
Bayesian Multinomial Logistic Regression - Training 	Ver. 2.02
Command line:  /home/pjbonamy/testing/BMRtrain Compass.training.bmr Compass.model
Log Level: 0
PriorType: normal diagonal	Var= auto-select
HyperParameter: Norm-based default
Cosine normalization: No
Model - link function: Logistic 	Optimizer: ZO
Standardize: No
Convergence threshold: 0.001	Iterations limit: 10000
Data file for Training: Compass.training.bmr
Write Model file: Compass.model
Cases in training data: 40
Features in training data: 42
Classes in training data: 16
Design: 43 variables
Total parameters: 688	 Of them fixed: 0
Average square norm (no const term) 1183.22 Hyperparameter 0.000845154
Starting PolyZO model, - Time 00 0 1 0 591.608
1 0 1 0 591.608
2 0 1 0 591.608
3 0 1 0 591.608
4 0 1 0 591.608
5 0 1 0 591.608
6 0 1 0 591.608
7 0 1 0 591.608
8 0 1 0 591.608
9 0 1 0 591.608
10 0 1 0 591.608
11 0 1 0 591.608
12 0 1 0 591.608
13 0 1 0 591.608
14 0 1 0 591.608
15 0 1 0 591.608
0 1 1 0 591.608
1 1 1 0 591.608
2 1 1 0 591.608
3 1 1 0 591.608
4 1 1 0 591.608
5 1 1 0 591.608
6 1 1 0 591.608
7 1 1 0 591.608
8 1 1 0 591.608
9 1 1 0 591.608
10 1 1 0 591.608
11 1 1 0 591.608
12 1 1 0 591.608
13 1 1 0 591.608
14 1 1 0 591.608
15 1 1 0 591.608
0 2 1 0 591.608
1 2 1 0 591.608
2 2 1 0 591.608
3 2 1 0 591.608
4 2 1 0 591.608
5 2 1 0 591.608
6 2 1 0 591.608
7 2 1 0 591.608
8 2 1 0 591.608
9 2 1 0 591.608
10 2 1 0 591.608
11 2 1 0 591.608
12 2 1 0 591.608
13 2 1 0 591.608
14 2 1 0 591.608
15 2 1 0 591.608
0 3 1 0 591.608
1 3 1 0 591.608
2 3 1 0 591.608
3 3 1 0 591.608
4 3 1 0 591.608
5 3 1 0 591.608
6 3 1 0 591.608
7 3 1 0 591.608
8 3 1 0 591.608
9 3 1 0 591.608
10 3 1 0 591.608
11 3 1 0 591.608
12 3 1 0 591.608
13 3 1 0 591.608
14 3 1 0 591.608
15 3 1 0 591.608
0 4 1 0 591.608
1 4 1 0 591.608
2 4 1 0 591.608
3 4 1 0 591.608
4 4 1 0 591.608
5 4 1 0 591.608
6 4 1 0 591.608
7 4 1 0 591.608
8 4 1 0 591.608
9 4 1 0 591.608
10 4 1 0 591.608
11 4 1 0 591.608
12 4 1 0 591.608
13 4 1 0 591.608
14 4 1 0 591.608
15 4 1 0 591.608
0 5 1 0 591.608
1 5 1 0 591.608
2 5 1 0 591.608
3 5 1 0 591.608
4 5 1 0 591.608
5 5 1 0 591.608
6 5 1 0 591.608
7 5 1 0 591.608
8 5 1 0 591.608
9 5 1 0 591.608
10 5 1 0 591.608
11 5 1 0 591.608
12 5 1 0 591.608
13 5 1 0 591.608
14 5 1 0 591.608
15 5 1 0 591.608
0 6 1 0 591.608
1 6 1 0 591.608
2 6 1 0 591.608
3 6 1 0 591.608
4 6 1 0 591.608
5 6 1 0 591.608
6 6 1 0 591.608
7 6 1 0 591.608
8 6 1 0 591.608
9 6 1 0 591.608
10 6 1 0 591.608
11 6 1 0 591.608
12 6 1 0 591.608
13 6 1 0 591.608
