
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: 90
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) 686.933 Hyperparameter 0.00145575
Starting PolyZO model, - Time 00 0 1 0 343.467
1 0 1 0 343.467
2 0 1 0 343.467
3 0 1 0 343.467
4 0 1 0 343.467
5 0 1 0 343.467
6 0 1 0 343.467
7 0 1 0 343.467
8 0 1 0 343.467
9 0 1 0 343.467
10 0 1 0 343.467
11 0 1 0 343.467
12 0 1 0 343.467
13 0 1 0 343.467
14 0 1 0 343.467
15 0 1 0 343.467
0 1 1 0 343.467
1 1 1 0 343.467
2 1 1 0 343.467
3 1 1 0 343.467
4 1 1 0 343.467
5 1 1 0 343.467
6 1 1 0 343.467
7 1 1 0 343.467
8 1 1 0 343.467
9 1 1 0 343.467
10 1 1 0 343.467
11 1 1 0 343.467
12 1 1 0 343.467
13 1 1 0 343.467
14 1 1 0 343.467
15 1 1 0 343.467
0 2 1 0 343.467
1 2 1 0 343.467
2 2 1 0 343.467
3 2 1 0 343.467
4 2 1 0 343.467
5 2 1 0 343.467
6 2 1 0 343.467
7 2 1 0 343.467
8 2 1 0 343.467
9 2 1 0 343.467
10 2 1 0 343.467
11 2 1 0 343.467
12 2 1 0 343.467
13 2 1 0 343.467
14 2 1 0 343.467
15 2 1 0 343.467
0 3 1 0 343.467
1 3 1 0 343.467
2 3 1 0 343.467
3 3 1 0 343.467
4 3 1 0 343.467
5 3 1 0 343.467
6 3 1 0 343.467
7 3 1 0 343.467
8 3 1 0 343.467
9 3 1 0 343.467
10 3 1 0 343.467
11 3 1 0 343.467
12 3 1 0 343.467
13 3 1 0 343.467
14 3 1 0 343.467
15 3 1 0 343.467
0 4 1 0 343.467
1 4 1 0 343.467
2 4 1 0 343.467
3 4 1 0 343.467
4 4 1 0 343.467
5 4 1 0 343.467
6 4 1 0 343.467
7 4 1 0 343.467
8 4 1 0 343.467
9 4 1 0 343.467
10 4 1 0 343.467
11 4 1 0 343.467
12 4 1 0 343.467
13 4 1 0 343.467
14 4 1 0 343.467
15 4 1 0 343.467
0 5 1 0 343.467
1 5 1 0 343.467
2 5 1 0 343.467
3 5 1 0 343.467
4 5 1 0 343.467
5 5 1 0 343.467
6 5 1 0 343.467
7 5 1 0 343.467
8 5 1 0 343.467
9 5 1 0 343.467
10 5 1 0 343.467
11 5 1 0 343.467
12 5 1 0 343.467
13 5 1 0 343.467
14 5 1 0 343.467
15 5 1 0 343.467
0 6 1 0 343.467
1 6 1 0 343.467
2 6 1 0 343.467
3 6 1 0 343.467
4 6 1 0 343.467
5 6 1 0 343.467
6 6 1 0 343.467
7 6 1 0 343.467
8 6 1 0 343.467
9 6 1 0 343.467
10 6 1 0 343.467
11 6 1 0 343.467
12 6 1 0 343.467
13 6 1 0 343.467
14 6 1 0 343.467
15 6 1 0 343.467
0 7 1 0 343.467
1 7 1 0 343.467
2 7 1 0 343.467
3 7 1 0 343.467
4 7 1 0 343.467
5 7 1 0 343.467
6 7 1 0 343.467
7 7 1 0 343.467
8 7 1 0 343.467
9 7 1 0 343.467
10 7 1 0 343.467
11 7 1 0 343.467
12 7 1 0 343.467
13 7 1 0 343.467
14 7 1 0 343.467
15 7 1 0 343.467
0 8 1 0 343.467
1 8 1 0 343.467
2 8 1 0 343.467
3 8 1 0 343.467
4 8 1 0 343.467
5 8 1 0 343.467
6 8 1 0 343.467
7 8 1 0 343.467
8 8 1 0 343.467
9 8 1 0 343.467
10 8 1 0 343.467
11 8 1 0 343.467
12 8 1 0 343.467
13 8 1 0 343.467
14 8 1 0 343.467
15 8 1 0 343.467
