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Q19 VR study PROVEN + Q20 eigenanalysis PROVEN (EVIDENCE#034/#035)

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zhaoli
2026-08-20 05:19:09 +00:00
parent befcc33702
commit 6145cfeb62
10 changed files with 792 additions and 4 deletions
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book/data/evidence/q20-effective-names/eigenanalysis.csv
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rank,eigenvalue,pct_variance,cumulative_pct,above_mp_bound
1,38.36491920754584,25.7482679245274,25.7482679245274,True
2,19.64961724304517,13.187662579224943,38.935930503752346,True
3,16.598969577610823,11.14024803866498,50.07617854241734,True
4,10.38774820049945,6.971643087583522,57.04782163000085,True
5,9.538530497393836,6.4016983203985465,63.449519950399406,True
6,6.553797369445852,4.398521724460302,67.8480416748597,True
7,5.704580923053752,3.828577800707215,71.67661947556692,False
8,5.269197712734065,3.536374303848365,75.21299377941529,False
9,3.6852560679160447,2.473326220077882,77.68631999949316,False
10,3.5121033285030103,2.3571163278543685,80.04343632734754,False
11,3.1442351921819034,2.110224961195908,82.15366128854345,False
12,2.718731812986072,1.8246522234805846,83.97831351202404,False
13,2.5542814589760803,1.714282858373208,85.69259637039724,False
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21,1.018025832516033,0.6832388137691495,94.05592085715664,False
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23,0.8474444350784305,0.5687546544150539,95.2940085252916,False
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27,0.5214172306303734,0.34994445008749886,96.84553935001186,False
28,0.4721807943014217,0.31689986194726283,97.16243921195911,False
29,0.43436466127453294,0.29151990689565965,97.45395911885477,False
30,0.3834455946027105,0.2573460366461144,97.71130515550088,False
31,0.3597259305373768,0.24142679901837366,97.95273195451925,False
32,0.3392198781648868,0.22766434776166894,98.18039630228093,False
33,0.3077771939484993,0.20656187513322094,98.38695817741416,False
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35,0.2524757527580381,0.16944681393156916,98.73377076487,False
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60,0.006578161339516882,0.004414873382226095,99.98569954686576,False
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80,1.8327110562344884e-15,1.2300074202916027e-15,100.00000000000003,False
81,1.7594080721251052e-15,1.1808107866611443e-15,100.00000000000003,False
82,1.6632753681065584e-15,1.1162921933601061e-15,100.00000000000003,False
83,1.559553248618508e-15,1.0466800326298708e-15,100.00000000000003,False
84,1.5312876150052598e-15,1.027709808728362e-15,100.00000000000003,False
85,1.4643014605597709e-15,9.827526580938057e-16,100.00000000000003,False
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90,9.88232613500898e-16,6.632433647657033e-16,100.00000000000003,False
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95,7.180026439396554e-16,4.81880969087017e-16,100.00000000000003,False
96,6.683808283728203e-16,4.485777371629666e-16,100.00000000000003,False
97,6.067742471061417e-16,4.072310383262695e-16,100.00000000000003,False
98,5.862708714093105e-16,3.9347038349618143e-16,100.00000000000003,False
99,4.726292428778456e-16,3.1720083414620505e-16,100.00000000000003,False
100,4.629342302670765e-16,3.1069411427320566e-16,100.00000000000003,False
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103,3.1960976199158474e-16,2.1450319596750647e-16,100.00000000000003,False
104,2.7188100720489587e-16,1.8247047463415828e-16,100.00000000000003,False
105,2.074501129854567e-16,1.3922826374862863e-16,100.00000000000003,False
106,1.5101527396274943e-16,1.0135253286090564e-16,100.00000000000003,False
107,1.186465613083331e-16,7.962856463646516e-17,100.00000000000003,False
108,5.905497499416161e-17,3.9634211405477584e-17,100.00000000000003,False
109,2.2553746593240472e-17,1.5136742680027157e-17,100.00000000000003,False
110,8.119747885556851e-18,5.44949522520594e-18,100.00000000000003,False
111,-5.1600155731875226e-17,-3.4630977001258536e-17,100.00000000000003,False
112,-9.12515336753841e-17,-6.124264005059335e-17,100.00000000000003,False
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1 rank eigenvalue pct_variance cumulative_pct above_mp_bound
2 1 38.36491920754584 25.7482679245274 25.7482679245274 True
3 2 19.64961724304517 13.187662579224943 38.935930503752346 True
4 3 16.598969577610823 11.14024803866498 50.07617854241734 True
5 4 10.38774820049945 6.971643087583522 57.04782163000085 True
6 5 9.538530497393836 6.4016983203985465 63.449519950399406 True
7 6 6.553797369445852 4.398521724460302 67.8480416748597 True
8 7 5.704580923053752 3.828577800707215 71.67661947556692 False
9 8 5.269197712734065 3.536374303848365 75.21299377941529 False
10 9 3.6852560679160447 2.473326220077882 77.68631999949316 False
11 10 3.5121033285030103 2.3571163278543685 80.04343632734754 False
12 11 3.1442351921819034 2.110224961195908 82.15366128854345 False
