Coefficients of Bias-Reduced Logistic Regression
Variable	Parameter	S.E.	t-stat	2-sided p-value
(Intercept)	1.73226788420265	1.83876685539267	0.942081307982201	0.34930132110845
X1	0.0213229024323924	0.10147631713076	0.210126885122527	0.834162133290989
X2	0.0142496134668414	0.0716206429475361	0.198959585957356	0.84285513188216
X3	0.0561455895646661	0.0786890557240891	0.713512051301414	0.477835428939011
X4	-0.0513253306036198	0.0679251148100896	-0.755616398251504	0.452344181999069
X5	-0.0100266371780804	0.172603944743242	-0.0580904288890707	0.953837519290216
X6	-0.333957881166007	0.141792205329428	-2.35526262103137	0.0212375366119693
X7	0.0554573633183916	0.0452575759766839	1.22537193213712	0.224428504879641

Summary of Bias-Reduced Logistic Regression
Deviance	36.7791333693698
Penalized deviance	-2.56945269202527
Residual Degrees of Freedom	72
ROC Area	0.927669345579793
Hosmer–Lemeshow test
Chi-square	5.46766322080072
Degrees of Freedom	8
P(>Chi)	0.706619945699024

Fit of Logistic Regression
Index	Actual	Fitted	Error
1	1	0.838553673435836	0.161446326564164
2	1	0.88509546092187	0.11490453907813
3	1	0.946828331558016	0.0531716684419844
4	1	0.782800969900468	0.217199030099532
5	1	0.728117441464602	0.271882558535398
6	1	0.777601239712836	0.222398760287164
7	1	0.447655358248837	0.552344641751163
8	0	0.371471755326636	-0.371471755326636
9	1	0.568580234711684	0.431419765288316
10	0	0.462464739231437	-0.462464739231437
11	0	0.18420704542887	-0.18420704542887
12	1	0.331762973409192	0.668237026590808
13	1	0.583014234330583	0.416985765669417
14	0	0.478126290054562	-0.478126290054562
15	0	0.455263062445367	-0.455263062445367
16	0	0.394386864390845	-0.394386864390845
17	0	0.326487108267406	-0.326487108267406
18	0	0.492731254409046	-0.492731254409046
19	1	0.370221370321795	0.629778629678205
20	0	0.225168799611035	-0.225168799611035
21	0	0.169985736056542	-0.169985736056542
22	0	0.166387300194487	-0.166387300194487
23	0	0.336041847255469	-0.336041847255469
24	1	0.0675004172767039	0.932499582723296
25	0	0.154307651656155	-0.154307651656155
26	0	0.0463383150163652	-0.0463383150163652
27	0	0.272679102792488	-0.272679102792488
28	0	0.0985307219286016	-0.0985307219286016
29	0	0.109924943925001	-0.109924943925001
30	0	0.108637986059593	-0.108637986059593
31	0	0.210100925498452	-0.210100925498452
32	0	0.106663494695624	-0.106663494695624
33	0	0.299585029252256	-0.299585029252256
34	0	0.0466759241124083	-0.0466759241124083
35	1	0.143352984137941	0.856647015862059
36	0	0.0481598427121615	-0.0481598427121615
37	0	0.0852647268322056	-0.0852647268322056
38	0	0.186913754646768	-0.186913754646768
39	0	0.03588319390284	-0.03588319390284
40	0	0.0405440230093349	-0.0405440230093349
41	0	0.104681972834929	-0.104681972834929
42	0	0.0459646543648414	-0.0459646543648414
43	0	0.0446514736992663	-0.0446514736992663
44	0	0.0949482883013062	-0.0949482883013062
45	0	0.0369749689858158	-0.0369749689858158
46	0	0.142450139356476	-0.142450139356476
47	0	0.011815346999043	-0.011815346999043
48	0	0.014849917299322	-0.014849917299322
49	0	0.0124148710501796	-0.0124148710501796
50	0	0.0161054104019854	-0.0161054104019854
51	0	0.052399079614793	-0.052399079614793
52	0	0.0566599377654849	-0.0566599377654849
53	0	0.0154601808700434	-0.0154601808700434
54	0	0.197496773809751	-0.197496773809751
55	0	0.25773299400431	-0.25773299400431
56	0	0.0518433929589748	-0.0518433929589748
57	0	0.0251475758428545	-0.0251475758428545
58	0	0.0170472062238974	-0.0170472062238974
59	0	0.0123346974816216	-0.0123346974816216
60	0	0.036606735613808	-0.036606735613808
61	0	0.00103711072885921	-0.00103711072885921
62	0	0.000295023271616947	-0.000295023271616947
63	0	0.000178945517766196	-0.000178945517766196
64	0	7.62498516392942e-05	-7.62498516392942e-05
65	0	0.000103763826864315	-0.000103763826864315
66	0	0.000260433326310919	-0.000260433326310919
67	0	0.000547511204356927	-0.000547511204356927
68	0	0.00102187475107374	-0.00102187475107374
69	0	0.00188922197768032	-0.00188922197768032
70	0	0.00126965061001034	-0.00126965061001034
71	0	0.00247903112006866	-0.00247903112006866
72	0	0.00244867033345635	-0.00244867033345635
73	0	0.000127772120414972	-0.000127772120414972
74	0	0.00332486563924295	-0.00332486563924295
75	0	0.0152349360553485	-0.0152349360553485
76	0	0.000776121444887388	-0.000776121444887388
77	0	0.00619302130303544	-0.00619302130303544
78	0	0.000450154758436862	-0.000450154758436862
79	0	0.000622669393120081	-0.000622669393120081
80	0	0.000842865104895583	-0.000842865104895583

