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
1 1.192299 226.086 17.4033 11.6655 11.6639 1.195609 0.973863 0.814533 11.6655 0.000230068 -0.0249 510 44.13 0.5432
0 1.308006 712.032 99.8831 61.3637 61.2916 1.321919 0.955992 0.723185 61.3637 0 0.0941 369 5.15 0.9820
2 1.225199 159.389 28.91 24.3113 24.3112 1.226265 0.920583 0.750721 24.3113 0 -0.4365 490 11.78 0.9215
3 1.135850 187.854 38.5461 36.2333 36.2302 1.141018 0.898408 0.787374 36.2268 0.00718441 -0.4298 510 45.84 0.5221
4 1.153103 328.178 64.0862 58.7721 58.7493 1.163793 0.906081 0.778559 58.7658 0.0042227 -0.5099 510 44.01 0.5434
7 1.137071 239.39 46.2366 43.3416 43.3414 1.138334 0.904959 0.794985 43.3394 0.00166647 -0.0254 510 39.18 0.6141
6 1.150349 317.545 65.1957 61.2261 61.2136 1.142385 0.898459 0.786476 61.2192 0.00344693 -0.3486 510 48.53 0.4804
5 1.112114 132.876 29.6259 28.852 28.8292 1.095897 0.884894 0.807460 28.8517 0.000381161 -0.4661 510 37.53 0.6374
8 1.101122 180.023 21.1462 19.6445 19.6394 1.107330 0.943878 0.852391 19.6444 0.000389653 0.2336 510 53.15 0.4193
9 1.109336 210.949 45.1322 43.2447 43.2319 1.119124 0.891661 0.796749 43.2375 0.00336604 0.2018 510 54.01 0.4146
11 1.075126 119.295 27.6534 27.183 27.1828 1.076986 0.878714 0.815901 27.1758 0.00413216 0.2743 510 59.70 0.3254
10 1.081677 117.659 15.2318 14.5602 14.5567 1.088046 0.936099 0.860348 14.5601 0.000334249 0.2923 510 52.08 0.4434
12 1.074442 114.849 14.5489 14.0324 14.0318 1.077148 0.936923 0.869818 14.0323 0.000175238 0.2278 510 31.00 0.7232
13 1.083306 96.0694 12.7643 12.3773 12.3705 1.073649 0.933399 0.869371 12.3771 0.000757154 0.3955 510 42.22 0.5764
15 1.052734 488.234 115.347 114.242 114.233 1.057711 0.875230 0.827476 113.995 0.011502 0.1292 510 55.03 0.3886
14 1.108071 162.645 34.6262 33.2377 33.2314 1.115843 0.892009 0.799404 33.2178 0.00649147 0.0278 510 53.26 0.4157
16 1.053208 233.237 55.0313 54.4846 54.4795 1.058825 0.875454 0.826816 54.4484 0.00664365 0.1119 510 58.38 0.3400
17 1.048797 177.172 41.4493 41.0183 41.0006 1.060901 0.876689 0.826362 41.0057 0.00629346 0.0490 510 61.82 0.2925
18 1.075513 185.666 42.3074 41.6406 41.6399 1.073053 0.880754 0.820792 41.6256 0.0041711 0.3171 510 47.22 0.5062
19 1.006455 200.76 54.589 54.5718 54.5665 1.012563 0.853347 0.842759 54.5555 0.00549426 -0.0967 510 56.50 0.3647
20 1.017251 415.326 68.5579 68.2186 68.0635 1.039210 0.914396 0.879896 68.2146 0.00270091 -0.1760 510 55.04 0.3844
21 1.020623 272.545 46.3414 46.2002 46.1934 1.026246 0.911324 0.888017 46.1961 0.00379834 -0.1820 510 57.18 0.3703
22 1.014611 308.761 79.1746 79.0347 78.9874 1.029381 0.862658 0.838036 79.0297 0.00180811 0.0538 510 39.29 0.6153
23 0.961861 414.724 128.728 128.115 128.101 0.955320 0.831334 0.870215 128.102 0.0033127 -0.3155 510 48.45 0.4618
