Package Comparison Details, by dataset
| Table of Contents |
|---|
Female Mouse Liver (UCLA Tutorial)
...
| Power | p-value | Adj R^2 | Truncated Adj R^2 | slope | mean(k) | median(k) | max(k) |
|
| Power | SFT.R.sq | slope | truncated.R.sq | mean.k. | median.k. | max.k. |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 1 | -1 | 0.707 | 0.991 | 1.18 | 700 | 700 | 1120 |
| 1 | 1 | 0.737 | 1.14 | 0.994 | 700 | 700 | 1120 |
2 | 1.5 | -1 | 0.231 | 0.969 | 0.332 | 440 | 424 | 840 |
| 2 | 1.5 | 0.252 | 0.298 | 0.979 | 440 | 424 | 840 |
3 | 2 | -1 | 0.0114 | 0.903 | -0.136 | 296 | 269 | 668 |
| 3 | 2 | 0.12 | -0.164 | 0.917 | 296 | 269 | 668 |
4 | 2.5 | -1 | 0.523 | 0.921 | -0.444 | 209 | 178 | 549 |
| 4 | 2.5 | 0.623 | -0.491 | 0.901 | 209 | 178 | 549 |
5 | 3 | -1 | 0.749 | 0.914 | -0.66 | 153 | 120 | 463 |
| 5 | 3 | 0.788 | -0.683 | 0.904 | 153 | 120 | 463 |
6 | 3.5 | -1 | 0.819 | 0.892 | -0.798 | 115 | 83.7 | 399 |
| 6 | 3.5 | 0.863 | -0.857 | 0.889 | 115 | 83.7 | 399 |
7 | 4 | -1 | 0.864 | 0.892 | -0.918 | 89.5 | 59.4 | 351 |
| 7 | 4 | 0.895 | -0.952 | 0.894 | 89.5 | 59.4 | 351 |
8 | 4.5 | -1 | 0.884 | 0.888 | -1.01 | 70.9 | 42.2 | 313 |
| 8 | 4.5 | 0.906 | -1.04 | 0.887 | 70.9 | 42.2 | 313 |
9 | 5 | -1 | 0.879 | 0.872 | -1.08 | 57.3 | 30.5 | 283 |
| 9 | 5 | 0.917 | -1.09 | 0.894 | 57.3 | 30.5 | 283 |
10 | 5.5 | -1 | 0.887 | 0.878 | -1.12 | 47.1 | 22.6 | 258 |
| 10 | 5.5 | 0.903 | -1.13 | 0.876 | 47.1 | 22.6 | 258 |
11 | 6 | -1 | 0.872 | 0.864 | -1.14 | 39.3 | 16.8 | 237 |
| 11 | 6 | 0.894 | -1.14 | 0.872 | 39.3 | 16.8 | 237 |
12 | 6.5 | -1 | 0.853 | 0.849 | -1.16 | 33.2 | 12.5 | 220 |
| 12 | 6.5 | 0.877 | -1.17 | 0.861 | 33.2 | 12.5 | 220 |
13 | 7 | -1 | 0.849 | 0.857 | -1.16 | 28.5 | 9.75 | 205 |
| 13 | 7 | 0.868 | -1.17 | 0.863 | 28.5 | 9.75 | 205 |
14 | 7.5 | -1 | 0.836 | 0.861 | -1.16 | 24.7 | 7.44 | 193 |
| 14 | 7.5 | 0.869 | -1.16 | 0.888 | 24.7 | 7.44 | 193 |
15 | 8 | -1 | 0.831 | 0.873 | -1.15 | 21.6 | 5.73 | 182 |
| 15 | 8 | 0.86 | -1.15 | 0.89 | 21.6 | 5.73 | 182 |
16 | 8.5 | -1 | 0.807 | 0.87 | -1.15 | 19.1 | 4.43 | 172 |
| 16 | 8.5 | 0.84 | -1.15 | 0.89 | 19.1 | 4.43 | 172 |
17 | 9 | -1 | 0.78 | 0.858 | -1.14 | 17 | 3.49 | 164 |
| 17 | 9 | 0.828 | -1.13 | 0.896 | 17 | 3.49 | 164 |
18 | 9.5 | -1 | 0.792 | 0.889 | -1.11 | 15.3 | 2.75 | 156 |
| 18 | 9.5 | 0.825 | -1.1 | 0.912 | 15.3 | 2.75 | 156 |
19 | 10 | -1 | 0.782 | 0.906 | -1.09 | 13.9 | 2.18 | 149 |
| 19 | 10 | 0.806 | -1.09 | 0.915 | 13.9 | 2.18 | 149 |
20 | 10.5 | -1 | 0.759 | 0.897 | -1.07 | 12.7 | 1.74 | 143 |
| 20 | 10.5 | 0.8 | -1.08 | 0.921 | 12.7 | 1.74 | 143 |
21 | 11 | -1 | 0.747 | 0.902 | -1.06 | 11.6 | 1.4 | 138 |
| 21 | 11 | 0.789 | -1.06 | 0.933 | 11.6 | 1.4 | 138 |
22 | 11.5 | -1 | 0.752 | 0.914 | -1.04 | 10.7 | 1.14 | 133 |
| 22 | 11.5 | 0.779 | -1.04 | 0.935 | 10.7 | 1.14 | 133 |
23 | 12 | -1 | 0.743 | 0.924 | -1.01 | 9.91 | 0.926 | 128 |
| 23 | 12 | 0.779 | -1.02 | 0.947 | 9.91 | 0.926 | 128 |
...
