Box-Cox Normality Plot | |
# observations x | 50 |
maximum correlation | 0.98115347693728 |
optimal lambda | -1.25 |
transformation formula | for all lambda <> 0 : T(Y) = (Y^lambda - 1) / lambda |
Obs. | Original | Transformed |
1 | 12 | 0.764181002272549 |
2 | 14 | 0.770458676916733 |
3 | 56 | 0.79477778253065 |
4 | 20 | 0.781085167819936 |
5 | 15 | 0.772899586765087 |
6 | 16 | 0.775 |
7 | 17.5 | 0.777649233260119 |
8 | 18 | 0.778422587924119 |
9 | 19 | 0.779832689455007 |
10 | 20 | 0.781085167819936 |
11 | 15 | 0.772899586765087 |
12 | 16 | 0.775 |
13 | 17 | 0.776824514799743 |
14 | 18 | 0.778422587924119 |
15 | 19 | 0.779832689455007 |
16 | 20 | 0.781085167819936 |
17 | 15 | 0.772899586765087 |
18 | 16 | 0.775 |
19 | 17 | 0.776824514799743 |
20 | 14 | 0.770458676916733 |
21 | 16 | 0.775 |
22 | 18.5 | 0.779149074983456 |
23 | 19.5 | 0.780476992424974 |
24 | 15.5 | 0.773987903033469 |
25 | 16.5 | 0.775943355149865 |
26 | 17 | 0.776824514799743 |
27 | 18.5 | 0.779149074983456 |
28 | 19.5 | 0.780476992424974 |
29 | 22 | 0.783209577056578 |
30 | 42 | 0.792517816173324 |
31 | 32 | 0.789488794809329 |
32 | 34 | 0.790255908786669 |
33 | 32 | 0.789488794809329 |
34 | 26 | 0.786373845714796 |
35 | 38 | 0.791520690428704 |
36 | 36 | 0.79092781576747 |
37 | 24.6 | 0.785397705498621 |
38 | 35 | 0.790602660185131 |
39 | 35 | 0.790602660185131 |
40 | 21 | 0.782204267515116 |
41 | 29 | 0.788112446359754 |
42 | 18 | 0.778422587924119 |
43 | 22 | 0.783209577056578 |
44 | 34 | 0.790255908786669 |
45 | 21 | 0.782204267515116 |
46 | 38 | 0.791520690428704 |
47 | 36 | 0.79092781576747 |
48 | 32 | 0.789488794809329 |
49 | 21 | 0.782204267515116 |
50 | 28.5 | 0.787851185189415 |
Maximum Likelihood Estimation of Lambda |
> summary(mypT) bcPower Transformation to Normality Est Power Rounded Pwr Wald Lwr Bnd Wald Upr Bnd x -0.9778 -1 -1.8204 -0.1353 Likelihood ratio test that transformation parameter is equal to 0 (log transformation) LRT df pval LR test, lambda = (0) 5.342812 1 0.020808 Likelihood ratio test that no transformation is needed LRT df pval LR test, lambda = (1) 22.68833 1 1.9052e-06 |