0 0 24.9614 0 109.2902 0 3.2563 0 0 29.9634 0 27.9681 0 9.2273 9.9469 5.1745 0 45.1033 0 5.2848 21.7816 18.9274 0 26.9265 0 19.9685 0 77.8056 0 34.5491 4.5860 0 21.4125 38.3534 0 52.5322 0 0 4.1897 0 4.5003 0.6004 2.8778 8.8420 0.3708 0 15.6778 0 0 0 10.0352 0 13.8581 10.7233 0 7.3884 0 22.9624 0 43.6729 3.7517 8.2896 0 0 0 0.8854 4.5201 0 4.7390 13.4094 0 6.6234 21.6477 0 102.0156 0 56.9082 0 22.2544 4.5759 0 34.4425 58.5965 0 21.0051 4.6962 0 44.3304 14.4183 0 74.5988 13.9198 0 0 0.4305 1.3076 1.6350 2.8391 0 10.3921 0 51.6545 0 15.9972 1.8087 0 17.2891 16.3372 0 0 28.9867 0 0 20.1505 0 22.7865 43.9545 0 0 0 40.6590 0 0 3.4659 8.6594 0.2286 0 22.7415 0 118.3522 0 0 31.5396 0 7.2518 1.8282 26.7461 40.7905 0 2.2076 0 17.2443 0 0 0 47.5325 18.9726 0 0 4.6289 2.1079 0.1498 9.7081 0 5.5258 0 28.4053 0 0.7010 0 0 40.7458 15.9575 4.1997 0 34.8770 0 12.5975 14.3313 0 52.4265 68.8147 0 0 0 54.5471 0 0 2.7495 8.4305 0 0 11.5505 0 53.3351 4.1479 0 45.8769 0 0 20.6689 0 0 35.1283 4.4253 0 8.8944 0 26.5510 30.2519 6.1602 5.2513 0 0 4.0707 2.6470 0.4371 12.3656 0 0 0 2.1417 0 3.7397 0 9.3742 34.5758 4.1559 17.8800 18.1793 22.7116 0 13.8379 18.4704 0 135.4505 30.1798 0 0 53.5781 65.1152 0 9.8538 0 6.3176 0 0 10.6436 3.8626 21.6207 0 43.0419 0 5.2825 13.8804 0 89.2487 0 0 145.3720 0 0 0 6.1592 0 8.5536 1.0195 0 0 5.4931 0 2.1563 4.7648 5.1089 0 0 0 0.2943 10.7228 0 22.7930 0 45.4493 24.0742 0 10.2498 0 5.7331 17.6252 0 119.4136 19.4581 0 0 30.4675 129.3694 0 27.2668 0 7.2497 0 11.1863 0 2.7746 3.3793 12.8543 5.7013 2.9919 0.8002 19.5012 0 273.1022 0 0 99.3339 0 0 0 4.4564 0 0 0.6876 43.8385 0 5.9168 0 2.6281 0 8.4717 0 3.8171 0 1.3772 15.2055 0 14.6354 0 83.2442 27.3972 0 6.4548 0 0 0 15.2054 58.3486 19.2537 0 0 0 129.5397 0 0 0 10.8605 0 25.9355 0 9.4295 4.8346 7.8054 2.6108 0 6.7298 0 28.5958 173.9860 0 111.5487 0 0 0 0 0 0 0 8.5896 20.2509 0 3.6509 0.3653 7.3740 0 0 1.8113 20.6359 0 3.4617 7.4951 0 0 66.3286 44.6979 19.8884 0 10.0585 0 0 0 58.5039 25.7179 32.9534 0 0 0 48.2853 0 0 34.2819 0 8.3531 8.8325 0 3.9642 0 0 0.5648 27.2531 24.3238 0 152.6315 36.8861 0 44.6921 0 1.5881 0 0 0 0 0 9.1626 0 0 0.6260 0 13.3021 0 0 0 21.3174 0 9.8900 0 0 12.2143 72.3249 7.7252 6.0643 0 3.2368 0 0 0 55.2150 20.1293 22.3607 0 0 14.8052 8.6506 0 0 52.4301 0 0 30.1431 0 0 32.1214 3.8157 10.3228 4.8167 0 13.2118 62.0309 24.5439 0 0 42.3237 2.4080 0.9455 0 0 0 0 4.0488 0 36.1506 0 0 8.4734 1.7571 6.9333 0 8.0451 0 9.1723 0 28.4738 