Unequal beta, module diff=44% | identical Identical beta, module diff=0.9% |
|---|---|
turquoise blue grey | turquoise blue grey |
...
Cut | p-value | Adj R^2 | Truncated Adj R^2 | slope | mean(k) | median(k) | max(k) | Power | SFT.R.sq | slope | truncated.R.sq | mean.k. | median.k. | max.k. |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | -1 | 0.0227 | 0.628 | 0.245 | 1120 | 1080 | 2090 | 1 | 0.076261431 | 0.197158442 | 0.578527312 | 1124.638974 | 1080.609612 | 2089.60932 |
1.5 | -1 | 0.303 | 0.63 | -0.361 | 664 | 583 | 1560 | 1.5 | 0.48169911 | -0.404715749 | 0.667548985 | 664.3731336 | 582.9224274 | 1556.715216 |
2 | -1 | 0.693 | 0.795 | -0.657 | 427 | 330 | 1220 | 2 | 0.804272633 | -0.671388746 | 0.848889263 | 426.8848938 | 329.8816149 | 1215.968849 |
2.5 | -1 | 0.794 | 0.851 | -0.821 | 292 | 195 | 988 | 2.5 | 0.83774129 | -0.824722962 | 0.860045069 | 291.5785624 | 194.5178802 | 987.8658261 |
3 | -1 | 0.803 | 0.858 | -0.921 | 209 | 121 | 822 | 3 | 0.835678099 | -0.929654091 | 0.857157416 | 208.5830425 | 120.747754 | 822.3388256 |
3.5 | -1 | 0.778 | 0.843 | -1.01 | 155 | 77.7 | 697 | 3.5 | 0.854303701 | -0.991173832 | 0.88464139 | 154.6909499 | 77.68335319 | 697.1742337 |
4 | -1 | 0.797 | 0.86 | -1.06 | 118 | 50.4 | 600 | 4 | 0.858882119 | -1.038499794 | 0.896861118 | 118.0810366 | 50.39027229 | 599.5206128 |
4.5 | -1 | 0.805 | 0.875 | -1.1 | 92.3 | 33.2 | 521 | 4.5 | 0.838656539 | -1.088724946 | 0.885484443 | 92.28466832 | 33.16210354 | 521.4428092 |
5 | -1 | 0.806 | 0.881 | -1.14 | 73.6 | 22.7 | 458 | 5 | 0.825292656 | -1.128907991 | 0.87822147 | 73.55040348 | 22.67682493 | 457.77922 |
5.5 | -1 | 0.796 | 0.881 | -1.17 | 59.6 | 15.6 | 405 | 5.5 | 0.83215391 | -1.150386899 | 0.897853335 | 59.59567098 | 15.64824143 | 405.0274823 |
6 | -1 | 0.804 | 0.895 | -1.2 | 49 | 11.1 | 361 | 6 | 0.845996532 | -1.170462192 | 0.912613381 | 48.974624 | 11.08447179 | 360.7272536 |
6.5 | -1 | 0.802 | 0.902 | -1.22 | 40.7 | 8.15 | 323 | 6.5 | 0.847401052 | -1.190785046 | 0.919920844 | 40.73957671 | 8.15415001 | 323.099656 |
7 | -1 | 0.82 | 0.916 | -1.23 | 34.3 | 6 | 291 | 7 | 0.852903615 | -1.206125559 | 0.930763629 | 34.25083811 | 6.002829394 | 290.8269204 |
7.5 | -1 | 0.824 | 0.925 | -1.25 | 29.1 | 4.56 | 263 | 7.5 | 0.853122377 | -1.223895553 | 0.937931424 | 29.06544208 | 4.562225559 | 262.9124211 |