0 9 1 0 343.467
1 9 1 0 343.467
2 9 1 0 343.467
3 9 1 0 343.467
4 9 1 0 343.467
5 9 1 0 343.467
6 9 1 0 343.467
7 9 1 0 343.467
8 9 1 0 343.467
9 9 1 0 343.467
10 9 1 0 343.467
11 9 1 0 343.467
12 9 1 0 343.467
13 9 1 0 343.467
14 9 1 0 343.467
15 9 1 0 343.467
0 10 1 0 343.467
1 10 1 0 343.467
2 10 1 0 343.467
3 10 1 0 343.467
4 10 1 0 343.467
5 10 1 0 343.467
6 10 1 0 343.467
7 10 1 0 343.467
8 10 1 0 343.467
9 10 1 0 343.467
10 10 1 0 343.467
11 10 1 0 343.467
12 10 1 0 343.467
13 10 1 0 343.467
14 10 1 0 343.467
15 10 1 0 343.467
0 11 1 0 343.467
1 11 1 0 343.467
2 11 1 0 343.467
3 11 1 0 343.467
4 11 1 0 343.467
5 11 1 0 343.467
6 11 1 0 343.467
7 11 1 0 343.467
8 11 1 0 343.467
9 11 1 0 343.467
10 11 1 0 343.467
11 11 1 0 343.467
12 11 1 0 343.467
13 11 1 0 343.467
14 11 1 0 343.467
15 11 1 0 343.467
0 12 1 0 343.467
1 12 1 0 343.467
2 12 1 0 343.467
3 12 1 0 343.467
4 12 1 0 343.467
5 12 1 0 343.467
6 12 1 0 343.467
7 12 1 0 343.467
8 12 1 0 343.467
9 12 1 0 343.467
10 12 1 0 343.467
11 12 1 0 343.467
12 12 1 0 343.467
13 12 1 0 343.467
14 12 1 0 343.467
15 12 1 0 343.467
0 13 1 0 343.467
1 13 1 0 343.467
2 13 1 0 343.467
3 13 1 0 343.467
4 13 1 0 343.467
5 13 1 0 343.467
6 13 1 0 343.467
7 13 1 0 343.467
8 13 1 0 343.467
9 13 1 0 343.467
10 13 1 0 343.467
11 13 1 0 343.467
12 13 1 0 343.467
13 13 1 0 343.467
14 13 1 0 343.467
15 13 1 0 343.467
0 14 1 0 343.467
1 14 1 0 343.467
2 14 1 0 343.467
3 14 1 0 343.467
4 14 1 0 343.467
5 14 1 0 343.467
6 14 1 0 343.467
7 14 1 0 343.467
8 14 1 0 343.467
9 14 1 0 343.467
10 14 1 0 343.467
11 14 1 0 343.467
12 14 1 0 343.467
13 14 1 0 343.467
14 14 1 0 343.467
15 14 1 0 343.467
0 15 1 0 343.467
1 15 1 0 343.467
2 15 1 0 343.467
3 15 1 0 343.467
4 15 1 0 343.467
5 15 1 0 343.467
6 15 1 0 343.467
7 15 1 0 343.467
8 15 1 0 343.467
9 15 1 0 343.467
10 15 1 0 343.467
11 15 1 0 343.467
12 15 1 0 343.467
13 15 1 0 343.467
14 15 1 0 343.467
15 15 1 0 343.467
0 16 1 0 343.467
1 16 1 0 343.467
2 16 1 0 343.467
3 16 1 0 343.467
4 16 1 0 343.467
5 16 1 0 343.467
6 16 1 0 343.467
7 16 1 0 343.467
8 16 1 0 343.467
9 16 1 0 343.467
10 16 1 0 343.467
11 16 1 0 343.467
12 16 1 0 343.467
13 16 1 0 343.467
14 16 1 0 343.467
15 16 1 0 343.467
0 17 1 0 343.467
1 17 1 0 343.467
2 17 1 0 343.467
3 17 1 0 343.467
4 17 1 0 343.467
5 17 1 0 343.467
6 17 1 0 343.467
7 17 1 0 343.467
8 17 1 0 343.467
9 17 1 0 343.467
10 17 1 0 343.467
11 17 1 0 343.467
12 17 1 0 343.467
13 17 1 0 343.467
14 17 1 0 343.467
15 17 1 0 343.467
0 18 1 0 343.467
1 18 1 0 343.467
