Box-Cox Normality Plot | |
# observations x | 163 |
maximum correlation | 0.908001200767898 |
optimal lambda | 1.29 |
transformation formula | for all lambda <> 0 : T(Y) = (Y^lambda - 1) / lambda |
Obs. | Original | Transformed |
1 | 0.5 | -0.458177496683031 |
2 | 0.5 | -0.458177496683031 |
3 | 0.5 | -0.458177496683031 |
4 | 2.5 | 1.75266552089844 |
5 | 2.5 | 1.75266552089844 |
6 | 2.5 | 1.75266552089844 |
7 | 2.5 | 1.75266552089844 |
8 | 3.5 | 3.126543874166 |
9 | 3.5 | 3.126543874166 |
10 | 3.5 | 3.126543874166 |
11 | 3.5 | 3.126543874166 |
12 | 3.5 | 3.126543874166 |
13 | 3.5 | 3.126543874166 |
14 | 3.5 | 3.126543874166 |
15 | 4.5 | 4.62058866685531 |
16 | 4.5 | 4.62058866685531 |
17 | 4.5 | 4.62058866685531 |
18 | 4.5 | 4.62058866685531 |
19 | 4.5 | 4.62058866685531 |
20 | 4.5 | 4.62058866685531 |
21 | 4.5 | 4.62058866685531 |
22 | 5.5 | 6.21482202950251 |
23 | 5.5 | 6.21482202950251 |
24 | 5.5 | 6.21482202950251 |
25 | 5.5 | 6.21482202950251 |
26 | 5.5 | 6.21482202950251 |
27 | 5.5 | 6.21482202950251 |
28 | 5.5 | 6.21482202950251 |
29 | 5.5 | 6.21482202950251 |
30 | 5.5 | 6.21482202950251 |
31 | 5.5 | 6.21482202950251 |
32 | 5.5 | 6.21482202950251 |
33 | 5.5 | 6.21482202950251 |
34 | 5.5 | 6.21482202950251 |
35 | 5.5 | 6.21482202950251 |
36 | 5.5 | 6.21482202950251 |
37 | 5.5 | 6.21482202950251 |
38 | 5.5 | 6.21482202950251 |
39 | 5.5 | 6.21482202950251 |
40 | 5.5 | 6.21482202950251 |
41 | 6.5 | 7.8957928953427 |
42 | 6.5 | 7.8957928953427 |
43 | 6.5 | 7.8957928953427 |
44 | 6.5 | 7.8957928953427 |
45 | 6.5 | 7.8957928953427 |
46 | 6.5 | 7.8957928953427 |
47 | 6.5 | 7.8957928953427 |
48 | 6.5 | 7.8957928953427 |
49 | 6.5 | 7.8957928953427 |
50 | 6.5 | 7.8957928953427 |
51 | 6.5 | 7.8957928953427 |
52 | 6.5 | 7.8957928953427 |
53 | 6.5 | 7.8957928953427 |
54 | 6.5 | 7.8957928953427 |
55 | 6.5 | 7.8957928953427 |
56 | 6.5 | 7.8957928953427 |
57 | 7.5 | 9.65372580456229 |
58 | 7.5 | 9.65372580456229 |
59 | 7.5 | 9.65372580456229 |
60 | 7.5 | 9.65372580456229 |
61 | 7.5 | 9.65372580456229 |
62 | 7.5 | 9.65372580456229 |
63 | 7.5 | 9.65372580456229 |
64 | 7.5 | 9.65372580456229 |
65 | 7.5 | 9.65372580456229 |
66 | 8.5 | 11.4811434856536 |
67 | 8.5 | 11.4811434856536 |
68 | 8.5 | 11.4811434856536 |
69 | 8.5 | 11.4811434856536 |
70 | 8.5 | 11.4811434856536 |
71 | 8.5 | 11.4811434856536 |
72 | 8.5 | 11.4811434856536 |
73 | 8.5 | 11.4811434856536 |
74 | 8.5 | 11.4811434856536 |
75 | 8.5 | 11.4811434856536 |
76 | 8.5 | 11.4811434856536 |
77 | 8.5 | 11.4811434856536 |
78 | 8.5 | 11.4811434856536 |
79 | 8.5 | 11.4811434856536 |
80 | 8.5 | 11.4811434856536 |
81 | 9.5 | 13.3721119830928 |
82 | 9.5 | 13.3721119830928 |
83 | 9.5 | 13.3721119830928 |
84 | 9.5 | 13.3721119830928 |
85 | 9.5 | 13.3721119830928 |
86 | 9.5 | 13.3721119830928 |
87 | 9.5 | 13.3721119830928 |
88 | 9.5 | 13.3721119830928 |