8 | -1 | 0.828 | 0.933 | -1.26 | 24.9 | 3.46 | 239 | 8 | 0.852375009 | -1.242759963 | 0.940436732 | 24.8696934 | 3.456350492 | 238.5887885 |
8.5 | -1 | 0.837 | 0.943 | -1.28 | 21.4 | 2.68 | 217 | 8.5 | 0.864808 | -1.252939098 | 0.94865967 | 21.43698937 | 2.680344008 | 217.2558463 |
9 | -1 | 0.845 | 0.948 | -1.29 | 18.6 | 2.14 | 198 | 9 | 0.868297799 | -1.270639687 | 0.954031038 | 18.60071642 | 2.140872759 | 198.437645 |
9.5 | -1 | 0.844 | 0.948 | -1.31 | 16.2 | 1.79 | 182 | 9.5 | 0.865440466 | -1.29104469 | 0.95381823 | 16.2364064 | 1.79054592 | 181.7520694 |
10 | -1 | 0.845 | 0.952 | -1.33 | 14.2 | 1.55 | 167 | 10 | 0.867269282 | -1.305137195 | 0.956043538 | 14.24973176 | 1.546465871 | 166.888929 |
10.5 | -1 | 0.828 | 0.937 | -1.36 | 12.6 | 1.34 | 154 | 10.5 | 0.844737719 | -1.338309611 | 0.935054066 | 12.5682699 | 1.342608295 | 153.5938942 |
11 | -1 | 0.839 | 0.945 | -1.37 | 11.1 | 1.15 | 142 | 11 | 0.852293764 | -1.338837015 | 0.942845287 | 11.13575271 | 1.153365724 | 141.6565405 |
11.5 | -1 | 0.798 | 0.908 | -1.41 | 9.91 | 1.02 | 131 | 11.5 | 0.822451916 | -1.370539998 | 0.915807049 | 9.907986177 | 1.023113579 | 130.9013282 |
12 | -1 | 0.805 | 0.911 | -1.42 | 8.85 | 0.917 | 121 | 12 | 0.831943361 | -1.384756316 | 0.921983468 | 8.849912231 | 0.91731928 | 121.1807115 |
...
Unequal beta, module diff=11% | identical Identical beta, module diff=0.5% |
|---|---|
turquoise blue brown yellow green grey | turquoise blue brown yellow green grey |
Human liver cohort, top 5K genes
Soft Threshold Choice
...
Cut
...
p-value
...
Adj R^2
...
Truncated Adj R^2
...
slope
...
mean(k)
...
median(k)
...
max(k)
...
...
Power
...
SFT.R.sq
...
slope
...
truncated.R.sq
...
mean.k.
...
median.k.
...
max.k.
...
1
...
-1
...
-0.0645
...
0.877
...
0.289
...
632
...
622
...
1080
...
1
...
1
...
0.0123
...
0.288
...
0.883
...
632
...
622
...
1080
...
1.5
...
-1
...
-0.0291
...
0.911
...
-0.454
...
283
...
272
...
611
...
2
...
1.5
...
0.0733
...
-0.581
...
0.905
...
283
...
272
...
611
...
2
...
-1
...
0.149
...
0.935
...
-0.972
...
140
...
131
...
367
...
3
...
2
...
0.227
...
-0.993
...
0.947
...
140
...
131
...
367
...
2.5
...
-1
...
0.296
...
0.953
...
-1.29
...
74.3
...
66.5
...
231
...
4
...
2.5
...
0.398
...
-1.38
...
0.965
...
74.3
...
66.5
...
231
...
3
...
-1
...
0.416
...
0.956
...
-1.53
...
41.9
...
35.5
...
150
...
5
...
3
...
0.543
...
-1.75
...
0.964
...
41.9
...
35.5
...
150
...