13 12 2.718731812986072 1.8246522234805846 83.97831351202404 False
14 13 2.5542814589760803 1.714282858373208 85.69259637039724 False
15 14 2.3737961002506096 1.5931517451346369 87.28574811553187 False
16 15 2.1738233765966988 1.458941863487717 88.7446899790196 False
17 16 1.6219060640232705 1.088527559747161 89.83321753876676 False
18 17 1.5738402876897475 1.0562686494562061 90.88948618822296 False
19 18 1.371326406568621 0.9203532929990743 91.80983948122203 False
20 19 1.2109934414739238 0.8127472761569956 92.62258675737903 False
21 20 1.1176419761526142 0.7500952860084658 93.37268204338748 False
22 21 1.018025832516033 0.6832388137691495 94.05592085715664 False
23 22 0.9973061904426609 0.6693330137199065 94.72525387087654 False
24 23 0.8474444350784305 0.5687546544150539 95.2940085252916 False
25 24 0.629694379322239 0.4226136773974758 95.71662220268908 False
26 25 0.5928610289894016 0.3978933080465782 96.11451551073567 False
27 26 0.5678082898911717 0.3810793891887058 96.49559489992437 False
28 27 0.5214172306303734 0.34994445008749886 96.84553935001186 False
29 28 0.4721807943014217 0.31689986194726283 97.16243921195911 False
30 29 0.43436466127453294 0.29151990689565965 97.45395911885477 False
31 30 0.3834455946027105 0.2573460366461144 97.71130515550088 False
32 31 0.3597259305373768 0.24142679901837366 97.95273195451925 False
33 32 0.3392198781648868 0.22766434776166894 98.18039630228093 False
34 33 0.3077771939484993 0.20656187513322094 98.38695817741416 False
35 34 0.26427500255116676 0.17736577352427296 98.56432395093843 False
36 35 0.2524757527580381 0.16944681393156916 98.73377076487 False
37 36 0.2156569190999001 0.14473618731536916 98.87850695218536 False
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39 38 0.19647837286685793 0.1318646797764147 99.14922362011028 False
40 39 0.1482233809032541 0.09947877912970071 99.24870239923999 False
41 40 0.1409447791747887 0.0945938115267038 99.34329621076668 False
42 41 0.12915334155039507 0.08668009500026513 99.42997630576694 False
43 42 0.10627067778665711 0.0713226025413806 99.50129890830833 False
44 43 0.10171887165567023 0.06826769909776524 99.56956660740609 False
45 44 0.09968722976352289 0.06690418104934422 99.63647078845543 False
46 45 0.08480518078463047 0.056916228714517084 99.69338701716995 False
47 46 0.06642529587874312 0.04458073548908933 99.73796775265903 False
48 47 0.06465798368431769 0.04339461992236086 99.7813623725814 False
49 48 0.05518951526083987 0.03703994312808045 99.81840231570949 False
50 49 0.04058440378144916 0.027237854886878625 99.84564017059637 False
51 50 0.040546946527635096 0.027212715790359117 99.87285288638672 False
52 51 0.03488626700759513 0.02341360201852022 99.89626648840525 False
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55 54 0.01971281632224967 0.013230078068623936 99.94199949614274 False
56 55 0.017090493015330666 0.011470129540490377 99.95346962568323 False
57 56 0.01500632466690947 0.010071358836851991 99.96354098452007 False
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59 58 0.00795080070225036 0.005336107853859301 99.97602048024477 False
60 59 0.007843647925736092 0.005264193238749055 99.98128467348353 False
61 60 0.006578161339516882 0.004414873382226095 99.98569954686576 False
62 61 0.006185192993479844 0.004151136237234794 99.989850683103 False
63 62 0.005164769186105352 0.003466288044366008 99.99331697114737 False
64 63 0.0038344851660095276 0.0025734799771876017 99.99589045112455 False
65 64 0.0024284077523737684 0.0016298038606535356 99.9975202549852 False
66 65 0.001612064440925428 0.0010819224435741125 99.99860217742878 False
67 66 0.0006467652663011015 0.00043407064852422905 99.99903624807732 False
68 67 0.000488561952419531 0.00032789392779834293 99.9993641420051 False
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71 70 0.00014604902033638013 9.801947673582556e-05 99.99992631482958 False
72 71 0.00010979090395921635 7.368517044242707e-05 100.00000000000003 False
73 72 4.517013868286828e-15 3.031552931736126e-15 100.00000000000003 False
74 73 3.186639965413421e-15 2.13868454054592e-15 100.00000000000003 False
75 74 3.0199405437020692e-15 2.026805734028234e-15 100.00000000000003 False
76 75 2.8081140585466483e-15 1.884640307749428e-15 100.00000000000003 False
77 76 2.689179717407336e-15 1.8048186022868023e-15 100.00000000000003 False
78 77 2.538101901557201e-15 1.7034240950048328e-15 100.00000000000003 False
79 78 2.1887868405677507e-15 1.4689844567568795e-15 100.00000000000003 False
80 79 2.0681711290239038e-15 1.3880343147811432e-15 100.00000000000003 False
81 80 1.8327110562344884e-15 1.2300074202916027e-15 100.00000000000003 False
82 81 1.7594080721251052e-15 1.1808107866611443e-15 100.00000000000003 False
83 82 1.6632753681065584e-15 1.1162921933601061e-15 100.00000000000003 False
84 83 1.559553248618508e-15 1.0466800326298708e-15 100.00000000000003 False
85 84 1.5312876150052598e-15 1.027709808728362e-15 100.00000000000003 False
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