56.9414 13.7431 4.5428 0 0 0 7.8640 10.1926 6.4945 11.8651 0 0 0 39.3791 24.8113 0 0 0 0 1.9346 0 21.0423 0 30.2477 30.8786 13.1683 25.8717 20.4312 0 0 9.3768 0.3057 0 0 45.7179 0 0 0 0.1348 0 0 0.4755 0 64.0706 0 0 2.3585 0 9.4490 19.6145 0 6.5176 0 5.5422 57.2768 25.0777 0 3.0683 0 0 0 117.2573 0 0 0 0 0 0 64.9763 0 0 0 0 0 0 1.1087 5.3018 0 136.9318 26.7525 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 69.3446 2.4094 1.5547 0 0 32.0982 9.7223 0 0 17.3498 47.6480 7.4418 0 0 0 0 0 0 103.9541 0 2.4131 0 0 0 63.8956 0 0 0 10.1031 0 0 0 0 20.9872 0 72.5414 3.3535 0 5.0363 0 0 5.3348 0 0 0 0 0 0 0 0 0 0 0 0 0 67.2799 0.2317 7.8253 0 91.5537 23.1325 0 0 0 40.1333 0 0 4.5152 0 3.5016 14.3546 0 0 49.7860 0 19.8850 0 0 30.0335 0 0 0 0 16.6695 0 0.1704 0 0.0192 46.6258 0 37.2547 0 0 45.2566 0 0 2.9092 0 0 0 0 0 0 0 0 0 0 0 0 0 59.6716 0 0 0 129.7369 0 0 0 27.4344 0 0 0 6.7130 0 4.8996 0 64.6585 0 2.6834 9.1848 16.6606 14.6898 0 151.7188 0 0 0 0 6.3582 0 0 0.3513 0.9463 72.7306 0 30.8493 0 0 97.6546 0 0 0.8059 0 0 0 0 0 0 0 0 0 0 0 0 4.1255 28.4399 0 0 204.8274 0 0 0 5.7462 19.0305 0 0 37.2444 0 0 47.6838 0 97.3583 0 0 18.7168 77.0728 0 0 93.4235 0 0 0 1.8118 0 0 0 1.4647 3.3401 64.7264 0 40.8263 0 0 135.9355 4.2978 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10.6507 0 0 0 113.5000 0 0 0 14.0439 19.3820 0 0 26.7169 0 7.3002 49.6475 0 52.0890 0.5928 0 1.4887 76.1726 0 0 25.8135 0 5.3083 0 14.8830 0 0.0045 1.6417 1.8745 11.7306 29.2627 0 44.5994 0 0 174.9812 1.6321 0 0 0 0 0 0 0 0 0.1172 0 0 0 0 0 26.1036 0 0 202.8173 0 0 0 0 36.0462 12.3158 0 30.3555 27.9378 0 0 0 0 0 36.7523 0 45.0297 28.3146 0 61.3223 0 0 19.4647 0 38.1300 7.7822 0 0 0 26.3582 0 0 0 0 0 182.4590 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 37.5966 0 0 215.5094 0 0 0 0 53.3902 0 0 66.0543 30.6978 17.7291 0 0 0 0 0 0 45.6351 0 0 96.5500 0 0 32.2104 0 53.4812 19.8101 0 0 29.6961 13.9026 0 26.3170 0 0 0 113.2235 19.3127 0 0 0 0 0 0 0 0 0 0 0 0 0 0 9.2621 0 0.4371 63.0022 0 0 12.4624 0 0 0 19.9078 96.3695 0 0 0 0 2.3630 24.8124 0 26.5546 0 0 0 95.3356 0 0 21.3067 0 54.1091 0 0 0 55.5814 0 0 45.9004 4.7037 0 0 51.0945 52.3692 0 0 0 3.7223 0 0 0 0 0 0 5.9647 0 0 0 0 0 182.0963 0 0 24.4965 0 0 0 0 70.3618 48.1680 0 0 0 0 0 17.4058 0 18.2343 0 0 0 55.9038 0 0 0 0 57.5337 0 6.2964 45.8079 8.9972 0 13.3679 52.9017 12.7580 0 0 110.3102 28.1694 0 0 0 0 0 0 4.2768 0 0 0 0 7.0761 23.7263 6.0522 7.5335 0 239.0682 0 26.3157 0 0 0 0 0 