Coefficients of Bias-Reduced Logistic Regression | ||||
Variable | Parameter | S.E. | t-stat | 2-sided p-value |
(Intercept) | -0.994039484748533 | 0.242856221194945 | -4.09311929444294 | 9.65277088471606e-05 |
Summary of Bias-Reduced Logistic Regression | |
Deviance | 99.8831488924538 |
Penalized deviance | 97.0525775062938 |
Residual Degrees of Freedom | 85 |
ROC Area | 0.5 |
Hosmer–Lemeshow test | |
Chi-square | NA |
Degrees of Freedom | NA |
P(>Chi) | NA |
Fit of Logistic Regression | |||
Index | Actual | Fitted | Error |
1 | 1 | 0.270114942528736 | 0.729885057471264 |
2 | 0 | 0.270114942528736 | -0.270114942528736 |
3 | 0 | 0.270114942528736 | -0.270114942528736 |
4 | 0 | 0.270114942528736 | -0.270114942528736 |
5 | 0 | 0.270114942528736 | -0.270114942528736 |
6 | 0 | 0.270114942528736 | -0.270114942528736 |
7 | 0 | 0.270114942528736 | -0.270114942528736 |
8 | 1 | 0.270114942528736 | 0.729885057471264 |
9 | 0 | 0.270114942528736 | -0.270114942528736 |
10 | 0 | 0.270114942528736 | -0.270114942528736 |
11 | 1 | 0.270114942528736 | 0.729885057471264 |
12 | 0 | 0.270114942528736 | -0.270114942528736 |
13 | 0 | 0.270114942528736 | -0.270114942528736 |
14 | 1 | 0.270114942528736 | 0.729885057471264 |
15 | 0 | 0.270114942528736 | -0.270114942528736 |
16 | 1 | 0.270114942528736 | 0.729885057471264 |
17 | 1 | 0.270114942528736 | 0.729885057471264 |
18 | 1 | 0.270114942528736 | 0.729885057471264 |
19 | 0 | 0.270114942528736 | -0.270114942528736 |
20 | 1 | 0.270114942528736 | 0.729885057471264 |
21 | 0 | 0.270114942528736 | -0.270114942528736 |
22 | 0 | 0.270114942528736 | -0.270114942528736 |
23 | 0 | 0.270114942528736 | -0.270114942528736 |
24 | 0 | 0.270114942528736 | -0.270114942528736 |
25 | 1 | 0.270114942528736 | 0.729885057471264 |
26 | 0 | 0.270114942528736 | -0.270114942528736 |
27 | 0 | 0.270114942528736 | -0.270114942528736 |
28 | 0 | 0.270114942528736 | -0.270114942528736 |
29 | 0 | 0.270114942528736 | -0.270114942528736 |
30 | 0 | 0.270114942528736 | -0.270114942528736 |
31 | 0 | 0.270114942528736 | -0.270114942528736 |
32 | 0 | 0.270114942528736 | -0.270114942528736 |
33 | 0 | 0.270114942528736 | -0.270114942528736 |
34 | 1 | 0.270114942528736 | 0.729885057471264 |
35 | 0 | 0.270114942528736 | -0.270114942528736 |
36 | 0 | 0.270114942528736 | -0.270114942528736 |
37 | 1 | 0.270114942528736 | 0.729885057471264 |
38 | 0 | 0.270114942528736 | -0.270114942528736 |
39 | 0 | 0.270114942528736 | -0.270114942528736 |
40 | 1 | 0.270114942528736 | 0.729885057471264 |
41 | 0 | 0.270114942528736 | -0.270114942528736 |
42 | 0 | 0.270114942528736 | -0.270114942528736 |
43 | 0 | 0.270114942528736 | -0.270114942528736 |
44 | 1 | 0.270114942528736 | 0.729885057471264 |
45 | 0 | 0.270114942528736 | -0.270114942528736 |
46 | 0 | 0.270114942528736 | -0.270114942528736 |
47 | 0 | 0.270114942528736 | -0.270114942528736 |
48 | 0 | 0.270114942528736 | -0.270114942528736 |
49 | 0 | 0.270114942528736 | -0.270114942528736 |
50 | 0 | 0.270114942528736 | -0.270114942528736 |
51 | 1 | 0.270114942528736 | 0.729885057471264 |
52 | 1 | 0.270114942528736 | 0.729885057471264 |
53 | 0 | 0.270114942528736 | -0.270114942528736 |
