Coefficients of Bias-Reduced Logistic Regression
Variable	Parameter	S.E.	t-stat	2-sided p-value
(Intercept)	-42.8966670983245	76.4661580794244	-0.560988915564037	0.582124765507207
X1	7.17449809970632e-06	7.92351209941931e-06	0.905469444570182	0.377871295293351
X2	-5.29504501274627	3.08208997610007	-1.71800468312296	0.103953965037652

Summary of Bias-Reduced Logistic Regression
Deviance	21.462020715145
Penalized deviance	-1.3854506271281
Residual Degrees of Freedom	17
ROC Area	0.79
Hosmer–Lemeshow test
Chi-square	11.4494379518859
Degrees of Freedom	8
P(>Chi)	0.177510135784403

Fit of Logistic Regression
Index	Actual	Fitted	Error
1	1	0.819891392193093	0.180108607806907
2	1	0.774383489136323	0.225616510863677
3	1	0.790242048693732	0.209757951306268
4	1	0.562104913250668	0.437895086749332
5	1	0.713362613467463	0.286637386532537
6	1	0.706199963580228	0.293800036419772
7	1	0.427440997223198	0.572559002776802
8	1	0.491022015059843	0.508977984940157
9	1	0.445970938889094	0.554029061110906
10	1	0.444079089211228	0.555920910788772
11	0	0.0333157829851635	-0.0333157829851635
12	0	0.130383868140997	-0.130383868140997
13	0	0.565534528939785	-0.565534528939785
14	0	0.38485565676342	-0.38485565676342
15	0	0.787579153025901	-0.787579153025901
16	0	0.333717529282082	-0.333717529282082
17	0	0.553231908763777	-0.553231908763777
18	0	0.114624086745865	-0.114624086745865
19	0	0.516337276494501	-0.516337276494501
20	0	0.39164522185385	-0.39164522185385

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	0.9
0.05	0	0.9
0.06	0	0.9
0.07	0	0.9
0.08	0	0.9
0.09	0	0.9
0.1	0	0.9
0.11	0	0.9
0.12	0	0.8
0.13	0	0.8
0.14	0	0.7
0.15	0	0.7
0.16	0	0.7
0.17	0	0.7
0.18	0	0.7
0.19	0	0.7
0.2	0	0.7
0.21	0	0.7
0.22	0	0.7
0.23	0	0.7
0.24	0	0.7
0.25	0	0.7
0.26	0	0.7
0.27	0	0.7
0.28	0	0.7
0.29	0	0.7
0.3	0	0.7
0.31	0	0.7
0.32	0	0.7
0.33	0	0.7
0.34	0	0.6
0.35	0	0.6
0.36	0	0.6
0.37	0	0.6
0.38	0	0.6
0.39	0	0.5
0.4	0	0.4
0.41	0	0.4
0.42	0	0.4
0.43	0.1	0.4
0.44	0.1	0.4
0.45	0.3	0.4
0.46	0.3	0.4
0.47	0.3	0.4
0.48	0.3	0.4
0.49	0.3	0.4
0.5	0.4	0.4
0.51	0.4	0.4
0.52	0.4	0.3
0.53	0.4	0.3
0.54	0.4	0.3
0.55	0.4	0.3
0.56	0.4	0.2
0.57	0.5	0.1
0.58	0.5	0.1
0.59	0.5	0.1
0.6	0.5	0.1
0.61	0.5	0.1
0.62	0.5	0.1
0.63	0.5	0.1
0.64	0.5	0.1
0.65	0.5	0.1
0.66	0.5	0.1
0.67	0.5	0.1
0.68	0.5	0.1
0.69	0.5	0.1
0.7	0.5	0.1
0.71	0.6	0.1
0.72	0.7	0.1
0.73	0.7	0.1
0.74	0.7	0.1
0.75	0.7	0.1
0.76	0.7	0.1
0.77	0.7	0.1
0.78	0.8	0.1
0.79	0.8	0
0.8	0.9	0
0.81	0.9	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