14 6 1 0 591.608
15 6 1 0 591.608
0 7 1 0 591.608
1 7 1 0 591.608
2 7 1 0 591.608
3 7 1 0 591.608
4 7 1 0 591.608
5 7 1 0 591.608
6 7 1 0 591.608
7 7 1 0 591.608
8 7 1 0 591.608
9 7 1 0 591.608
10 7 1 0 591.608
11 7 1 0 591.608
12 7 1 0 591.608
13 7 1 0 591.608
14 7 1 0 591.608
15 7 1 0 591.608
0 8 1 0 591.608
1 8 1 0 591.608
2 8 1 0 591.608
3 8 1 0 591.608
4 8 1 0 591.608
5 8 1 0 591.608
6 8 1 0 591.608
7 8 1 0 591.608
8 8 1 0 591.608
9 8 1 0 591.608
10 8 1 0 591.608
11 8 1 0 591.608
12 8 1 0 591.608
13 8 1 0 591.608
14 8 1 0 591.608
15 8 1 0 591.608
0 9 1 0 591.608
1 9 1 0 591.608
2 9 1 0 591.608
3 9 1 0 591.608
4 9 1 0 591.608
5 9 1 0 591.608
6 9 1 0 591.608
7 9 1 0 591.608
8 9 1 0 591.608
9 9 1 0 591.608
10 9 1 0 591.608
11 9 1 0 591.608
12 9 1 0 591.608
13 9 1 0 591.608
14 9 1 0 591.608
15 9 1 0 591.608
0 10 1 0 591.608
1 10 1 0 591.608
2 10 1 0 591.608
3 10 1 0 591.608
4 10 1 0 591.608
5 10 1 0 591.608
6 10 1 0 591.608
7 10 1 0 591.608
8 10 1 0 591.608
9 10 1 0 591.608
10 10 1 0 591.608
11 10 1 0 591.608
12 10 1 0 591.608
13 10 1 0 591.608
14 10 1 0 591.608
15 10 1 0 591.608
0 11 1 0 591.608
1 11 1 0 591.608
2 11 1 0 591.608
3 11 1 0 591.608
4 11 1 0 591.608
5 11 1 0 591.608
6 11 1 0 591.608
7 11 1 0 591.608
8 11 1 0 591.608
9 11 1 0 591.608
10 11 1 0 591.608
11 11 1 0 591.608
12 11 1 0 591.608
13 11 1 0 591.608
14 11 1 0 591.608
15 11 1 0 591.608
0 12 1 0 591.608
1 12 1 0 591.608
2 12 1 0 591.608
3 12 1 0 591.608
4 12 1 0 591.608
5 12 1 0 591.608
6 12 1 0 591.608
7 12 1 0 591.608
8 12 1 0 591.608
9 12 1 0 591.608
10 12 1 0 591.608
11 12 1 0 591.608
12 12 1 0 591.608
13 12 1 0 591.608
14 12 1 0 591.608
15 12 1 0 591.608
0 13 1 0 591.608
1 13 1 0 591.608
2 13 1 0 591.608
3 13 1 0 591.608
4 13 1 0 591.608
5 13 1 0 591.608
6 13 1 0 591.608
7 13 1 0 591.608
8 13 1 0 591.608
9 13 1 0 591.608
10 13 1 0 591.608
11 13 1 0 591.608
12 13 1 0 591.608
13 13 1 0 591.608
14 13 1 0 591.608
15 13 1 0 591.608
0 14 1 0 591.608
1 14 1 0 591.608
2 14 1 0 591.608
3 14 1 0 591.608
4 14 1 0 591.608
5 14 1 0 591.608
6 14 1 0 591.608
7 14 1 0 591.608
8 14 1 0 591.608
9 14 1 0 591.608
10 14 1 0 591.608
11 14 1 0 591.608
12 14 1 0 591.608
13 14 1 0 591.608
14 14 1 0 591.608
15 14 1 0 591.608
0 15 1 0 591.608
1 15 1 0 591.608
2 15 1 0 591.608
3 15 1 0 591.608
4 15 1 0 591.608
5 15 1 0 591.608
6 15 1 0 591.608
7 15 1 0 591.608
8 15 1 0 591.608
9 15 1 0 591.608
10 15 1 0 591.608
11 15 1 0 591.608
12 15 1 0 591.608
13 15 1 0 591.608
14 15 1 0 591.608
15 15 1 0 591.608
