Repository of Reproducible Computations

Coefficients of Bias-Reduced Logistic Regression
Variable	Parameter	S.E.	t-stat	2-sided p-value
(Intercept)	3.0508056937859	14.0775635223692	0.216714042095294	NaN
X1	3.423617697907e-16	0.196037594460433	1.74640874742932e-15	NaN
X2	0.0439474213746998	0.147756470993557	0.297431449730659	NaN
X3	-0.029292420674319	0.421179009522784	-0.0695486242477009	NaN
X4	0.0146462094582114	0.202517604531115	0.0723206730206073	NaN
X5	-0.0439386318904262	0.33165179099262	-0.132484229193877	NaN
X6	-0.014646211216107	0.350860497951415	-0.0417436881655887	NaN

Summary of Bias-Reduced Logistic Regression
Deviance	4.02754901432483
Penalized deviance	-25.9927790971119
Residual Degrees of Freedom	0
ROC Area	1
Hosmer–Lemeshow test
Chi-square	NaN
Degrees of Freedom	8
P(>Chi)	NaN

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	0
0.26	0	0
0.27	0	0
0.28	0	0
0.29	0	0
0.3	0	0
0.31	0	0
0.32	0	0
0.33	0	0
0.34	0	0
0.35	0	0
0.36	0	0
0.37	0	0
0.38	0	0
0.39	0	0
0.4	0	0
0.41	0	0
0.42	0	0
0.43	0	0
0.44	0	0
0.45	0	0
0.46	0	0
0.47	0	0
0.48	0	0
0.49	0	0
0.5	0	0
0.51	0	0
0.52	0	0
0.53	0	0
0.54	0	0
0.55	0	0
0.56	0	0
0.57	0	0
0.58	0	0
0.59	0	0
0.6	0	0
0.61	0	0
0.62	0	0
0.63	0	0
0.64	0	0
0.65	0	0
0.66	0	0
0.67	0	0
0.68	0	0
0.69	0	0
0.7	0	0
0.71	0	0
0.72	0	0
0.73	0	0
0.74	0	0
0.75	0	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