54 | 0 | 0.270114942528736 | -0.270114942528736 |
55 | 0 | 0.270114942528736 | -0.270114942528736 |
56 | 1 | 0.270114942528736 | 0.729885057471264 |
57 | 0 | 0.270114942528736 | -0.270114942528736 |
58 | 0 | 0.270114942528736 | -0.270114942528736 |
59 | 0 | 0.270114942528736 | -0.270114942528736 |
60 | 1 | 0.270114942528736 | 0.729885057471264 |
61 | 1 | 0.270114942528736 | 0.729885057471264 |
62 | 0 | 0.270114942528736 | -0.270114942528736 |
63 | 0 | 0.270114942528736 | -0.270114942528736 |
64 | 1 | 0.270114942528736 | 0.729885057471264 |
65 | 0 | 0.270114942528736 | -0.270114942528736 |
66 | 0 | 0.270114942528736 | -0.270114942528736 |
67 | 1 | 0.270114942528736 | 0.729885057471264 |
68 | 0 | 0.270114942528736 | -0.270114942528736 |
69 | 0 | 0.270114942528736 | -0.270114942528736 |
70 | 0 | 0.270114942528736 | -0.270114942528736 |
71 | 0 | 0.270114942528736 | -0.270114942528736 |
72 | 0 | 0.270114942528736 | -0.270114942528736 |
73 | 0 | 0.270114942528736 | -0.270114942528736 |
74 | 0 | 0.270114942528736 | -0.270114942528736 |
75 | 0 | 0.270114942528736 | -0.270114942528736 |
76 | 1 | 0.270114942528736 | 0.729885057471264 |
77 | 0 | 0.270114942528736 | -0.270114942528736 |
78 | 0 | 0.270114942528736 | -0.270114942528736 |
79 | 1 | 0.270114942528736 | 0.729885057471264 |
80 | 1 | 0.270114942528736 | 0.729885057471264 |
81 | 0 | 0.270114942528736 | -0.270114942528736 |
82 | 0 | 0.270114942528736 | -0.270114942528736 |
83 | 0 | 0.270114942528736 | -0.270114942528736 |
84 | 0 | 0.270114942528736 | -0.270114942528736 |
85 | 0 | 0.270114942528736 | -0.270114942528736 |
86 | 0 | 0.270114942528736 | -0.270114942528736 |
Type I & II errors for various threshold values | ||
Threshold | Type I | Type II |
0.01 | 0 | 1 |
0.02 | 0 | 1 |
0.03 | 0 | 1 |
0.04 | 0 | 1 |
0.05 | 0 | 1 |
0.06 | 0 | 1 |
0.07 | 0 | 1 |
0.08 | 0 | 1 |
0.09 | 0 | 1 |
0.1 | 0 | 1 |
0.11 | 0 | 1 |
0.12 | 0 | 1 |
0.13 | 0 | 1 |
0.14 | 0 | 1 |
0.15 | 0 | 1 |
0.16 | 0 | 1 |
0.17 | 0 | 1 |
0.18 | 0 | 1 |
0.19 | 0 | 1 |
0.2 | 0 | 1 |
0.21 | 0 | 1 |
0.22 | 0 | 1 |
0.23 | 0 | 1 |
0.24 | 0 | 1 |
0.25 | 0 | 1 |
0.26 | 0 | 1 |
0.27 | 0 | 1 |
0.28 | 1 | 0 |
0.29 | 1 | 0 |
0.3 | 1 | 0 |
0.31 | 1 | 0 |
0.32 | 1 | 0 |
0.33 | 1 | 0 |
0.34 | 1 | 0 |
0.35 | 1 | 0 |
0.36 | 1 | 0 |
0.37 | 1 | 0 |
0.38 | 1 | 0 |
0.39 | 1 | 0 |
0.4 | 1 | 0 |
0.41 | 1 | 0 |
0.42 | 1 | 0 |
0.43 | 1 | 0 |
0.44 | 1 | 0 |
0.45 | 1 | 0 |
0.46 | 1 | 0 |
0.47 | 1 | 0 |
0.48 | 1 | 0 |
0.49 | 1 | 0 |
0.5 | 1 | 0 |
0.51 | 1 | 0 |
0.52 | 1 | 0 |
0.53 | 1 | 0 |
0.54 | 1 | 0 |
0.55 | 1 | 0 |
0.56 | 1 | 0 |
0.57 | 1 | 0 |
0.58 | 1 | 0 |
0.59 | 1 | 0 |
0.6 | 1 | 0 |
0.61 | 1 | 0 |
0.62 | 1 | 0 |
0.63 | 1 | 0 |
0.64 | 1 | 0 |
0.65 | 1 | 0 |
0.66 | 1 | 0 |
0.67 | 1 | 0 |
0.68 | 1 | 0 |
0.69 | 1 | 0 |
0.7 | 1 | 0 |
0.71 | 1 | 0 |
0.72 | 1 | 0 |
0.73 | 1 | 0 |
0.74 | 1 | 0 |
0.75 | 1 | 0 |
0.76 | 1 | 0 |
0.77 | 1 | 0 |
0.78 | 1 | 0 |
0.79 | 1 | 0 |
0.8 | 1 | 0 |
0.81 | 1 | 0 |
0.82 | 1 | 0 |
0.83 | 1 | 0 |
0.84 | 1 | 0 |
0.85 | 1 | 0 |
0.86 | 1 | 0 |
0.87 | 1 | 0 |
0.88 | 1 | 0 |
0.89 | 1 | 0 |
0.9 | 1 | 0 |
0.91 | 1 | 0 |
0.92 | 1 | 0 |
0.93 | 1 | 0 |
0.94 | 1 | 0 |
0.95 | 1 | 0 |
0.96 | 1 | 0 |
0.97 | 1 | 0 |
0.98 | 1 | 0 |
0.99 | 1 | 0 |