89 | 10.5 | 15.3217892054327 |
90 | 10.5 | 15.3217892054327 |
91 | 10.5 | 15.3217892054327 |
92 | 10.5 | 15.3217892054327 |
93 | 10.5 | 15.3217892054327 |
94 | 10.5 | 15.3217892054327 |
95 | 10.5 | 15.3217892054327 |
96 | 10.5 | 15.3217892054327 |
97 | 10.5 | 15.3217892054327 |
98 | 10.5 | 15.3217892054327 |
99 | 10.5 | 15.3217892054327 |
100 | 10.5 | 15.3217892054327 |
101 | 10.5 | 15.3217892054327 |
102 | 10.5 | 15.3217892054327 |
103 | 10.5 | 15.3217892054327 |
104 | 10.5 | 15.3217892054327 |
105 | 10.5 | 15.3217892054327 |
106 | 10.5 | 15.3217892054327 |
107 | 10.5 | 15.3217892054327 |
108 | 10.5 | 15.3217892054327 |
109 | 10.5 | 15.3217892054327 |
110 | 10.5 | 15.3217892054327 |
111 | 10.5 | 15.3217892054327 |
112 | 10.5 | 15.3217892054327 |
113 | 10.5 | 15.3217892054327 |
114 | 10.5 | 15.3217892054327 |
115 | 10.5 | 15.3217892054327 |
116 | 10.5 | 15.3217892054327 |
117 | 10.5 | 15.3217892054327 |
118 | 10.5 | 15.3217892054327 |
119 | 10.5 | 15.3217892054327 |
120 | 10.5 | 15.3217892054327 |
121 | 10.5 | 15.3217892054327 |
122 | 10.5 | 15.3217892054327 |
123 | 10.5 | 15.3217892054327 |
124 | 10.5 | 15.3217892054327 |
125 | 10.5 | 15.3217892054327 |
126 | 10.5 | 15.3217892054327 |
127 | 10.5 | 15.3217892054327 |
128 | 10.5 | 15.3217892054327 |
129 | 10.5 | 15.3217892054327 |
130 | 10.5 | 15.3217892054327 |
131 | 10.5 | 15.3217892054327 |
132 | 10.5 | 15.3217892054327 |
133 | 10.5 | 15.3217892054327 |
134 | 10.5 | 15.3217892054327 |
135 | 10.5 | 15.3217892054327 |
136 | 10.5 | 15.3217892054327 |
137 | 10.5 | 15.3217892054327 |
138 | 10.5 | 15.3217892054327 |
139 | 10.5 | 15.3217892054327 |
140 | 10.5 | 15.3217892054327 |
141 | 10.5 | 15.3217892054327 |
142 | 10.5 | 15.3217892054327 |
143 | 10.5 | 15.3217892054327 |
144 | 10.5 | 15.3217892054327 |
145 | 10.5 | 15.3217892054327 |
146 | 10.5 | 15.3217892054327 |
147 | 10.5 | 15.3217892054327 |
148 | 10.5 | 15.3217892054327 |
149 | 10.5 | 15.3217892054327 |
150 | 10.5 | 15.3217892054327 |
151 | 10.5 | 15.3217892054327 |
152 | 10.5 | 15.3217892054327 |
153 | 10.5 | 15.3217892054327 |
154 | 10.5 | 15.3217892054327 |
155 | 10.5 | 15.3217892054327 |
156 | 10.5 | 15.3217892054327 |
157 | 10.5 | 15.3217892054327 |
158 | 10.5 | 15.3217892054327 |
159 | 10.5 | 15.3217892054327 |
160 | 10.5 | 15.3217892054327 |
161 | 10.5 | 15.3217892054327 |
162 | 10.5 | 15.3217892054327 |
163 | 10.5 | 15.3217892054327 |
Maximum Likelihood Estimation of Lambda |
> summary(mypT) bcPower Transformation to Normality Est Power Rounded Pwr Wald Lwr Bnd Wald Upr Bnd x 1.769 2 1.3221 2.2159 Likelihood ratio test that transformation parameter is equal to 0 (log transformation) LRT df pval LR test, lambda = (0) 137.5186 1 < 2.22e-16 Likelihood ratio test that no transformation is needed LRT df pval LR test, lambda = (1) 14.90063 1 0.00011333 |