Coefficients of Bias-Reduced Logistic Regression
Variable	Parameter	S.E.	t-stat	2-sided p-value
(Intercept)	0.100083458556983	0.459406084706927	0.217854011709117	0.829993459583843
P	-9.69818565716094	19.0505846595736	-0.509075486682624	0.616883014777494

Summary of Bias-Reduced Logistic Regression
Deviance	26.8624330217688
Penalized deviance	31.1621774354272
Residual Degrees of Freedom	18
ROC Area	0.55
Hosmer–Lemeshow test
Chi-square	NA
Degrees of Freedom	NA
P(>Chi)	NA

Fit of Logistic Regression
Index	Actual	Fitted	Error
1	0	0.525	-0.525
2	0	0.525	-0.525
3	0	0.525	-0.525
4	0	0.525	-0.525
5	0	0.525	-0.525
6	0	0.525	-0.525
7	0	0.25	-0.25
8	0	0.525	-0.525
9	0	0.525	-0.525
10	0	0.525	-0.525
11	1	0.525	0.475
12	1	0.525	0.475
13	1	0.525	0.475
14	1	0.525	0.475
15	1	0.525	0.475
16	1	0.525	0.475
17	1	0.525	0.475
18	1	0.525	0.475
19	1	0.525	0.475
20	1	0.525	0.475

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	0.9
0.27	0	0.9
0.28	0	0.9
0.29	0	0.9
0.3	0	0.9
0.31	0	0.9
0.32	0	0.9
0.33	0	0.9
0.34	0	0.9
0.35	0	0.9
0.36	0	0.9
0.37	0	0.9
0.38	0	0.9
0.39	0	0.9
0.4	0	0.9
0.41	0	0.9
0.42	0	0.9
0.43	0	0.9
0.44	0	0.9
0.45	0	0.9
0.46	0	0.9
0.47	0	0.9
0.48	0	0.9
0.49	0	0.9
0.5	0	0.9
0.51	0	0.9
0.52	0	0.9
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