Modules
Identical beta, module diff=1.0%
grey turquoise blue brown yellow green red black
grey 3573 0 0 0 0 0 0 0
turquoise 30 730 0 0 0 0 0 0
blue 0 0 261 0 0 0 0 0
brown 0 0 0 136 0 0 0 0
yellow 0 0 0 0 100 0 0 0
green 0 0 0 0 0 88 0 0
red 0 0 0 0 0 0 51 0
black 0 0 0 0 0 0 0 43
Comparison to published results
Module membership of P450 genes in the published Genome Research paper (as gathered from the supplemental materials):
NOT P450
grey 2005 9
turquoise 1314 47
blue 617 0
brown 451 0
yellow 192 0
green 106 0
red 75 0
black 71 0
pink 70 0
magenta 55 0
i.e. 47/56 are grouped into a single module and the remaining 6 are in no module.
Comparison of newly run Sage code to published modules:
grey turquoise brown blue green yellow red pink black magenta
grey 2006 677 259 250 106 104 71 70 48 12
turquoise 4 680 7 16 0 0 2 0 21 0
blue 4 2 2 253 0 0 0 0 0 0
brown 0 2 132 0 0 0 2 0 0 0
yellow 0 0 0 98 0 0 0 0 2 0
green 0 0 0 0 0 88 0 0 0 0
red 0 0 51 0 0 0 0 0 0 0
black 0 0 0 0 0 0 0 0 0 43
There is 39% difference. Checking the P450 genes:
NOT P450
grey 3580 23
turquoise 697 33
blue 261 0
brown 136 0
yellow 100 0
green 88 0
red 51 0
black 43 0
only 33 are grouped together, the remaining ones are unclustered.
The publication says beta was set to 5.5, not 11. The regression statistics for selecting beta are below, where "Cut" is the value of beta and "Adj R^2" is the value which should exceed a chosen threshold. When the threshold is set to the nominal value of 0.90 , beta=11 is the smallest value for which "Adj R^2" exceeds the threshold. The value of 5.5 would be selected if the threshold were set to 0.80.
Cut | p-value | Adj R^2 | Truncated Adj R^2 | slope | mean(k) | median(k) | max(k) | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | -1 | 0.12 | 0.871 | 0.841 | 949 | 939 | 1640 | ||||||||||||||||
1.5 | -1 | -0.0707 | 0.854 | -0.11 | 508 | 486 | 1110 | ||||||||||||||||
2 | -1 | 0.164 | 0.895 | -0.688 | 294 | 268 | 787 | ||||||||||||||||
2.5 | -1 | 0.535 41 | 0.968 939 | -1.67 03 | 24.9 | 19.9 | 100 | 6 | 3.5 | 0.63 181 | 156 | 583 | |||||||||||
3 | -1 .86 | 0.966 | 24.9 | 19.9 | 100 | 4 554 | 0.953 | -1.28 | 117 | 94.7 | 445 | ||||||||||||
3.5 | -1 | 0.675 656 | 0.977 966 | -1.57 47 | 79 | 15 59.7 | 347 | ||||||||||||||||
4 | 11.5 | 68.9 | 7 | 4 | 0.761 -1 | 0.713 | 0.973 | -1.71 58 | 0 54.984 9 | 15 38.4 | 11.5 | 68.9 276 | |||||||||||
4.5 | -1 | 0.767 76 | 0.961 981 | -1.96 67 | 9 39.86 3 | 6 25.94 | 57.2 | 8 | 4.5 3 | 223 | |||||||||||||
5 | -1 | 0.786 | 0.817 983 | -21.05 72 | 0 28.956 8 | 9.86 | 6.94 | 57.2 | 17 | 182 | |||||||||||||
5.5 | -1 | 0.832 801 | 0.95 983 | -21.14 75 | 621.53 5 | 411.33 7 48.7 | 150 | ||||||||||||||||