Type I & II errors for various threshold values
Threshold	Type I	Type II
0.01	0	0.716417910447761
0.02	0	0.597014925373134
0.03	0	0.582089552238806
0.04	0	0.537313432835821
0.05	0	0.447761194029851
0.06	0	0.402985074626866
0.07	0.0769230769230769	0.402985074626866
0.08	0.0769230769230769	0.402985074626866
0.09	0.0769230769230769	0.388059701492537
0.1	0.0769230769230769	0.358208955223881
0.11	0.0769230769230769	0.298507462686567
0.12	0.0769230769230769	0.298507462686567
0.13	0.0769230769230769	0.298507462686567
0.14	0.0769230769230769	0.298507462686567
0.15	0.153846153846154	0.283582089552239
0.16	0.153846153846154	0.26865671641791
0.17	0.153846153846154	0.238805970149254
0.18	0.153846153846154	0.238805970149254
0.19	0.153846153846154	0.208955223880597
0.2	0.153846153846154	0.194029850746269
0.21	0.153846153846154	0.194029850746269
0.22	0.153846153846154	0.17910447761194
0.23	0.153846153846154	0.164179104477612
0.24	0.153846153846154	0.164179104477612
0.25	0.153846153846154	0.164179104477612
0.26	0.153846153846154	0.149253731343284
0.27	0.153846153846154	0.149253731343284
0.28	0.153846153846154	0.134328358208955
0.29	0.153846153846154	0.134328358208955
0.3	0.153846153846154	0.119402985074627
0.31	0.153846153846154	0.119402985074627
0.32	0.153846153846154	0.119402985074627
0.33	0.153846153846154	0.104477611940299
0.34	0.230769230769231	0.0895522388059701
0.35	0.230769230769231	0.0895522388059701
0.36	0.230769230769231	0.0895522388059701
0.37	0.230769230769231	0.0895522388059701
0.38	0.307692307692308	0.0746268656716418
0.39	0.307692307692308	0.0746268656716418
0.4	0.307692307692308	0.0597014925373134
0.41	0.307692307692308	0.0597014925373134
0.42	0.307692307692308	0.0597014925373134
0.43	0.307692307692308	0.0597014925373134
0.44	0.307692307692308	0.0597014925373134
0.45	0.384615384615385	0.0597014925373134
0.46	0.384615384615385	0.0447761194029851
0.47	0.384615384615385	0.0298507462686567
0.48	0.384615384615385	0.0149253731343284
0.49	0.384615384615385	0.0149253731343284
0.5	0.384615384615385	0
0.51	0.384615384615385	0
0.52	0.384615384615385	0
0.53	0.384615384615385	0
0.54	0.384615384615385	0
0.55	0.384615384615385	0
0.56	0.384615384615385	0
0.57	0.461538461538462	0
0.58	0.461538461538462	0
0.59	0.538461538461538	0
0.6	0.538461538461538	0
0.61	0.538461538461538	0
0.62	0.538461538461538	0
0.63	0.538461538461538	0
0.64	0.538461538461538	0
0.65	0.538461538461538	0
0.66	0.538461538461538	0
0.67	0.538461538461538	0
0.68	0.538461538461538	0
0.69	0.538461538461538	0
0.7	0.538461538461538	0
0.71	0.538461538461538	0
0.72	0.538461538461538	0
0.73	0.615384615384615	0
0.74	0.615384615384615	0
0.75	0.615384615384615	0
0.76	0.615384615384615	0
0.77	0.615384615384615	0
0.78	0.692307692307692	0
0.79	0.769230769230769	0
0.8	0.769230769230769	0
0.81	0.769230769230769	0
0.82	0.769230769230769	0
0.83	0.769230769230769	0
0.84	0.846153846153846	0
0.85	0.846153846153846	0
0.86	0.846153846153846	0
0.87	0.846153846153846	0
0.88	0.846153846153846	0
0.89	0.923076923076923	0
0.9	0.923076923076923	0
0.91	0.923076923076923	0
0.92	0.923076923076923	0
0.93	0.923076923076923	0
0.94	0.923076923076923	0
0.95	1	0
0.96	1	0
0.97	1	0
0.98	1	0
0.99	1	0