Code
res
Output
gi cluster e_gi var_gi std_dev p_value p_sim
1 0.89913669 High 0.01180462 4.503839e-06 0.94919168 0.342523134 0.348
2 2.44559803 High 0.01194585 3.022682e-06 2.39811258 0.016479799 0.032
3 2.19765511 High 0.01203848 3.073235e-06 2.08097183 0.037436485 0.044
4 -1.58386904 Low 0.01190140 4.182871e-06 -1.63714001 0.101601218 0.104
5 -1.19024249 Low 0.01207289 7.328672e-06 -1.15139455 0.249569956 0.288
6 -1.65272548 Low 0.01193264 2.701478e-06 -1.58082552 0.113917938 0.112
7 0.57551687 High 0.01185474 5.567839e-06 0.61607267 0.537846558 0.532
8 -1.58439909 Low 0.01183263 5.806398e-06 -1.55413750 0.120151621 0.124
9 0.90873125 Low 0.01193555 3.620082e-06 0.89076835 0.373053456 0.376
10 -2.68632551 Low 0.01194089 3.698043e-06 -2.65966576 0.007821823 0.008
11 -3.02043678 Low 0.01192954 2.672561e-06 -2.87734052 0.004010426 0.008
12 -1.63178016 Low 0.01189627 6.948580e-06 -1.52034656 0.128423897 0.124
13 1.14042156 Low 0.01184827 6.031292e-06 1.17360176 0.240554575 0.252
14 -2.85034709 Low 0.01193703 3.269150e-06 -2.72969498 0.006339295 0.004
15 -0.60106477 High 0.01195454 3.895909e-06 -0.60370128 0.546042264 0.560
16 0.62767259 Low 0.01193882 3.956191e-06 0.58170194 0.560767462 0.564
17 2.34583265 High 0.01188414 3.112418e-06 2.30423806 0.021209284 0.028
18 -0.23351493 Low 0.01194637 3.016409e-06 -0.25437482 0.799206004 0.840
19 1.48657992 High 0.01193219 2.559188e-06 1.44085236 0.149626397 0.136
20 1.27202163 High 0.01203867 6.169034e-06 1.21341839 0.224969897 0.252
21 0.67518806 High 0.01184062 2.815166e-06 0.71523680 0.474462731 0.452
22 -0.61570614 High 0.01185095 2.514571e-06 -0.58181966 0.560688161 0.576
23 0.82904257 Low 0.01194294 1.017885e-05 0.77278937 0.439647046 0.452
24 -1.76309746 Low 0.01209613 3.572813e-06 -1.85736458 0.063259303 0.056
25 0.35597831 Low 0.01203118 3.340471e-06 0.26435238 0.791508406 0.808
26 0.51145726 High 0.01187215 3.270841e-06 0.50555741 0.613167386 0.628
27 1.20613210 High 0.01196559 9.269965e-06 1.18567932 0.235748965 0.244
28 -3.19224149 Low 0.01193334 3.073008e-06 -3.12430195 0.001782275 0.004
29 -2.27166093 Low 0.01177717 3.686529e-06 -1.96992275 0.048847225 0.028
30 -0.97101693 Low 0.01183659 3.478276e-06 -0.85956820 0.390027109 0.424
31 0.09130995 High 0.01203750 5.038126e-06 0.02783864 0.977790849 0.932
32 -2.11710420 Low 0.01205843 4.647893e-06 -2.14876420 0.031653097 0.024
33 2.35105482 High 0.01179458 3.052390e-06 2.38325610 0.017160252 0.016
34 0.69069921 High 0.01181764 3.280335e-06 0.69834877 0.484959106 0.528
35 2.03846618 Low 0.01195277 3.846587e-06 1.94850581 0.051354471 0.052
36 -0.25029955 Low 0.01182836 3.271672e-06 -0.19596447 0.844637975 0.824
37 1.51291830 High 0.01185094 3.465002e-06 1.57154730 0.116055577 0.132
38 0.17292508 Low 0.01176421 5.046804e-06 0.22673599 0.820629042 0.844
39 1.54661891 High 0.01182241 3.150759e-06 1.54844491 0.121515215 0.144
40 -0.18846586 High 0.01178122 2.505743e-06 -0.11027593 0.912190544 0.896
41 -1.25990123 Low 0.01194210 3.860883e-06 -1.23214723 0.217894093 0.216
42 1.12328599 Low 0.01183005 5.175961e-06 1.08746756 0.276830226 0.308
