rank,eigenvalue,pct_variance,cumulative_pct,above_mp_bound
1,31.815034542104435,44.8099078057809,44.8099078057809,True
2,7.405959580274853,10.430928986302613,55.24083679208351,True
3,4.463804174875579,6.287048133627576,61.527884925711085,True
4,3.772328914473917,5.313139316160447,66.84102424187154,True
5,2.832473325748432,3.9893990503499053,70.83042329222144,False
6,2.1979936678286203,3.0957657293360854,73.92618902155752,False
7,1.964066285555308,2.7662905430356455,76.69247956459316,False
8,1.5671817069824518,2.207298178848524,78.89977774344169,False
9,1.2611988883814362,1.7763364625090654,80.67611420595075,False
10,1.1654279087701103,1.6414477588311418,82.3175619647819,False
11,1.0717264122324044,1.5094738200456403,83.82703578482754,False
12,0.9826506748686317,1.3840150350262421,85.21105081985377,False
13,0.9325371102799626,1.3134325496900883,86.52448336954386,False
14,0.853774989056136,1.2024999845861073,87.72698335412996,False
15,0.7861987046632999,1.1073221192440845,88.83430547337406,False
16,0.7348369666546157,1.0349816431755154,89.86928711654957,False
17,0.5868899092767161,0.826605506023544,90.6958926225731,False
18,0.5726007105008386,0.8064798739448433,91.50237249651795,False
19,0.5584588988863456,0.7865618294173883,92.28893432593533,False
20,0.5104263707470506,0.7189103813338742,93.00784470726921,False
21,0.45286426295639337,0.6378369900794274,93.64568169734865,False
22,0.3936780833911836,0.5544761737903995,94.20015787113904,False
23,0.35824010254189587,0.5045635247068957,94.70472139584594,False
24,0.33224759669821513,0.46795436154678194,95.17267575739271,False
25,0.3031622662264311,0.4269891073611707,95.59966486475389,False
26,0.2870998263168786,0.40436595255898394,96.00403081731287,False
27,0.25661781983797805,0.36143354906757474,96.36546436638046,False
28,0.23941074442275173,0.33719823158134055,96.7026625979618,False
29,0.2136922031767437,0.30097493405175174,97.00363753201357,False
30,0.20039280143384747,0.28224338230119367,97.28588091431476,False
31,0.19067704574510025,0.26855921935929616,97.55444013367406,False
32,0.17263976541469883,0.24315459917563223,97.79759473284969,False
33,0.15899528771474028,0.22393702495033846,98.02153175780003,False
34,0.13960915043282207,0.1966326062434114,98.21816436404345,False
35,0.13414338531232334,0.1889343455103146,98.40709870955376,False
36,0.1070220834858169,0.15073532885326327,98.55783403840704,False
37,0.10278170493779397,0.1447629647011183,98.70259700310815,False
38,0.09036982353549343,0.12728144159928656,98.82987844470745,False
39,0.08472080116205735,0.11932507205923573,98.94920351676669,False
40,0.07787141884370884,0.1096780547094491,99.05888157147615,False
41,0.0685316242982352,0.09652341450455665,99.1554049859807,False
42,0.06579215073151423,0.09266500103030176,99.248069987011,False
43,0.061300128267873025,0.08633820882799019,99.33440819583899,False
44,0.05342952930056682,0.07525285816981243,99.40966105400881,False
45,0.047047199678787024,0.06626366151941836,99.47592471552822,False
46,0.04330506056859445,0.06099304305435839,99.53691775858259,False
47,0.04198938717379676,0.05913998193492503,99.59605774051752,False
48,0.0380899617114195,0.053647833396365495,99.64970557391388,False
49,0.03374072741017064,0.04752215128193049,99.69722772519583,False
50,0.0310297849867776,0.04370392251658818,99.7409316477124,False
51,0.02636116143474981,0.037128396386971574,99.77806004409938,False
52,0.02614558459676769,0.03682476703770098,99.81488481113706,False
53,0.021172397779370394,0.02982027856249352,99.84470508969956,False
54,0.017693812245495058,0.02492086231759868,99.86962595201716,False
55,0.014766474626110552,0.020797851586071205,99.89042380360324,False
56,0.013047652058241925,0.01837697472991821,99.90880077833316,False
57,0.011482316592622742,0.01617227689101795,99.92497305522417,False
58,0.009311986590651028,0.013115474071339478,99.9380885292955,False
59,0.007205425892304973,0.010148487172260526,99.94823701646777,False
60,0.00634857016523745,0.008941648120052749,99.95717866458783,False
61,0.005777724547699396,0.00813764020802732,99.96531630479586,False
62,0.004631244423996419,0.006522879470417494,99.97183918426626,False
63,0.004053333245737422,0.005708920064418905,99.97754810433068,False
64,0.003541525080137219,0.004988063493151014,99.98253616782384,False
65,0.003350329127255165,0.004718773418669248,99.98725494124251,False
66,0.0026078739506734394,0.0036730619023569574,99.99092800314487,False
67,0.0024440839537959555,0.0034423717659097974,99.99437037491077,False
68,0.0017273613007668248,0.0024329032405166554,99.99680327815129,False
69,0.0011956505425806483,0.0016840148487051389,99.99848729300001,False
70,0.0006064595998380524,0.0008541684504761303,99.99934146145047,False
71,0.00046756237020805386,0.0006585385495888083,100.00000000000007,False