9 6 | 5 -1 | 0.852 821 | -2 0.18 987 0 | -1.93 78 | 6 16.53 4 | 4 8.33 48.7 | 125 | ||||||||||||||||
5 6.5 | -1 | 0.888 825 | 0.951 979 | -21.15 79 | 4 12.46 7 | 2 6.74 | 41.9 | 10 | 5.5 04 | 104 | |||||||||||||
7 | -1 | 0.824 | 0.904969 | -21.198 0.95 | 10 | 4.465 | 2 88.741 | ||||||||||||||||
41 7.95 | 6 | -1 | 0.892 83 | 0.927 971 | -2.15 1.8 | 8.03 | 3.12 35 | 1 74.8 | 36.3 | 11 | |||||||||||||
6 8 | -1 | 0.835 | 0.912 977 | -21.17 79 | 0 6.931 52 | 3 2.12 54 | 1 63.8 | 36.3 | 69 | ||||||||||||||
8.5 | -1 | 0.907843 | 0.922983 | -21.1177 2 | 5.2436 | 1.293 | 31 54.6 | 12 | 6.5 8 | ||||||||||||||
9 | -1 | 0.849 | 0.951 984 | -21.07 74 | 0 4.958 45 | 2 1.24 53 | 1 47.2 | ||||||||||||||||
31 9.6 7 5 | -1 | 0.926 845 | 0.935 975 | -21.04 72 1 | 3.65 75 | 0 1.821 22 | 27 40.7 9 | ||||||||||||||||
13 10 | 7 -1 | 0.943 859 | -2 0.02 976 0 | -1.942 66 1 | 3.65 19 | 0.821 994 | 27 35.7 5 | ||||||||||||||||
7 10.5 | -1 | 0.925 873 | 0.929 973 | -1.98 61 1 | 2.23 74 | 0.568 | 24.4 | 14 | 7.5 835 | 31 | |||||||||||||
11 | -1 | 0.904 | 0.967 98 | -1.92 53 | 02.962 38 | 10.23 694 0 | 27.568 1 | ||||||||||||||||
24 11.4 5 | 8 | -1 | 0.923 907 | 0.923 983 | -1.91 53 | 0 2.945 08 | 0.394 564 | 21 24.6 | 15 | 8 | 0.964 7 | ||||||||||||
12 | -1 .85 | 0.956 877 | 0.945 | 0.394 | 21.6 | 8.5 | 963 | -1 | 0.927 | 0.924 | -.58 | 1.85 84 | 0.737 462 0 | 23.276 | 19.1 | 16 | 8.5 | 0.978 | -1.77 | 0.972 | 0.737 | 0.276 | 19.1 |
9 | -1 | 0.949 | 0.946 | -1.77 | 0.585 | 0.196 | 17 | 17 | 9 | 0.979 | -1.7 | 0.973 | 0.585 | 0.196 | 17 | ||||||||
9.5 | -1 | 0.964 | 0.961 | -1.69 | 0.472 | 0.141 | 15.2 | 18 | 9.5 | 0.976 | -1.65 | 0.969 | 0.472 | 0.141 | 15.2 | ||||||||
10 | -1 | 0.962 | 0.958 | -1.63 | 0.387 | 0.101 | 13.6 | 19 | 10 | 0.974 | -1.58 | 0.967 | 0.387 | 0.101 | 13.6 | ||||||||
10.5 | -1 | 0.942 | 0.938 | -1.59 | 0.322 | 0.0741 | 12.2 | 20 | 10.5 | 0.971 | -1.54 | 0.962 | 0.322 | 0.0741 | 12.2 | ||||||||
11 | -1 | 0.933 | 0.928 | -1.54 | 0.272 | 0.0546 | 11 | 21 | 11 | 0.988 | -1.47 | 0.985 | 0.272 | 0.0546 | 11 | ||||||||
11.5 | -1 | 0.935 | 0.93 | -1.49 | 0.232 | 0.0404 | 9.96 | 22 | 11.5 | 0.989 | -1.42 | 0.986 | 0.232 | 0.0404 | 9.96 | ||||||||
12 | -1 | 0.92 | 0.913 | -1.45 | 0.201 | 0.0297 | 9.02 | 23 | 12 | 0.991 | -1.37 | 0.988 | 0.201 | 0.0297 | 9.02 |
Modules
Unequal beta, module diff=33%:
grey turquoise blue brown yellow green black red
grey 2938 4 9 3 4 0 1 5
turquoise 52 346 0 0 0 0 0 0
blue 177 0 197 0 0 0 0 0
brown 155 0 17 0 0 0 0 0
green 134 0 0 1 0 0 0 0
yellow 77 0 0 70 0 0 0 0
red 74 0 0 0 0 58 0 0
pink 30 0 1 0 66 0 0 0
black 58 0 0 51 0 0 0 13
purple 52 0 0 0 0 0 0 0
greenyellow 50 0 0 0 0 0 0 0
tan 49 0 0 0 0 0 0 0
magenta 12 0 0 0 0 0 45 0
salmon 42 0 0 0 0 2 0 0
midnightblue 37 0 0 0 0 0 0 0