2 18 1 0 343.467
3 18 1 0 343.467
4 18 1 0 343.467
5 18 1 0 343.467
6 18 1 0 343.467
7 18 1 0 343.467
8 18 1 0 343.467
9 18 1 0 343.467
10 18 1 0 343.467
11 18 1 0 343.467
12 18 1 0 343.467
13 18 1 0 343.467
14 18 1 0 343.467
15 18 1 0 343.467
0 19 1 0 343.467
1 19 1 0 343.467
2 19 1 0 343.467
3 19 1 0 343.467
4 19 1 0 343.467
5 19 1 0 343.467
6 19 1 0 343.467
7 19 1 0 343.467
8 19 1 0 343.467
9 19 1 0 343.467
10 19 1 0 343.467
11 19 1 0 343.467
12 19 1 0 343.467
13 19 1 0 343.467
14 19 1 0 343.467
15 19 1 0 343.467
0 20 1 0 343.467
1 20 1 0 343.467
2 20 1 0 343.467
3 20 1 0 343.467
4 20 1 0 343.467
5 20 1 0 343.467
6 20 1 0 343.467
7 20 1 0 343.467
8 20 1 0 343.467
9 20 1 0 343.467
10 20 1 0 343.467
11 20 1 0 343.467
12 20 1 0 343.467
13 20 1 0 343.467
14 20 1 0 343.467
15 20 1 0 343.467
0 21 1 0 343.467
1 21 1 0 343.467
2 21 1 0 343.467
3 21 1 0 343.467
4 21 1 0 343.467
5 21 1 0 343.467
6 21 1 0 343.467
7 21 1 0 343.467
8 21 1 0 343.467
9 21 1 0 343.467
10 21 1 0 343.467
11 21 1 0 343.467
12 21 1 0 343.467
13 21 1 0 343.467
14 21 1 0 343.467
15 21 1 0 343.467
0 22 1 0 343.467
1 22 1 0 343.467
2 22 1 0 343.467
3 22 1 0 343.467
4 22 1 0 343.467
5 22 1 0 343.467
6 22 1 0 343.467
7 22 1 0 343.467
8 22 1 0 343.467
9 22 1 0 343.467
10 22 1 0 343.467
11 22 1 0 343.467
12 22 1 0 343.467
13 22 1 0 343.467
14 22 1 0 343.467
15 22 1 0 343.467
0 23 1 0 343.467
1 23 1 0 343.467
2 23 1 0 343.467
3 23 1 0 343.467
4 23 1 0 343.467
5 23 1 0 343.467
6 23 1 0 343.467
7 23 1 0 343.467
8 23 1 0 343.467
9 23 1 0 343.467
10 23 1 0 343.467
11 23 1 0 343.467
12 23 1 0 343.467
13 23 1 0 343.467
14 23 1 0 343.467
15 23 1 0 343.467
0 24 1 0 343.467
1 24 1 0 343.467
2 24 1 0 343.467
3 24 1 0 343.467
4 24 1 0 343.467
5 24 1 0 343.467
6 24 1 0 343.467
7 24 1 0 343.467
8 24 1 0 343.467
9 24 1 0 343.467
10 24 1 0 343.467
11 24 1 0 343.467
12 24 1 0 343.467
13 24 1 0 343.467
14 24 1 0 343.467
15 24 1 0 343.467
0 25 1 0 343.467
1 25 1 0 343.467
2 25 1 0 343.467
3 25 1 0 343.467
4 25 1 0 343.467
5 25 1 0 343.467
6 25 1 0 343.467
7 25 1 0 343.467
8 25 1 0 343.467
9 25 1 0 343.467
10 25 1 0 343.467
11 25 1 0 343.467
12 25 1 0 343.467
13 25 1 0 343.467
14 25 1 0 343.467
15 25 1 0 343.467
0 26 1 0 343.467
1 26 1 0 343.467
2 26 1 0 343.467
3 26 1 0 343.467
4 26 1 0 343.467
5 26 1 0 343.467
6 26 1 0 343.467
7 26 1 0 343.467
8 26 1 0 343.467
9 26 1 0 343.467
10 26 1 0 343.467
11 26 1 0 343.467
12 26 1 0 343.467
13 26 1 0 343.467
14 26 1 0 343.467
15 26 1 0 343.467
0 27 1 0 343.467
1 27 1 0 343.467
2 27 1 0 343.467
3 27 1 0 343.467