0 16 1 0 591.608
1 16 1 0 591.608
2 16 1 0 591.608
3 16 1 0 591.608
4 16 1 0 591.608
5 16 1 0 591.608
6 16 1 0 591.608
7 16 1 0 591.608
8 16 1 0 591.608
9 16 1 0 591.608
10 16 1 0 591.608
11 16 1 0 591.608
12 16 1 0 591.608
13 16 1 0 591.608
14 16 1 0 591.608
15 16 1 0 591.608
0 17 1 0 591.608
1 17 1 0 591.608
2 17 1 0 591.608
3 17 1 0 591.608
4 17 1 0 591.608
5 17 1 0 591.608
6 17 1 0 591.608
7 17 1 0 591.608
8 17 1 0 591.608
9 17 1 0 591.608
10 17 1 0 591.608
11 17 1 0 591.608
12 17 1 0 591.608
13 17 1 0 591.608
14 17 1 0 591.608
15 17 1 0 591.608
0 18 1 0 591.608
1 18 1 0 591.608
2 18 1 0 591.608
3 18 1 0 591.608
4 18 1 0 591.608
5 18 1 0 591.608
6 18 1 0 591.608
7 18 1 0 591.608
8 18 1 0 591.608
9 18 1 0 591.608
10 18 1 0 591.608
11 18 1 0 591.608
12 18 1 0 591.608
13 18 1 0 591.608
14 18 1 0 591.608
15 18 1 0 591.608
0 19 1 0 591.608
1 19 1 0 591.608
2 19 1 0 591.608
3 19 1 0 591.608
4 19 1 0 591.608
5 19 1 0 591.608
6 19 1 0 591.608
7 19 1 0 591.608
8 19 1 0 591.608
9 19 1 0 591.608
10 19 1 0 591.608
11 19 1 0 591.608
12 19 1 0 591.608
13 19 1 0 591.608
14 19 1 0 591.608
15 19 1 0 591.608
0 20 1 0 591.608
1 20 1 0 591.608
2 20 1 0 591.608
3 20 1 0 591.608
4 20 1 0 591.608
5 20 1 0 591.608
6 20 1 0 591.608
7 20 1 0 591.608
8 20 1 0 591.608
9 20 1 0 591.608
10 20 1 0 591.608
11 20 1 0 591.608
12 20 1 0 591.608
13 20 1 0 591.608
14 20 1 0 591.608
15 20 1 0 591.608
0 21 1 0 591.608
1 21 1 0 591.608
2 21 1 0 591.608
3 21 1 0 591.608
4 21 1 0 591.608
5 21 1 0 591.608
6 21 1 0 591.608
7 21 1 0 591.608
8 21 1 0 591.608
9 21 1 0 591.608
10 21 1 0 591.608
11 21 1 0 591.608
12 21 1 0 591.608
13 21 1 0 591.608
14 21 1 0 591.608
15 21 1 0 591.608
0 22 1 0 591.608
1 22 1 0 591.608
2 22 1 0 591.608
3 22 1 0 591.608
4 22 1 0 591.608
5 22 1 0 591.608
6 22 1 0 591.608
7 22 1 0 591.608
8 22 1 0 591.608
9 22 1 0 591.608
10 22 1 0 591.608
11 22 1 0 591.608
12 22 1 0 591.608
13 22 1 0 591.608
14 22 1 0 591.608
15 22 1 0 591.608
0 23 1 0 591.608
1 23 1 0 591.608
2 23 1 0 591.608
3 23 1 0 591.608
4 23 1 0 591.608
5 23 1 0 591.608
6 23 1 0 591.608
7 23 1 0 591.608
8 23 1 0 591.608
9 23 1 0 591.608
10 23 1 0 591.608
11 23 1 0 591.608
12 23 1 0 591.608
13 23 1 0 591.608
14 23 1 0 591.608
15 23 1 0 591.608
0 24 1 0 591.608
1 24 1 0 591.608
2 24 1 0 591.608
3 24 1 0 591.608
4 24 1 0 591.608
5 24 1 0 591.608
6 24 1 0 591.608
7 24 1 0 591.608
8 24 1 0 591.608
9 24 1 0 591.608
10 24 1 0 591.608
11 24 1 0 591.608
12 24 1 0 591.608
13 24 1 0 591.608
14 24 1 0 591.608
15 24 1 0 591.608