88.2133 9.9679 0 0 0 0 0 0 0 0 21.9059 10.7949 0 15.3304 0 0 0 0 60.3565 0 0 103.2414 0 12.5047 23.4400 15.6904 46.8387 0 0 149.6740 0 0 0 0 0 0 0 0 0 0 61.9418 0 0 51.4615 14.3986 13.6795 0 210.9743 0 25.3962 0 0 9.5776 9.9150 0 94.5980 3.2878 0 0 0 0 0 0 0 0 10.8649 14.4255 12.9734 12.4274 0 11.2774 0 0 31.9469 0 0 59.5278 0 56.9633 5.4878 17.6646 75.5562 0 108.2874 40.0762 0 0 0 0 0 0 0 0 0 0 19.3844 0 0 23.7598 46.7137 32.7843 0 153.8293 4.5573 0 0 13.5818 9.2554 0 0 81.0552 14.0635 0 0 0 0 0 0 0 0 10.3124 0 28.0890 15.2825 10.7449 12.3347 0 0 19.9920 0 0 60.1390 0 75.0220 0 117.6455 58.1393 0 213.6450 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 18.4105 39.0603 0 135.2170 11.0620 0 0 2.5356 4.8556 0 0 18.7657 37.6710 0 0 2.5479 0 0 1.4229 20.0242 0 39.3250 0 0 5.7216 15.4986 0 2.5276 0 0 0 0 88.9735 0 60.4798 0 119.7989 5.3984 0 119.3038 1.1663 0 0 0 0 0 0.1679 0 0 0 0 0 0 0 0 0.1636 0 14.4015 163.9250 7.4135 2.1500 0 0 0 0 0 0 25.6217 12.0281 0 84.5404 0 0 0 27.8107 1.3122 3.6535 0 7.0974 0 0 0 0 4.6771 0 0 0 51.0940 0 24.7509 0 38.3103 0 110.7184 6.1812 6.5883 0 0 0 0 0 3.7889 0 0 0 0 0 0 0 0 19.7333 0 21.9972 99.2511 0 0 0 0 0 41.6980 0 0 17.9531 26.3410 0 138.5264 0 36.5695 0 0 114.2328 0 9.8573 3.8274 0 0 11.5120 0 0 0.7653 0 16.2977 22.2868 0 8.7678 0 18.7862 0 95.2689 0 0 0 1.9950 4.1639 0 0 1.6409 0 21.0993 0 0 0 0 0 0 21.4310 0 21.0551 0 0 2.6879 0 0 0 12.3859 10.2225 0 0 38.3526 0 117.3791 0 0 0 13.7361 48.6622 0 47.6278 0 0 0 4.8514 22.1385 7.7859 0 0 0 6.5991 0 10.0845 4.0754 7.4795 36.4685 40.7025 0 0 3.2498 0 0 0 0 0 44.3902 0 0 2.6287 0 0 0 1.9343 2.1137 0 78.4386 0 0 0.4610 0 0 0 1.3535 0 0 0 9.4455 0 36.2950 11.2137 0 0 57.4504 22.2622 0 29.1949 0 7.7047 4.7708 0.7832 0.4418 9.2078 0 8.3924 0.5390 11.9663 0 12.9599 3.6864 0 31.0932 34.0958 22.9970 12.3936 7.5290 3.5146 0 1.5934 0 0 81.7934 0 0 11.5970 0 0 0 0 0 0 81.1933 0 0 0 0 0 0 0 4.4995 0 0 0 0 10.9552 61.0514 0 25.8259 40.5940 6.7003 0 0 1.4094 13.2971 13.0036 5.8581 11.5394 11.2231 10.5000 13.2385 7.8397 15.1688 9.0513 5.6132 3.1910 0 9.7553 3.0412 16.8501 14.8973 5.4135 1.6106 0 0 0 0 29.4773 4.2989 0 7.5384 0 0 3.1504 0 0 0 54.3289 11.5871 0 0 0 0 0 0 0 0 0 1.2488 4.2840 0 63.7655 8.1842 1.1744 19.7145 0 0 0 1.6985 0 0 0 3.0066 2.2433 3.1919 1.4889 1.8014 4.4693 6.8581 14.8710 5.3910 10.0302 1.3629 1.6442 0 0 0 0 2.7830 1.5938 1.7088 8.6334 0.1961 30.1953 0 0 1.9030 0 12.1636 0 0 27.6837 0 19.2237 6.3314 0 0.5726 