layer alpha_used ref2 r_awq r_alpha r_alpha_oracle alpha_oracle cos norm_ratio r_full_actual dW_rel proxy_logcorr eig_rank1e-6 df_rel6 top10_eigshare
2 1.103853 205.321 35.6036 31.0741 28.868 1.242819 0.927039 0.745916 31.0372 0.00276812 -0.4079 489 12.97 0.9098
3 1.123378 171.359 36.9189 35.2795 35.2795 1.123294 0.891133 0.793321 35.186 0.00721302 -0.3858 510 46.93 0.5013
0 1.120067 620.722 91.5404 71.1456 57.7014 1.324781 0.952387 0.718901 71.1374 0.000348976 0.0838 369 5.45 0.9823
1 1.080451 156.675 14.4431 12.1156 11.1142 1.178171 0.963879 0.818114 12.1144 0.000922004 -0.0163 510 43.81 0.5502
5 1.095008 125.085 28.4446 27.6538 27.6524 1.099109 0.882571 0.802988 27.6366 0.00288013 -0.4717 510 38.62 0.6253
6 1.092616 385.744 75.802 70.6455 69.3945 1.165933 0.905595 0.776713 70.2824 0.0116314 -0.3540 510 48.21 0.4819
4 1.120231 2544.26 371.971 308.447 287.351 1.240130 0.941838 0.759467 300.935 0.0585396 -0.4960 510 44.97 0.5363
7 1.088369 199.374 39.9686 38.2672 38.1469 1.118940 0.899259 0.803670 38.2316 0.00407429 0.0138 510 39.07 0.6139
9 1.114817 409.95 81.0224 72.6499 70.2904 1.216181 0.910241 0.748442 70.0681 0.0356042 0.2015 510 53.69 0.4128
8 1.064994 197.672 21.7528 20.342 20.0809 1.107454 0.947847 0.855879 20.3345 0.00187975 0.2513 510 53.13 0.4195
10 1.066909 113.165 15.0378 14.448 14.4171 1.086112 0.934131 0.860069 14.4425 0.00187069 0.2987 510 52.45 0.4398
11 1.094481 129.587 29.6683 29.0232 29.0189 1.087380 0.880946 0.810154 28.7967 0.014756 0.2784 510 59.04 0.3363
13 1.038589 86.8878 11.8528 11.6068 11.5515 1.067509 0.931156 0.872270 11.6053 0.00110469 0.4096 510 41.12 0.5920
14 1.100090 319.876 57.8061 53.1056 52.1463 1.170132 0.914866 0.781848 52.3019 0.0258777 0.0373 510 52.17 0.4290
12 1.046588 110.789 14.5364 14.1414 14.0792 1.073829 0.934301 0.870065 14.138 0.000884724 0.2305 510 31.37 0.7178
15 1.094457 380.625 90.2633 89.2744 89.0913 1.067698 0.875177 0.819686 87.5585 0.0259779 0.1415 510 53.79 0.4052
17 1.087330 154.45 37.0479 36.8545 36.7377 1.054120 0.873006 0.828185 36.5776 0.0162763 0.0582 510 60.89 0.3045
18 1.088158 155.925 36.9879 36.7185 36.6244 1.058431 0.874709 0.826420 36.6 0.00907864 0.3101 510 47.78 0.4970
16 1.095097 364.506 75.4724 71.8846 71.609 1.129750 0.896407 0.793456 71.2743 0.0189419 0.1234 510 56.98 0.3620
19 1.097932 173.771 48.763 49.8803 48.7619 1.003056 0.848169 0.845584 49.5999 0.0131238 -0.1133 510 57.36 0.3547
20 1.052904 381.701 62.3582 61.7746 61.7576 1.045286 0.915535 0.875870 61.6499 0.00620711 -0.2056 510 56.56 0.3607
21 1.052712 277.602 46.3921 46.2581 46.1668 1.032208 0.913069 0.884578 46.1952 0.00537094 -0.2099 510 56.71 0.3682
22 1.083784 290.315 76.8464 77.509 76.7427 1.022533 0.857705 0.838804 77.3826 0.00685496 0.0377 510 40.62 0.5965