0 25 1 0 591.608
1 25 1 0 591.608
2 25 1 0 591.608
3 25 1 0 591.608
4 25 1 0 591.608
5 25 1 0 591.608
6 25 1 0 591.608
7 25 1 0 591.608
8 25 1 0 591.608
9 25 1 0 591.608
10 25 1 0 591.608
11 25 1 0 591.608
12 25 1 0 591.608
13 25 1 0 591.608
14 25 1 0 591.608
15 25 1 0 591.608
0 26 1 0 591.608
1 26 1 0 591.608
2 26 1 0 591.608
3 26 1 0 591.608
4 26 1 0 591.608
5 26 1 0 591.608
6 26 1 0 591.608
7 26 1 0 591.608
8 26 1 0 591.608
9 26 1 0 591.608
10 26 1 0 591.608
11 26 1 0 591.608
12 26 1 0 591.608
13 26 1 0 591.608
14 26 1 0 591.608
15 26 1 0 591.608
0 27 1 0 591.608
1 27 1 0 591.608
2 27 1 0 591.608
3 27 1 0 591.608
4 27 1 0 591.608
5 27 1 0 591.608
6 27 1 0 591.608
7 27 1 0 591.608
8 27 1 0 591.608
9 27 1 0 591.608
10 27 1 0 591.608
11 27 1 0 591.608
12 27 1 0 591.608
13 27 1 0 591.608
14 27 1 0 591.608
15 27 1 0 591.608
0 28 1 0 591.608
1 28 1 0 591.608
2 28 1 0 591.608
3 28 1 0 591.608
4 28 1 0 591.608
5 28 1 0 591.608
6 28 1 0 591.608
7 28 1 0 591.608
8 28 1 0 591.608
9 28 1 0 591.608
10 28 1 0 591.608
11 28 1 0 591.608
12 28 1 0 591.608
13 28 1 0 591.608
14 28 1 0 591.608
15 28 1 0 591.608
0 29 1 0 591.608
1 29 1 0 591.608
2 29 1 0 591.608
3 29 1 0 591.608
4 29 1 0 591.608
5 29 1 0 591.608
6 29 1 0 591.608
7 29 1 0 591.608
8 29 1 0 591.608
9 29 1 0 591.608
10 29 1 0 591.608
11 29 1 0 591.608
12 29 1 0 591.608
13 29 1 0 591.608
14 29 1 0 591.608
15 29 1 0 591.608
0 30 1 0 591.608
1 30 1 0 591.608
2 30 1 0 591.608
3 30 1 0 591.608
4 30 1 0 591.608
5 30 1 0 591.608
6 30 1 0 591.608
7 30 1 0 591.608
8 30 1 0 591.608
9 30 1 0 591.608
10 30 1 0 591.608
11 30 1 0 591.608
12 30 1 0 591.608
13 30 1 0 591.608
14 30 1 0 591.608
15 30 1 0 591.608
0 31 1 0 591.608
1 31 1 0 591.608
2 31 1 0 591.608
3 31 1 0 591.608
4 31 1 0 591.608
5 31 1 0 591.608
6 31 1 0 591.608
7 31 1 0 591.608
8 31 1 0 591.608
9 31 1 0 591.608
10 31 1 0 591.608
11 31 1 0 591.608
12 31 1 0 591.608
13 31 1 0 591.608
14 31 1 0 591.608
15 31 1 0 591.608
0 32 1 0 591.608
1 32 1 0 591.608
2 32 1 0 591.608
3 32 1 0 591.608
4 32 1 0 591.608
5 32 1 0 591.608
6 32 1 0 591.608
7 32 1 0 591.608
8 32 1 0 591.608
9 32 1 0 591.608
10 32 1 0 591.608
11 32 1 0 591.608
12 32 1 0 591.608
13 32 1 0 591.608
14 32 1 0 591.608
15 32 1 0 591.608
0 33 1 0 591.608
1 33 1 0 591.608
2 33 1 0 591.608
3 33 1 0 591.608
4 33 1 0 591.608
5 33 1 0 591.608
6 33 1 0 591.608
7 33 1 0 591.608
8 33 1 0 591.608
9 33 1 0 591.608
10 33 1 0 591.608
11 33 1 0 591.608
12 33 1 0 591.608
13 33 1 0 591.608
14 33 1 0 591.608
15 33 1 0 591.608
