Coefficients of Bias-Reduced Logistic Regression | ||||
Variable | Parameter | S.E. | t-stat | 2-sided p-value |
(Intercept) | -1.01936291701397 | 0.280994205078397 | -3.62770085144485 | 0.00055807238250849 |
CorrectAnalysis | -2814749767106596 | 38745320.69541 | -72647476.3038947 | 0 |
Summary of Bias-Reduced Logistic Regression | |
Deviance | 74.7101619092634 |
Penalized deviance | 107.116360544997 |
Residual Degrees of Freedom | 66 |
ROC Area | 0.529411764705882 |
Hosmer–Lemeshow test | |
Chi-square | NA |
Degrees of Freedom | NA |
P(>Chi) | NA |
Fit of Logistic Regression | |||
Index | Actual | Fitted | Error |
1 | 0 | 0.265151515151515 | -0.265151515151515 |
2 | 1 | 0.265151515151515 | 0.734848484848485 |
3 | 0 | 0.265151515151515 | -0.265151515151515 |
4 | 0 | 0.265151515151515 | -0.265151515151515 |
5 | 0 | 0.265151515151515 | -0.265151515151515 |
6 | 1 | 0.265151515151515 | 0.734848484848485 |
7 | 0 | 0.265151515151515 | -0.265151515151515 |
8 | 0 | 0.265151515151515 | -0.265151515151515 |
9 | 1 | 0.265151515151515 | 0.734848484848485 |
10 | 0 | 0.265151515151515 | -0.265151515151515 |
11 | 1 | 0.265151515151515 | 0.734848484848485 |
12 | 0 | 0.265151515151515 | -0.265151515151515 |
13 | 0 | 0.265151515151515 | -0.265151515151515 |
14 | 0 | 0.265151515151515 | -0.265151515151515 |
15 | 0 | 0.265151515151515 | -0.265151515151515 |
16 | 0 | 0.265151515151515 | -0.265151515151515 |
17 | 0 | 0.265151515151515 | -0.265151515151515 |
18 | 0 | 0.265151515151515 | -0.265151515151515 |
19 | 1 | 0.265151515151515 | 0.734848484848485 |
20 | 0 | 0.265151515151515 | -0.265151515151515 |
21 | 0 | 0.265151515151515 | -0.265151515151515 |
22 | 1 | 0.265151515151515 | 0.734848484848485 |
23 | 0 | 0.265151515151515 | -0.265151515151515 |
24 | 0 | 0.265151515151515 | -0.265151515151515 |
25 | 1 | 0.265151515151515 | 0.734848484848485 |
26 | 1 | 0.265151515151515 | 0.734848484848485 |
27 | 0 | 0.265151515151515 | -0.265151515151515 |
28 | 1 | 0.265151515151515 | 0.734848484848485 |
29 | 0 | 0.265151515151515 | -0.265151515151515 |
30 | 0 | 0.265151515151515 | -0.265151515151515 |
31 | 0 | 0.265151515151515 | -0.265151515151515 |
32 | 0 | 0.265151515151515 | -0.265151515151515 |
33 | 0 | 0.265151515151515 | -0.265151515151515 |
34 | 0 | 0.265151515151515 | -0.265151515151515 |
35 | 0 | 0.265151515151515 | -0.265151515151515 |
36 | 0 | 0.265151515151515 | -0.265151515151515 |
37 | 1 | 0.265151515151515 | 0.734848484848485 |
38 | 0 | 0.265151515151515 | -0.265151515151515 |
39 | 0 | 0.265151515151515 | -0.265151515151515 |
40 | 1 | 0.265151515151515 | 0.734848484848485 |
41 | 0 | 0.265151515151515 | -0.265151515151515 |
42 | 0 | 0.265151515151515 | -0.265151515151515 |
43 | 0 | 0.265151515151515 | -0.265151515151515 |
44 | 0 | 0.265151515151515 | -0.265151515151515 |
45 | 0 | 0.265151515151515 | -0.265151515151515 |
46 | 0 | 0.265151515151515 | -0.265151515151515 |
47 | 0 | 0.265151515151515 | -0.265151515151515 |
48 | 0 | 0.265151515151515 | -0.265151515151515 |
49 | 0 | 0.265151515151515 | -0.265151515151515 |
50 | 0 | 0.265151515151515 | -0.265151515151515 |
51 | 0 | 0.265151515151515 | -0.265151515151515 |
52 | 1 | 0.265151515151515 | 0.734848484848485 |
53 | 1 | 0.265151515151515 | 0.734848484848485 |
54 | 0 | 0.265151515151515 | -0.265151515151515 |
55 | 0 | 2.22044604925031e-16 | -2.22044604925031e-16 |
56 | 1 | 0.265151515151515 | 0.734848484848485 |
57 | 0 | 0.265151515151515 | -0.265151515151515 |
58 | 0 | 0.265151515151515 | -0.265151515151515 |
59 | 0 | 0.265151515151515 | -0.265151515151515 |
60 | 1 | 0.265151515151515 | 0.734848484848485 |
61 | 1 | 0.265151515151515 | 0.734848484848485 |
62 | 1 | 0.265151515151515 | 0.734848484848485 |
63 | 0 | 0.265151515151515 | -0.265151515151515 |
64 | 0 | 0.265151515151515 | -0.265151515151515 |
65 | 0 | 0.265151515151515 | -0.265151515151515 |
66 | 0 | 2.22044604925031e-16 | -2.22044604925031e-16 |
67 | 0 | 2.22044604925031e-16 | -2.22044604925031e-16 |
68 | 0 | 0.265151515151515 | -0.265151515151515 |
Type I & II errors for various threshold values | ||
Threshold | Type I | Type II |
0.01 | 0 | 0.941176470588235 |
0.02 | 0 | 0.941176470588235 |
0.03 | 0 | 0.941176470588235 |
0.04 | 0 | 0.941176470588235 |
0.05 | 0 | 0.941176470588235 |
0.06 | 0 | 0.941176470588235 |
0.07 | 0 | 0.941176470588235 |
0.08 | 0 | 0.941176470588235 |
0.09 | 0 | 0.941176470588235 |
0.1 | 0 | 0.941176470588235 |
0.11 | 0 | 0.941176470588235 |
0.12 | 0 | 0.941176470588235 |
0.13 | 0 | 0.941176470588235 |
0.14 | 0 | 0.941176470588235 |
0.15 | 0 | 0.941176470588235 |
0.16 | 0 | 0.941176470588235 |
0.17 | 0 | 0.941176470588235 |
0.18 | 0 | 0.941176470588235 |
0.19 | 0 | 0.941176470588235 |
0.2 | 0 | 0.941176470588235 |
0.21 | 0 | 0.941176470588235 |
0.22 | 0 | 0.941176470588235 |
0.23 | 0 | 0.941176470588235 |
0.24 | 0 | 0.941176470588235 |
0.25 | 0 | 0.941176470588235 |
0.26 | 0 | 0.941176470588235 |
0.27 | 1 | 0 |
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 |