23 1.106263 428.783 131.35 136.68 131.127 0.973321 0.833180 0.856018 136.342 0.00601698 -0.3208 510 45.54 0.5103
24 1.102822 152.814 37.7776 37.9393 37.5731 1.043978 0.868404 0.831822 37.8498 0.00815942 0.1619 510 51.69 0.4503
25 1.094689 149.497 37.1467 37.3489 37.0025 1.037134 0.867459 0.836401 37.1057 0.0144956 0.0815 510 58.19 0.3564
26 1.082358 99.9811 25.9935 26.1379 25.936 1.028650 0.860576 0.836607 26.0782 0.00797507 0.1497 510 56.12 0.3913
27 1.081949 103.506 26.7555 26.9905 26.7215 1.021489 0.861300 0.843181 26.8307 0.0139022 0.1022 510 62.72 0.2897
29 1.084407 134.497 33.8289 34.0463 33.7506 1.028676 0.865483 0.841356 33.9579 0.00849852 0.3111 510 55.30 0.4059
28 1.080822 109.291 29.5994 29.9708 29.5901 1.010948 0.853964 0.844716 29.8918 0.00759234 -0.0092 510 47.46 0.5131
30 1.046168 718.364 52.7537 46.3115 39.5845 1.161829 0.972058 0.836662 46.223 0.00546793 -0.0298 510 54.01 0.4157
31 1.083677 509.193 125.238 124.986 124.49 1.046128 0.869204 0.830877 122.997 0.0241166 -0.0551 510 55.89 0.3870
32 1.094546 584.76 141.124 139.89 139.52 1.063849 0.872586 0.820216 138.825 0.018334 -0.0679 510 57.26 0.3678
34 1.090754 302.768 78.4129 78.8787 78.1813 1.033180 0.861265 0.833606 78.3191 0.0158737 0.2158 510 53.02 0.4286
33 1.094337 311.273 78.337 78.9913 78.1216 1.031346 0.865463 0.839158 78.3764 0.0193501 0.0144 510 62.98 0.2822
35 1.086034 446.966 116.627 117.549 116.415 1.025951 0.859967 0.838215 116.698 0.014996 -0.1805 510 51.63 0.4509
36 1.051377 1374.09 223.081 219.308 219.203 1.061512 0.916774 0.863649 218.918 0.0047419 -0.1576 510 43.69 0.5496
38 1.097548 1812.96 419.867 410.624 410.534 1.088822 0.879520 0.807772 409.104 0.0089984 -0.0071 510 44.87 0.5224
37 1.069016 989.425 250.089 248.867 248.558 1.047620 0.865324 0.825990 246.917 0.0145344 -0.2270 510 46.44 0.5155
39 1.074237 2547.78 635.472 627.613 627.56 1.068596 0.868149 0.812420 622.887 0.011645 -0.3718 510 46.40 0.4939
40 1.084152 1616.41 430.99 430.993 429.056 1.042058 0.857066 0.822474 427.859 0.013987 -0.2555 510 39.07 0.6089
42 1.081447 2500.75 602.102 594.838 594.506 1.067375 0.873080 0.817970 592.774 0.00734538 -0.3677 509 34.06 0.6833
41 1.082757 1830.76 480.307 483.048 479.275 1.028421 0.859191 0.835447 480.835 0.0118056 -0.1884 510 40.31 0.5958
43 1.072382 1031.04 272.146 273.754 271.827 1.020937 0.858113 0.840515 273.372 0.00339172 -0.2826 510 35.77 0.6597
44 1.081576 1400.42 391.349 398.728 391.335 0.996298 0.848858 0.852012 397.992 0.00527675 -0.0466 510 32.30 0.7068
45 1.122819 2023.43 520.053 530.68 518.705 1.030857 0.862352 0.836539 529.362 0.00456369 0.0188 510 29.38 0.7385
46 1.102886 1821.28 478.836 489.423 478.641 1.012182 0.858601 0.848267 489.066 0.00219383 0.1098 510 23.07 0.8087
47 1.106641 15799.5 2879.24 2571.4 2469.78 1.212512 0.918520 0.757535 2452.5 0.00867046 0.1638 485 14.64 0.9114