0 34 1 0 591.608
1 34 1 0 591.608
2 34 1 0 591.608
3 34 1 0 591.608
4 34 1 0 591.608
5 34 1 0 591.608
6 34 1 0 591.608
7 34 1 0 591.608
8 34 1 0 591.608
9 34 1 0 591.608
10 34 1 0 591.608
11 34 1 0 591.608
12 34 1 0 591.608
13 34 1 0 591.608
14 34 1 0 591.608
15 34 1 0 591.608
0 35 1 0 591.608
1 35 1 0 591.608
2 35 1 0 591.608
3 35 1 0 591.608
4 35 1 0 591.608
5 35 1 0 591.608
6 35 1 0 591.608
7 35 1 0 591.608
8 35 1 0 591.608
9 35 1 0 591.608
10 35 1 0 591.608
11 35 1 0 591.608
12 35 1 0 591.608
13 35 1 0 591.608
14 35 1 0 591.608
15 35 1 0 591.608
0 36 1 0 591.608
1 36 1 0 591.608
2 36 1 0 591.608
3 36 1 0 591.608
4 36 1 0 591.608
5 36 1 0 591.608
6 36 1 0 591.608
7 36 1 0 591.608
8 36 1 0 591.608
9 36 1 0 591.608
10 36 1 0 591.608
11 36 1 0 591.608
12 36 1 0 591.608
13 36 1 0 591.608
14 36 1 0 591.608
15 36 1 0 591.608
0 37 1 0 591.608
1 37 1 0 591.608
2 37 1 0 591.608
3 37 1 0 591.608
4 37 1 0 591.608
5 37 1 0 591.608
6 37 1 0 591.608
7 37 1 0 591.608
8 37 1 0 591.608
9 37 1 0 591.608
10 37 1 0 591.608
11 37 1 0 591.608
12 37 1 0 591.608
13 37 1 0 591.608
14 37 1 0 591.608
15 37 1 0 591.608
0 38 1 0 591.608
1 38 1 0 591.608
2 38 1 0 591.608
3 38 1 0 591.608
4 38 1 0 591.608
5 38 1 0 591.608
6 38 1 0 591.608
7 38 1 0 591.608
8 38 1 0 591.608
9 38 1 0 591.608
10 38 1 0 591.608
11 38 1 0 591.608
12 38 1 0 591.608
13 38 1 0 591.608
14 38 1 0 591.608
15 38 1 0 591.608
0 39 1 0 591.608
1 39 1 0 591.608
2 39 1 0 591.608
3 39 1 0 591.608
4 39 1 0 591.608
5 39 1 0 591.608
6 39 1 0 591.608
7 39 1 0 591.608
8 39 1 0 591.608
9 39 1 0 591.608
10 39 1 0 591.608
11 39 1 0 591.608
12 39 1 0 591.608
13 39 1 0 591.608
14 39 1 0 591.608
15 39 1 0 591.608
0 40 1 0 591.608
1 40 1 0 591.608
2 40 1 0 591.608
3 40 1 0 591.608
4 40 1 0 591.608
5 40 1 0 591.608
6 40 1 0 591.608
7 40 1 0 591.608
8 40 1 0 591.608
9 40 1 0 591.608
10 40 1 0 591.608
11 40 1 0 591.608
12 40 1 0 591.608
13 40 1 0 591.608
14 40 1 0 591.608
15 40 1 0 591.608
0 41 1 0 591.608
1 41 1 0 591.608
2 41 1 0 591.608
3 41 1 0 591.608
4 41 1 0 591.608
5 41 1 0 591.608
6 41 1 0 591.608
7 41 1 0 591.608
8 41 1 0 591.608
9 41 1 0 591.608
10 41 1 0 591.608
11 41 1 0 591.608
12 41 1 0 591.608
13 41 1 0 591.608
14 41 1 0 591.608
15 41 1 0 591.608
0 42 1 0 591.608
1 42 1 0 591.608
2 42 1 0 591.608
3 42 1 0 591.608
4 42 1 0 591.608
5 42 1 0 591.608
6 42 1 0 591.608
7 42 1 0 591.608
8 42 1 0 591.608
9 42 1 0 591.608
10 42 1 0 591.608
11 42 1 0 591.608
12 42 1 0 591.608
13 42 1 0 591.608
14 42 1 0 591.608
15 42 1 0 591.608