24 1.021621 135.911 35.7238 35.6838 35.6836 1.020428 0.858748 0.841557 35.6786 0.00434294 0.1516 510 52.38 0.4397
25 1.025484 158.825 39.8754 39.7278 39.7076 1.038988 0.866020 0.833523 39.7166 0.00597088 0.0825 510 57.55 0.3692
26 1.036018 104.035 27.1867 27.1493 27.1406 1.025096 0.859721 0.838673 27.1433 0.00511925 0.1575 510 57.69 0.3698
27 1.007990 103.923 26.8216 26.8078 26.8036 1.015513 0.861442 0.848283 26.7921 0.00769708 0.1067 510 64.42 0.2662
28 1.001269 119.141 31.8802 31.8791 31.8776 1.005393 0.855825 0.851235 31.8713 0.00484832 0.0072 510 49.46 0.4931
29 1.024046 147.835 37.3103 37.2444 37.2443 1.025043 0.864909 0.843778 37.233 0.00617093 0.3125 510 56.96 0.3790
30 1.037594 249.866 37.3089 36.9983 36.9974 1.039778 0.923001 0.887691 36.9961 0.00221077 0.0031 510 56.05 0.3867
31 1.013643 491.089 125.657 125.66 125.642 1.006454 0.862645 0.857113 125.438 0.0132285 -0.1307 510 58.59 0.3465
32 0.990056 397.528 112.275 112.235 112.234 0.988111 0.847155 0.857348 112.171 0.00908957 -0.1041 510 60.27 0.3225
33 1.009439 333.659 86.1414 86.0938 86.0857 1.015223 0.861391 0.848475 86.0219 0.0103189 0.0065 510 65.28 0.2468
34 1.023027 297.877 79.141 79.0491 79.0483 1.021018 0.857104 0.839460 78.9843 0.011712 0.2365 510 56.16 0.3836
35 1.002074 442.184 119.474 119.468 119.463 1.005860 0.854303 0.849326 119.376 0.00940479 -0.1459 510 54.69 0.4095
36 1.020253 1539.6 263.965 262.652 262.301 1.037438 0.910840 0.877971 262.629 0.00375157 -0.2133 510 43.27 0.5610
37 1.017412 1028.87 265.371 264.913 264.848 1.026873 0.861733 0.839182 264.559 0.0159755 -0.1933 510 51.52 0.4451
38 1.046039 1906.81 458.827 453.774 453.268 1.065913 0.873092 0.819102 453.426 0.00938828 -0.0515 510 47.47 0.4890
39 1.004423 2282.61 620.667 620.5 620.354 1.013926 0.853362 0.841641 620.105 0.00820364 -0.4581 510 48.30 0.4698
40 0.990135 1439.32 413.564 413.503 413.499 0.992092 0.844223 0.850952 413.39 0.00877177 -0.3388 510 40.81 0.5917
41 0.986210 1612.55 453.342 453.473 453.332 0.997192 0.847864 0.850251 453.358 0.00985797 -0.2242 510 41.82 0.5759
42 1.017036 2324.74 590.558 588.701 587.656 1.042616 0.864417 0.829085 588.383 0.00705802 -0.3317 510 38.24 0.6292
43 0.979980 1071.43 298.296 298.18 298.148 0.986335 0.849546 0.861315 298.083 0.00461196 -0.2551 510 38.38 0.6269
44 0.965011 1730.54 507.007 506.091 506.02 0.972398 0.841187 0.865064 505.675 0.00781003 -0.0533 510 34.70 0.6772
45 0.971247 2030.81 582.121 582.044 581.772 0.984722 0.844706 0.857811 581.656 0.00435164 0.0397 510 28.18 0.7552
46 0.990599 2477.05 686.296 686.252 686.231 0.993999 0.850273 0.855406 685.939 0.00432463 0.1556 510 24.21 0.7979
47 1.120822 7861.07 1588.78 1515.33 1515.33 1.120555 0.898464 0.801802 1480.21 0.0090097 0.2477 501 17.19 0.8849