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
0 1.120067 712.032 104.222 80.1026 63.0832 1.336507 0.954675 0.714306 80.1014 0.000348976 0.0941 369 5.15 0.9820
2 1.103853 159.389 28.8131 25.5505 24.1929 1.226786 0.920986 0.750730 25.5516 0.00276812 -0.4365 490 11.78 0.9215
1 1.080451 226.086 17.7854 13.9766 11.8787 1.199121 0.973375 0.811741 13.9763 0.000922004 -0.0249 510 44.13 0.5432
3 1.123378 187.854 39.172 36.6661 36.5816 1.150561 0.897366 0.779938 36.6533 0.00721302 -0.4298 510 45.84 0.5221
4 1.120231 328.178 65.326 60.0331 59.4933 1.172799 0.904830 0.771513 59.9421 0.0585396 -0.5099 510 44.01 0.5434
5 1.095008 132.876 30.1838 29.2366 29.2257 1.106374 0.883206 0.798289 29.2314 0.00288013 -0.4661 510 37.53 0.6374
6 1.092616 317.545 65.9314 62.2718 61.6745 1.148086 0.897651 0.781867 62.2192 0.0116314 -0.3486 510 48.53 0.4804
7 1.088369 239.39 46.5511 44.0013 43.6007 1.139933 0.904360 0.793345 43.9902 0.00407429 -0.0254 510 39.18 0.6141
10 1.066909 117.659 15.3507 14.6982 14.6533 1.089664 0.935660 0.858668 14.6963 0.00187069 0.2923 510 52.08 0.4434
9 1.114817 210.949 45.1309 43.3032 43.3028 1.116600 0.891473 0.798381 43.1803 0.0356042 0.2018 510 54.01 0.4146
8 1.064994 180.023 21.2845 19.998 19.7527 1.108354 0.943545 0.851303 19.9952 0.00187975 0.2336 510 53.15 0.4193
11 1.094481 119.295 27.6969 27.2483 27.2245 1.077158 0.878515 0.815586 27.1705 0.014756 0.2743 510 59.70 0.3254
12 1.046588 114.849 14.7243 14.2648 14.1658 1.080469 0.936300 0.866568 14.2633 0.000884724 0.2278 510 31.00 0.7232
14 1.100090 162.645 34.5912 33.2781 33.2611 1.112829 0.891907 0.801477 33.2128 0.0258777 0.0278 510 53.26 0.4157
13 1.038589 96.0694 12.9182 12.6016 12.4997 1.076159 0.932678 0.866674 12.6012 0.00110469 0.3955 510 42.22 0.5764
15 1.094457 488.234 116.161 115.455 115.023 1.058440 0.874306 0.826033 115.063 0.0259779 0.1292 510 55.03 0.3886
18 1.088158 185.666 42.6078 41.914 41.8949 1.075752 0.879974 0.818008 41.8909 0.00907864 0.3171 510 47.22 0.5062
16 1.095097 233.237 55.0982 54.7299 54.5307 1.059715 0.875329 0.826004 54.63 0.0189419 0.1119 510 58.38 0.3400
17 1.087330 177.172 41.6272 41.2201 41.149 1.063027 0.876211 0.824260 41.1619 0.0162763 0.0490 510 61.82 0.2925
19 1.097932 200.76 54.7061 55.6832 54.6788 1.013864 0.853019 0.841354 55.6452 0.0131238 -0.0967 510 56.50 0.3647
20 1.052904 415.326 68.9641 68.51 68.4552 1.039829 0.913880 0.878876 68.4954 0.00620711 -0.1760 510 55.04 0.3844
21 1.052712 272.545 46.8737 46.8133 46.6938 1.029041 0.910316 0.884625 46.8076 0.00537094 -0.1820 510 57.18 0.3703
23 1.106263 414.724 130.071 136.35 129.523 0.958040 0.829269 0.865589 136.309 0.00601698 -0.3155 510 48.45 0.4618
22 1.083784 308.761 79.756 80.219 79.5725 1.029124 0.861559 0.837178 80.2039 0.00685496 0.0538 510 39.29 0.6153