0 6.6822 0 0 0 0 38.0516 8.7489 0 0 22.2529 6.0538 0 0 17.3810 23.1676 0.6596 0 0 0 0.1693 2.3630 1.4664 0 0 2.1257 0 6.7375 0 1.6207 0 0 0 0 0 0 0 0 0.6429 1.8736 0 30.7128 11.2005 0 19.8522 6.4084 20.6679 0 0 36.2130 0 28.4130 15.5729 0 1.6633 0 7.6694 0 0.8328 0 0 23.7170 0 5.9535 0 3.7875 0 2.2005 9.7823 10.8549 7.6136 0.2381 0 0 0 0 0.3344 0 0 0 2.1103 0 0 0 0 0 2.3024 0 0 1.8676 0 0 0 0 0 0 0 4.2236 0 9.1520 10.8214 6.7723 0 4.5439 2.9657 0 41.9841 20.6994 0 0 0 0 0 0 0 0 52.0695 0 0.7710 0 5.3923 0.8210 0 12.9199 2.4923 3.3930 0.9763 0 2.3593 1.4697 0 3.0734 0 5.4935 0 0 17.6899 0 4.6512 0 0 1.0260 1.5919 0 2.1494 0 1.5371 0 0.5117 0 3.7546 0 0 0 0 0 0 12.5680 5.8600 3.5762 0.8035 35.7079 28.4901 0 0 0 0 4.3022 0 0 0 50.0311 0 0 0 0 0.0844 2.6985 9.4952 4.3778 1.1327 5.7697 0.7067 1.7762 1.4905 1.1912 4.1520 0 3.5699 0 1.5221 1.5943 0.0357 2.4339 0.1144 2.4433 2.9796 2.4985 0 3.5235 0 3.5678 0.2560 1.5766 0.8887 2.3344 0.5771 0 0.4387 0.7746 0.1516 0.0390 2.4652 1.3249 1.0179 1.8897 12.1889 40.5141 4.8956 0 0 0 0 0 0 0 44.4626 1.3948 0 0 0 0 4.1845 4.5355 5.9887 0 7.1588 3.9425 2.9330 0.4952 0 6.0102 0 0 0.4060 5.4892 0.1191 0.2357 0 1.2999 0.3159 4.4661 0.8305 3.4172 4.6027 0 3.3143 1.2032 2.6100 1.2941 4.2377 2.2455 0.9820 2.2769 2.8268 0 2.5545 0.8773 1.9159 0.6273 1.2152 0 49.2414 4.7949 0 0 0 0 0 0 0 40.6447 1.4704 0 0 0 0.4951 5.3866 5.8237 3.4483 0.8810 3.6529 6.0761 2.7581 3.9761 0.4594 2.2657 4.8680 0 7.2845 0 0 5.6962 0 2.2741 1.5635 2.3111 0 4.4742 4.1332 0 3.7398 2.0714 2.4853 2.9274 4.6579 2.2226 1.7031 2.5226 1.7166 2.5288 1.5425 3.8449 1.6994 1.5200 4.7391 0 39.7676 6.7440 0.1847 0 0 0.8061 0 20.5270 0 42.8951 0 0.6040 0 0 0 0 4.2120 3.9715 5.0854 3.3787 1.6685 4.2613 6.3434 2.8469 2.2657 5.1550 0 3.8373 1.5728 0 5.1355 0 3.9804 1.0350 2.2182 0 5.0446 1.3992 0.7297 2.6861 1.7759 0.4158 3.7004 4.6398 1.1722 2.2534 4.2456 0 3.3808 5.4214 2.5106 1.6375 3.1626 6.0390 0 6.9108 8.8553 0 0 0 0 0 16.3251 0 44.4837 0 0 0 0 0 0 0 0 2.7352 6.8060 3.5010 4.8931 5.2347 5.1884 3.1099 6.3661 0 0 1.4502 2.0556 4.5340 0 2.3796 1.9449 0 1.2941 2.7450 0 5.5862 0.8726 0.5950 1.1227 2.6175 1.4533 3.5177 0.3053 4.1855 0.5965 2.0536 5.4603 3.2678 4.2247 1.8771 2.5387 0 0 1.1489 1.5709 1.4829 3.5043 0 0 3.6449 0 34.6840 0.4478 0 0.3275 0 0 0 0 0 0 0 1.5359 10.0581 9.7564 1.5709 4.3345 8.0436 1.8656 4.1656 0 3.0223 4.0408 0.2230 0.1439 0 0.9492 1.2473 0.3285 0.8152 5.5689 2.5179 0 0.7430 2.6264 0 5.5510 