Built ZO model 82 iterations, Time 3
Total steps 56416, skipped 0, slept 0
Beta components dropped finally: 0 Left: 688

---Resubstitution results---
Confusion Table:
Training set loglikelihood -47.4577643803 Average -1.18644410951
Log prior (penalty) 1785.43 Log posterior 1737.98

One-vs-All view: Class 0
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	0
	Not Retrieved	3	37
Precision = 100
Recall  = 0
F1 = 0
ROC area under curve 0

One-vs-All view: Class 1
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	0
	Not Retrieved	1	39
Precision = 100
Recall  = 0
F1 = 0
ROC area under curve 0

One-vs-All view: Class 2
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	11	9
	Not Retrieved	0	20
Precision = 55
Recall  = 100
F1 = 70.9677
ROC area under curve 91.5

One-vs-All view: Class 3
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	3	0
	Not Retrieved	0	37
Precision = 100
Recall  = 100
F1 = 100
ROC area under curve 96.3964

One-vs-All view: Class 4
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	6	2
	Not Retrieved	0	32
Precision = 75
Recall  = 100
F1 = 85.7143
ROC area under curve 89.4531

One-vs-All view: Class 5
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	2	0
	Not Retrieved	1	37
Precision = 100
Recall  = 66.6667
F1 = 80
ROC area under curve 96.0526

One-vs-All view: Class 6
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	1	0
	Not Retrieved	2	37
Precision = 100
Recall  = 33.3333
F1 = 50
ROC area under curve 100

One-vs-All view: Class 7
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	0
	Not Retrieved	1	39
Precision = 100
Recall  = 0
F1 = 0
ROC area under curve 0

One-vs-All view: Class 8
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	0
	Not Retrieved	1	39
Precision = 100
Recall  = 0
F1 = 0
ROC area under curve 0

One-vs-All view: Class 9
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	1	0
	Not Retrieved	1	38
Precision = 100
Recall  = 50
F1 = 66.6667
ROC area under curve 94.8718

One-vs-All view: Class 10
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	1	0
	Not Retrieved	0	39
Precision = 100
Recall  = 100
F1 = 100
ROC area under curve 100

One-vs-All view: Class 11
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	1	0
	Not Retrieved	0	39
Precision = 100
Recall  = 100
F1 = 100
ROC area under curve 100

One-vs-All view: Class 12
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	0
	Not Retrieved	1	39
Precision = 100
Recall  = 0
F1 = 0
ROC area under curve 0

One-vs-All view: Class 13
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	1	0
	Not Retrieved	0	39
Precision = 100
Recall  = 100
F1 = 100
ROC area under curve 100

One-vs-All view: Class 14
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	1	0
	Not Retrieved	0	39
Precision = 100
Recall  = 100
F1 = 100
ROC area under curve 100

One-vs-All view: Class 15
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	1	0
	Not Retrieved	0	39
Precision = 100
Recall  = 100
F1 = 100
ROC area under curve 97.4359
Time 3