24 1.102822 135.911 35.8124 36.4129 35.77 1.021012 0.858378 0.840713 36.4 0.00815942 0.1516 510 52.38 0.4397
25 1.094689 158.825 39.808 40.0497 39.6652 1.035852 0.866174 0.836195 40.0179 0.0144956 0.0825 510 57.55 0.3692
26 1.082358 104.035 27.2322 27.42 27.1844 1.025567 0.859476 0.838049 27.4106 0.00797507 0.1575 510 57.69 0.3698
27 1.081949 103.923 26.8993 27.1908 26.8775 1.017097 0.861029 0.846556 27.1704 0.0139022 0.1067 510 64.42 0.2662
28 1.080822 119.141 32.0806 32.5116 32.0733 1.009217 0.854865 0.847058 32.4986 0.00759234 0.0072 510 49.46 0.4931
29 1.084407 147.835 37.4756 37.7412 37.3983 1.027175 0.864307 0.841441 37.7294 0.00849852 0.3125 510 56.96 0.3790
30 1.046168 249.866 37.7674 37.4489 37.443 1.040672 0.922035 0.885999 37.4418 0.00546793 0.0031 510 56.05 0.3867
31 1.083677 491.089 126.827 128.54 126.767 1.013013 0.861316 0.850252 128.309 0.0241166 -0.1307 510 58.59 0.3465
32 1.094546 397.528 112.436 115.713 112.394 0.987948 0.846917 0.857249 115.632 0.018334 -0.1041 510 60.27 0.3225
33 1.094337 333.659 86.5851 87.9197 86.5117 1.017534 0.860650 0.845819 87.8622 0.0193501 0.0065 510 65.28 0.2468
34 1.090754 297.877 79.4573 80.2776 79.3401 1.023705 0.856532 0.836698 80.2209 0.0158737 0.2365 510 56.16 0.3836
35 1.086034 442.184 120.381 122.271 120.359 1.008318 0.853117 0.846079 122.19 0.014996 -0.1459 510 54.69 0.4095
36 1.051377 1539.6 266.162 264.281 264.16 1.041254 0.910177 0.874116 264.245 0.0047419 -0.2133 510 43.27 0.5610
38 1.097548 1906.81 460.835 456.638 455.334 1.065600 0.872471 0.818761 456.43 0.0089984 -0.0515 510 47.47 0.4890
37 1.069016 1028.87 267.059 267.381 266.358 1.031251 0.860881 0.834793 267.235 0.0145344 -0.1933 510 51.52 0.4451
39 1.074237 2282.61 627.257 630.25 626.322 1.024347 0.851828 0.831582 629.973 0.011645 -0.4581 510 48.30 0.4698
40 1.084152 1439.32 419.364 428.012 419.305 0.992460 0.841830 0.848225 427.945 0.013987 -0.3388 510 40.81 0.5917
41 1.082757 1612.55 459.216 467.87 459.201 0.996372 0.845715 0.848794 467.772 0.0118056 -0.2242 510 41.82 0.5759
42 1.081447 2324.74 597.518 596.138 594.16 1.046081 0.862797 0.824790 595.932 0.00734538 -0.3317 510 38.24 0.6292
43 1.072382 1071.43 303.328 308.511 303.257 0.990472 0.846734 0.854879 308.469 0.00339172 -0.2551 510 38.38 0.6269
44 1.081576 1730.54 513.163 528.538 511.856 0.968288 0.839180 0.866663 528.47 0.00527675 -0.0533 510 34.70 0.6772
45 1.122819 2030.81 590.171 621.05 589.441 0.977991 0.842467 0.861427 620.795 0.00456369 0.0397 510 28.18 0.7552
46 1.102886 2477.05 693.649 714.038 693.624 0.996296 0.848516 0.851671 713.958 0.00219383 0.1556 510 24.21 0.7979
47 1.106641 7861.07 1657.02 1572.46 1568.68 1.134413 0.894678 0.788671 1544.04 0.00867046 0.2477 501 17.19 0.8849