0.2886 3.6111 1.0239 2.8738 2.8555 4.1304 5.0261 0 1.0107 0 0 0 2.2829 0.4683 0.0626 0 0 1.3368 0 18.5592 0 0 2.5133 0 0 0 0 0 0.5836 0 0 0 0 7.7322 15.8052 6.0067 4.8262 7.0452 6.0937 0 3.6257 4.5935 0 0 0.6810 1.2084 0 1.2739 2.6722 0.9487 2.7396 0 2.1413 0 4.6762 1.4576 1.7293 1.8794 2.6050 6.6347 1.2094 5.4502 1.4738 1.3982 act(:,:,2) = 1.0e+03 * 0.0114 0.0022 0.0320 0.0332 0 0 0.0072 0 0.0654 0.0485 0.0117 0 0 0.0245 0.0345 0.0268 0.0235 0.0458 0.0043 0 0 0.0016 0.0386 0.0296 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0.0099 0.0330 0.0186 0.0059 0.0101 0 0 0.0049 0.0290 0.0345 0.0152 0 0.0561 0.0277 0 0.0282 0.0300 0.0605 0.0097 0 0.0307 0.0119 0.0254 0.0318 0 0.0319 0.0178 0.0027 0.0298 0.0073 0.0103 0.0135 0.0154 0.0050 0.0166 0.0191 0.0112 0.0076 0.0054 0.0147 0.0229 0.0069 0.0290 0.0026 0.0160 0.0226 0.0098 0.0266 0.0187 0.0157 0.0162 0.0268 0.0010 0.0077 0 0.0194 0.0215 0.0173 0.0167 0.0196 0.0130 0.0203 0.0165 0 0 0.0446 0.0498 0 0.0120 0.0209 0.0575 0.0170 0.0315 0 0.0233 0.0406 0.0171 0.0043 0.0003 0.0320 0.0226 0.0136 0.0264 0.0069 0.0042 0.0197 0.0167 0.0025 0.0169 0.0081 0.0166 0.0241 0.0111 0.0109 0.0014 0.0144 0.0321 0.0232 0 0.0238 0.0154 0.0170 0.0125 0.0245 0.0028 0.0095 0.0038 0.0192 0.0318 0.0196 0.0122 0.0079 0 0.0242 0.0286 0.0229 0.0065 0.0186 0.0209 0.0310 0.0017 0 0.0247 0 0 0.0193 0.0706 0.0043 0.0592 0 0 0.0232 0.0123 0.0017 0.0217 0.0151 0.0078 0.0401 0.0138 0.0319 0.0161 0.0444 0.0163 0.0000 0.0103 0.0159 0.0299 0 0.0452 0.0035 0 0.0413 0.0074 0.0199 0.0059 0.0151 0.0182 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0 0 0 0.1241 0.2982 0.3905 0 0 0 0 0.2327 0.3591 0.3692 0 0 0.0170 0 0.0872 0.0616 0 0 0 0 0 0.0323 0.0961 0.0105 0.0116 0.1940 0 0 0 0.0048 0.0248 0.0204 0.0187 0 0 0.3424 0.0859 0 0 0 0.0615 0 0 0 0 0.1035 0.0374 0 0 0.1189 0.0567 0 0 0.1875 0.2105 0.1720 0.1564 0 0 0 0 0.2813 0.4659 0.2406 0.1500 0 0 0.0568 0 0 0 0 0.0145 0 0.0256 0 0 0 0 0 0.1345 0.1462 0.0599 0.0181 0.0075 0 0.0012 0.0045 0.1219 0.5206 0.0981 0 0.0420 0 0.0178 0.0507 0 0 0 0 0.1963 0 0 0 0.0671 0 0 0 0 0.0101 0 0 0.5068 0.6583 0 0 0.4608 0.2808 0 0 0 0.2161 0.1699 0.0217 0 0 0 0 0 0 0 0 0 0 0.0435 0.0638 0.1281 0.1897 0.1844 0.1307 0.0649 0.0558 0.0462 0.1934 0.6727 0 0 0.0684 0.0047 0.0068 0 0.0195 0.0372 0 0.0265 0.1314 0.0094 0 0 0 0 0 0 0 0 0 0.2564 0.4151 0.7665 0.3185 0.0143 0 0 0 0 0 0 0 0 0.0279 0.0195 0.0058 0.0505 0.0664 0.0967 0.1495 0.1413 0.1853 0.1304 