43 0.13188765 Low 0.01197869 2.996076e-06 0.07781589 0.937974506 0.944
44 -1.17234582 Low 0.01181708 2.738458e-06 -1.12996180 0.258492319 0.252
45 -0.97418436 High 0.01189544 2.936905e-06 -0.97468574 0.329716167 0.360
46 -2.26624872 Low 0.01187046 3.717597e-06 -2.16054575 0.030730446 0.028
47 0.93656331 High 0.01188767 2.376087e-06 0.90146277 0.367342319 0.348
48 1.20735613 High 0.01199134 5.373033e-06 1.06737414 0.285802922 0.300
49 1.95967143 Low 0.01190131 2.906992e-06 1.97285502 0.048512083 0.060
50 0.80109909 High 0.01179577 2.898218e-06 0.87416270 0.382029657 0.376
51 2.90206962 High 0.01199674 3.827413e-06 2.76209319 0.005743208 0.008
52 -0.82194240 High 0.01201138 4.590840e-06 -0.86861487 0.385057817 0.412
53 1.44848258 High 0.01172551 4.499475e-06 1.38198642 0.166975870 0.188
54 1.41449154 High 0.01175651 4.654368e-06 1.47082310 0.141338963 0.160
55 -0.11038833 Low 0.01163773 9.079080e-06 -0.02217810 0.982305888 0.976
56 1.48466933 High 0.01189694 3.076991e-06 1.46278058 0.143527428 0.148
57 1.87360166 High 0.01191109 6.544487e-06 1.81384174 0.069702095 0.064
58 0.49230266 High 0.01180406 3.070798e-06 0.54013302 0.589105303 0.616
59 1.62224262 High 0.01203311 3.394914e-06 1.44271501 0.149100769 0.136
60 1.99874530 High 0.01176631 1.022642e-05 1.95709052 0.050336827 0.052
61 1.20076994 Low 0.01208027 3.257576e-06 1.04617201 0.295481623 0.320
62 -0.91758552 Low 0.01192461 6.294842e-06 -0.91314436 0.361166622 0.388
63 -0.49604092 Low 0.01182620 6.249136e-06 -0.45566068 0.648634002 0.720
64 -1.83159505 Low 0.01197315 9.144901e-06 -1.82448622 0.068078598 0.060
65 -1.06785835 Low 0.01184414 4.635480e-06 -1.01991030 0.307771003 0.368
66 -0.90116736 Low 0.01184075 8.377684e-06 -0.90620328 0.364828269 0.360
67 1.64951785 Low 0.01195096 4.982519e-06 1.55711983 0.119442037 0.116
68 0.97024971 High 0.01185953 3.547892e-06 1.00315174 0.315787656 0.324
69 2.51701143 High 0.01196277 2.874285e-06 2.31145290 0.020807852 0.032
70 1.73330273 High 0.01191205 3.298610e-06 1.61710259 0.105856139 0.136
71 -0.52720579 Low 0.01169824 9.301397e-06 -0.45713679 0.647572731 0.680
72 1.33166214 Low 0.01193737 5.975749e-06 1.33753850 0.181046923 0.216
73 -0.39070266 High 0.01198207 2.380843e-06 -0.42331223 0.672067472 0.728
74 -0.12130783 Low 0.01191728 3.006534e-06 -0.12645409 0.899372488 0.912
75 0.58466877 Low 0.01190630 4.004643e-06 0.55348724 0.579929815 0.580
76 1.51479537 High 0.01196133 3.515675e-06 1.48402654 0.137801881 0.168
77 -1.89997689 Low 0.01197374 3.871338e-06 -1.85162541 0.064079632 0.068
78 -1.89490257 Low 0.01193974 3.476877e-06 -1.75891332 0.078592232 0.088
79 -1.62643559 Low 0.01188829 6.197102e-06 -1.60050322 0.109486993 0.076
80 -2.59370206 Low 0.01179942 2.940199e-06 -2.52273050 0.011644761 0.016
81 0.44068598 High 0.01181152 5.171837e-06 0.45527571 0.648910898 0.688
82 1.19921375 Low 0.01194466 3.253492e-06 1.11677603 0.264090100 0.292
83 1.51446442 Low 0.01192641 2.932016e-06 1.50542974 0.132213627 0.132
84 -0.02556668 Low 0.01182844 3.055448e-06 0.01848663 0.985250646 0.932