lightcyan 36 0 0 0 0 0 0 0
grey60 33 0 0 0 0 0 0 0
cyan 5 0 0 0 0 0 0 33
lightgreen 32 0 0 0 0 0 0 0
lightyellow 31 0 0 0 0 0 0 0
4 |
We reran the Sage code with beta=5.5:
grey blue turquoise brown yellow green red black pink magenta
grey 971 0 0 0 0 0 0 0 0 0
blue 4 617 0 0 0 0 0 0 0 0
brown 0 0 602 0 0 0 0 0 0 0
turquoise 170 0 0 439 0 0 75 0 0 0
yellow 5 0 347 0 0 0 0 0 0 0
green 0 0 272 0 0 0 0 0 0 0
red 39 0 0 0 192 0 0 0 0 0
magenta 148 0 0 0 0 0 0 0 0 0
black 126 0 0 12 0 0 0 0 70 0
pink 58 0 0 0 0 106 0 0 0 0
purple 0 0 104 0 0 0 0 0 0 0
tan 80 0 0 0 0 0 0 0 0 0
greenyellow 18 0 0 0 0 0 0 71 0 0
salmon 59 0 0 0 0 0 0 0 0 0
cyan 56 0 0 0 0 0 0 0 0 0
midnightblue 0 0 0 0 0 0 0 0 0 55
lightcyan 45 0 0 0 0 0 0 0 0 0
lightgreen 44 0 0 0 0 0 0 0 0 0
grey60 44 0 0 0 0 0 0 0 0 0
lightyellow 39 0 0 0 0 0 0 0 0 0
coral 38 0 0 0 0 0 0 0 0 0
sienna 0 0 36 0 0 0 0 0 0 0
gold 36 0 0 0 0 0 0 0 0 0
peru 34 0 0 0 0 0 0 0 0 0
and still got 18% difference in module membership. Checking the P450 genes:
NOT P450
grey 966 5
turquoise 682 2
blue 621 0
brown 591 11
yellow 349 3
green 244 28
red 231 0
black 208 0
pink 164 0
magenta 148 0
purple 101 3
greenyellow 89 0
tan 80 0
salmon 59 0
cyan 56 0
midnightblue 55 0
lightcyan 45 0
lightgreen 44 0
grey60 44 0
lightyellow 39 0
coral 38 0
sienna 34 2
peru 34 0
gold 34 2
i.e. 28 are grouped together. The rest are scattered across modules.
PARC
Modules
Unequal beta, module diff=4.7% | identical beta, module diff=0.6% |
|---|---|
grey turquoise brown blue yellow red green black magenta purple greenyellow pink | grey turquoise blue brown yellow green black red pink magenta purple greenyellow |
Methylation (full set)
Soft Threshold Choice
Cut | p-value | Adj R^2 | Truncated Adj R^2 | slope | mean(k) | median(k) | max(k) | Power | SFT.R.sq | slope | truncated.R.sq | mean.k. | median.k. | max.k. |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | -1 | -0.00512 | -0.0562 | 0.247 | 2120 | 2230 | 3640 | 1 | 0.039759972 | 0.169460948 | -0.042121587 | 7249.755797 | 7583.706845 | 12508.45604 |
1.5 | -1 | 0.0167 | 0.413 | -0.215 | 1410 | 1350 | 2880 | 1.5 | 0.140389955 | -0.269553255 | 0.59303507 | 4828.992487 | 4542.145536 | 10029.03836 |
2 | -1 | 0.184 | 0.688 | -0.366 | 1020 | 845 | 2400 | 2 | 0.276562808 | -0.390168503 | 0.631322022 | 3491.738926 | 2824.215768 | 8386.544599 |
2.5 | -1 | 0.257 | 0.645 | -0.414 | 778 | 541 | 2040 | 2.5 | 0.362446542 | -0.458433391 | 0.523661313 | 2655.348672 | 1808.299631 | 7173.887246 |
3 | -1 | 0.323 | 0.563 | -0.453 | 611 | 356 | 1760 | 3 | 0.42871745 | -0.515750913 | 0.431061197 | 2086.334341 | 1176.893287 | 6223.960796 |
3.5 | -1 | 0.386 | 0.51 | -0.49 | 491 | 238 | 1540 | 3.5 | 0.46604534 | -0.560354757 | 0.369873339 | 1676.348853 | 781.2514422 | 5452.12826 |