0.0432 0.0131 0 0 0 0.0533 0.0633 0.0216 0 0 0.5413 0.7106 0 0.0861 0.0203 0 0 0.2238 0 0 0.0007 0.0962 0.0190 0.0699 0.0225 0 0.0029 0 0 0 0 0.3353 0.4531 0 0 0.1542 0.0851 0 0 0.1039 0.4140 0.1984 0 0 0 0.0256 0.0886 0.0980 0.0421 0 0.0383 0 0 0.0204 0.0723 0 0 0 0 0 0 0 0 0 0 0 0.5032 0.3462 0.1495 0.3343 0.2307 0.0549 0 0 0 0 0.1316 0.0553 0.0274 0.0093 0.0035 0.0032 0 0.0186 0 0 0 0 0.2483 0.0627 0.0369 0 0.0022 0.0715 0.1743 0.1599 0.0862 0.0379 0 0 0 0.0176 0.0058 0 0.0237 0 0 0.0855 0 0 0.0527 0.0742 0.0153 0.0340 0 0 0 0 0.0078 0 0 0 0 0 0.0440 0.2150 0.1131 0 0 0.0464 0.0443 0.1085 0.0667 0.0255 0.0317 0.0270 0.0132 0 0.0321 0 0.0439 0 0 0.1018 0.1457 0.1133 0.0753 0.0565 0.0767 0.0725 0.0296 0.0047 0 0 0.0134 0 0 0 0.0202 0.0694 0 0.0627 0.0977 0.1122 0.0457 0 0 0.0070 0.0050 0.0195 0.0159 0.0131 0.0276 0.0441 0.0488 0.0053 0 0 0 0 0 0 0.0774 0.1145 0.0795 0.0747 0.0405 0.0488 0.0121 0.0650 0.0634 0.0084 0.0086 0.0174 0 0 0 0 0 0.1668 0.0909 0.0734 0.0767 0.0935 0.0689 0.0403 0.0276 0.0211 0 0 0.0020 0 0.0244 0.0015 0 0.0428 0.0179 0 0.0248 0.0784 0.0788 0.0432 0.0285 0 0 0.0422 0.0322 0.0251 0.0326 0.0204 0.0237 0 0 0 0.0022 0 0 0.0285 0.0132 0.0288 0.0514 0.0364 0.0677 0.0044 0.0354 0.0324 0.0213 0.0280 0.0014 0 0 0.0065 0.0565 0 0 0.1518 0.1453 0.0619 0.0712 0.0790 0.0725 0.0653 0.0441 0.0223 0 0 0 0 0.0493 0 0.0065 0.0625 0.0125 0 0 0.0131 0.0270 0.0234 0.0433 0.0288 0.0076 0.0381 0.0276 0.0308 0.0287 0.0216 0.0351 0.0112 0.0137 0.0271 0.0119 0.0034 0.0036 0.0010 0 0.0118 0.0488 0.0279 0.0486 0.0255 0.0401 0.0324 0 0 0 0 0 0.0273 0 0 0 0.0436 0.2336 0.1796 0.1006 0.0970 0.0951 0.0730 0.0515 0 0 0 0 0.0409 0.0930 0 0 0.0099 0.0309 0 0.0218 0.0217 0.0126 0.0189 0.0303 0 0.0030 0.0166 0.0203 0.0415 0.0393 0.0428 0.0390 0.0165 0.0259 0.0351 0.0109 0 0.0147 0.0093 0.0364 0 0.0208 0.0369 0 0 0 0 0.0488 0.2102 0.2671 0.1002 0 0 0.0150 0 0 0 0.0634 0.2511 0.2468 0.1376 0.1156 0.0799 0.0610 0.0198 0.0181 0 0 0.0211 0.0316 0 0 0.0092 0.0063 0 0.0369 0.0136 0.0270 0.0264 0.0008 0 0.0412 0 0.0122 0.0494 0.0332 0.0327 0.0259 0.0010 0.0192 0.0444 0.0410 0.0301 0.0211 0.0342 0 0.0258 0 0 0 0 0.0326 0.0832 0.2026 0.3685 0.2409 0.0195 0 0 0.0051 0 0 0 0 0.0053 0.3040 0.3390 0.1977 0.1333 0.0910 0.0477 0.0286 0 0 0 0.0425 0 0 0 0 0 0.0289 0.0225 0.0097 0.0442 0.0249 0 0.0515 0.0059 0.0028 0.0347 0.0308 0.0333 0.0151 0 0.0119 0.0310 0.0395 0.0419 0.0013

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