85 1.06473485 Low 0.01191708 3.791547e-06 1.03059760 0.302729563 0.324
p_folded_sim skewness kurtosis
1 0.174 0.007245389 -0.360173023
2 0.016 0.152618790 0.244747195
3 0.022 0.137317529 -0.330968696
4 0.052 0.143538052 -0.368283125
5 0.144 0.145814313 -0.209181186
6 0.056 0.035894144 -0.407680485
7 0.266 0.079756962 -0.179999054
8 0.062 0.165641679 -0.072360162
9 0.188 0.054962824 -0.016573246
10 0.004 0.065076521 -0.124726486
11 0.004 0.052862291 0.120015663
12 0.062 0.089996071 -0.401969022
13 0.126 0.214206850 -0.024087059
14 0.002 0.130377400 -0.070569614
15 0.280 0.259851124 -0.182095927
16 0.282 0.086270120 -0.031771744
17 0.014 0.077199313 -0.221855884
18 0.420 0.294145746 -0.019734549
19 0.068 0.074480956 -0.128579922
20 0.126 0.131775079 -0.310839021
21 0.226 0.126265848 -0.253861507
22 0.288 0.151200088 -0.251660814
23 0.226 0.051653740 -0.194484709
24 0.028 0.111190037 0.074240593
25 0.404 0.120128348 -0.144758529
26 0.314 0.087937374 0.301874024
27 0.122 0.130337973 -0.192884959
28 0.002 0.193801787 0.054980590
29 0.014 0.225050127 -0.293473132
30 0.212 -0.010722079 -0.413732317
31 0.466 0.202751010 -0.250165014
32 0.012 0.022842199 0.088964812
33 0.008 0.110243280 -0.457323692
34 0.264 0.047977327 -0.538195742
35 0.026 -0.011599964 -0.351956450
36 0.412 -0.080804899 -0.167870027
37 0.066 0.010543748 -0.557251499
38 0.422 0.138980483 -0.391235961
39 0.072 0.236308653 -0.105514133
40 0.448 0.038182846 -0.202923212
41 0.108 0.201113157 0.314235725
42 0.154 0.054385205 -0.504198804
43 0.472 -0.071396216 -0.362495553
44 0.126 0.167108587 -0.191748347
45 0.180 0.211271199 -0.261911269
46 0.014 0.057889474 -0.313655184
47 0.174 0.219603538 -0.198431410
48 0.150 -0.012923043 -0.080152425
49 0.030 0.010255913 -0.163385122
50 0.188 -0.021802692 -0.124305341
51 0.004 -0.005868798 -0.379627118
52 0.206 -0.036255977 -0.313312516
53 0.094 0.313789933 -0.035192653
54 0.080 0.086902223 -0.226811072
55 0.488 0.124762304 -0.334834808
56 0.074 0.176355045 -0.013634040
57 0.032 -0.012684935 0.060132050
58 0.308 0.069686583 -0.312395680
59 0.068 -0.165617763 -0.004199867
60 0.026 0.085472403 -0.492086675
61 0.160 0.077353981 -0.023076077
62 0.194 0.098083390 -0.299268935
63 0.360 0.084615199 -0.372962004
64 0.030 0.149913841 -0.371264787
65 0.184 0.081878824 -0.250937763
66 0.180 0.143631281 -0.018923686
67 0.058 0.001169680 -0.320940092
68 0.162 0.084260376 -0.189176028
69 0.016 0.155434120 -0.134621656
70 0.068 0.221317852 -0.227611705
71 0.340 0.140988524 -0.275538776
72 0.108 0.110039033 -0.352331534
73 0.364 0.107962424 -0.424016130
74 0.456 0.096062740 -0.113058140
75 0.290 -0.034939966 -0.069528754
76 0.084 0.034021118 -0.412336794
77 0.034 0.152390072 -0.082896534
78 0.044 0.065504469 -0.040413903
79 0.038 0.210445320 -0.335403144
80 0.008 -0.180669484 -0.227778460
81 0.344 0.056070085 -0.162172929
82 0.146 0.006032065 -0.323456534
83 0.066 -0.195307837 -0.125544253
84 0.466 0.186362226 -0.224498899
85 0.162 0.119432394 0.005678830
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