4 | -1 | 0.451 | 0.509 | -0.516 | 401 | 160 | 1350 | 4 | 0.493523645 | -0.60630005 | 0.358279952 | 1368.885142 | 527.8374153 | 4809.805129 |
4.5 | -1 | 0.504 | 0.513 | -0.545 | 331 | 112 | 1190 | 4.5 | 0.51122219 | -0.643452727 | 0.371756376 | 1131.587843 | 368.4541959 | 4266.321824 |
5 | -1 | 0.542 | 0.521 | -0.577 | 276 | 81 | 1050 | 5 | 0.522934331 | -0.681405777 | 0.399981701 | 944.5030783 | 259.4558865 | 3800.880221 |
5.5 | -1 | 0.571 | 0.536 | -0.608 | 232 | 57.9 | 939 | 5.5 | 0.532765178 | -0.72250099 | 0.440336737 | 794.5816675 | 186.1875426 | 3398.594443 |
6 | -1 | 0.588 | 0.556 | -0.636 | 196 | 42.3 | 838 | 6 | 0.543038666 | -0.754901305 | 0.481364519 | 672.8857753 | 135.1591844 | 3048.3654 |
6.5 | -1 | 0.612 | 0.591 | -0.664 | 167 | 30.8 | 750 | 6.5 | 0.546592526 | -0.787367292 | 0.521630192 | 573.065346 | 99.6082135 | 2741.653967 |
7 | -1 | 0.635 | 0.628 | -0.688 | 143 | 23 | 673 | 7 | 0.546688103 | -0.824100826 | 0.556997344 | 490.4753338 | 72.92787987 | 2471.728523 |
7.5 | -1 | 0.634 | 0.646 | -0.724 | 123 | 17.1 | 606 | 7.5 | 0.540586249 | -0.867631489 | 0.58655908 | 421.6371568 | 54.2456294 | 2233.179306 |
8 | -1 | 0.652 | 0.682 | -0.744 | 106 | 12.7 | 547 | 8 | 0.548418618 | -0.896985225 | 0.619099353 | 363.8954176 | 40.26400042 | 2021.591247 |
8.5 | -1 | 0.646 | 0.691 | -0.776 | 91.5 | 9.69 | 494 | 8.5 | 0.564768173 | -0.919427493 | 0.659981637 | 315.1907849 | 30.24453177 | 1833.315466 |
9 | -1 | 0.65 | 0.714 | -0.803 | 79.5 | 7.35 | 448 | 9 | 0.571866178 | -0.945524396 | 0.689291949 | 273.9048972 | 22.6602808 | 1665.30474 |
9.5 | -1 | 0.633 | 0.716 | -0.84 | 69.2 | 5.47 | 406 | 9.5 | 0.573099177 | -0.977455448 | 0.712350288 | 238.7515604 | 17.41343565 | 1514.991934 |
10 | -1 | 0.625 | 0.727 | -0.867 | 60.5 | 4.25 | 369 | 10 | 0.578839688 | -1.000683008 | 0.734565322 | 208.6986492 | 13.25463367 | 1380.198191 |
10.5 | -1 | 0.626 | 0.742 | -0.893 | 53 | 3.29 | 336 | 10.5 | 0.588455603 | -1.026903911 | 0.755386914 | 182.9109323 | 10.10196054 | 1259.062284 |
11 | -1 | 0.643 | 0.769 | -0.905 | 46.5 | 2.61 | 306 | 11 | 0.597054452 | -1.052133963 | 0.775670911 | 160.707503 | 7.788443435 | 1149.985372 |
11.5 | -1 | 0.657 | 0.79 | -0.926 | 40.9 | 2.05 | 279 | 11.5 | 0.608963051 | -1.071230234 | 0.793960474 | 141.5296132 | 6.067481982 | 1051.587206 |
12 | -1 | 0.669 | 0.809 | -0.941 | 36.1 | 1.57 | 255 | 12 | 0.605496603 | -1.104019616 | 0.800156429 | 124.9160557 | 4.734398295 | 962.6709874 |
Modules
Unequal beta, module diff=14% | Identical beta, module diff=0.2% |
|---|---|
turquoise grey blue brown yellow green red pink magenta black purple | turquoise grey blue brown yellow green red black pink magenta purple |