4 27 1 0 343.467
5 27 1 0 343.467
6 27 1 0 343.467
7 27 1 0 343.467
8 27 1 0 343.467
9 27 1 0 343.467
10 27 1 0 343.467
11 27 1 0 343.467
12 27 1 0 343.467
13 27 1 0 343.467
14 27 1 0 343.467
15 27 1 0 343.467
0 28 1 0 343.467
1 28 1 0 343.467
2 28 1 0 343.467
3 28 1 0 343.467
4 28 1 0 343.467
5 28 1 0 343.467
6 28 1 0 343.467
7 28 1 0 343.467
8 28 1 0 343.467
9 28 1 0 343.467
10 28 1 0 343.467
11 28 1 0 343.467
12 28 1 0 343.467
13 28 1 0 343.467
14 28 1 0 343.467
15 28 1 0 343.467
0 29 1 0 343.467
1 29 1 0 343.467
2 29 1 0 343.467
3 29 1 0 343.467
4 29 1 0 343.467
5 29 1 0 343.467
6 29 1 0 343.467
7 29 1 0 343.467
8 29 1 0 343.467
9 29 1 0 343.467
10 29 1 0 343.467
11 29 1 0 343.467
12 29 1 0 343.467
13 29 1 0 343.467
14 29 1 0 343.467
15 29 1 0 343.467
0 30 1 0 343.467
1 30 1 0 343.467
2 30 1 0 343.467
3 30 1 0 343.467
4 30 1 0 343.467
5 30 1 0 343.467
6 30 1 0 343.467
7 30 1 0 343.467
8 30 1 0 343.467
9 30 1 0 343.467
10 30 1 0 343.467
11 30 1 0 343.467
12 30 1 0 343.467
13 30 1 0 343.467
14 30 1 0 343.467
15 30 1 0 343.467
0 31 1 0 343.467
1 31 1 0 343.467
2 31 1 0 343.467
3 31 1 0 343.467
4 31 1 0 343.467
5 31 1 0 343.467
6 31 1 0 343.467
7 31 1 0 343.467
8 31 1 0 343.467
9 31 1 0 343.467
10 31 1 0 343.467
11 31 1 0 343.467
12 31 1 0 343.467
13 31 1 0 343.467
14 31 1 0 343.467
15 31 1 0 343.467
0 32 1 0 343.467
1 32 1 0 343.467
2 32 1 0 343.467
3 32 1 0 343.467
4 32 1 0 343.467
5 32 1 0 343.467
6 32 1 0 343.467
7 32 1 0 343.467
8 32 1 0 343.467
9 32 1 0 343.467
10 32 1 0 343.467
11 32 1 0 343.467
12 32 1 0 343.467
13 32 1 0 343.467
14 32 1 0 343.467
15 32 1 0 343.467
0 33 1 0 343.467
1 33 1 0 343.467
2 33 1 0 343.467
3 33 1 0 343.467
4 33 1 0 343.467
5 33 1 0 343.467
6 33 1 0 343.467
7 33 1 0 343.467
8 33 1 0 343.467
9 33 1 0 343.467
10 33 1 0 343.467
11 33 1 0 343.467
12 33 1 0 343.467
13 33 1 0 343.467
14 33 1 0 343.467
15 33 1 0 343.467
0 34 1 0 343.467
1 34 1 0 343.467
2 34 1 0 343.467
3 34 1 0 343.467
4 34 1 0 343.467
5 34 1 0 343.467
6 34 1 0 343.467
7 34 1 0 343.467
8 34 1 0 343.467
9 34 1 0 343.467
10 34 1 0 343.467
11 34 1 0 343.467
12 34 1 0 343.467
13 34 1 0 343.467
14 34 1 0 343.467
15 34 1 0 343.467
0 35 1 0 343.467
1 35 1 0 343.467
2 35 1 0 343.467
3 35 1 0 343.467
4 35 1 0 343.467
5 35 1 0 343.467
6 35 1 0 343.467
7 35 1 0 343.467
8 35 1 0 343.467
9 35 1 0 343.467
10 35 1 0 343.467
11 35 1 0 343.467
12 35 1 0 343.467
13 35 1 0 343.467
14 35 1 0 343.467
15 35 1 0 343.467
0 36 1 0 343.467
1 36 1 0 343.467
2 36 1 0 343.467
3 36 1 0 343.467
4 36 1 0 343.467
5 36 1 0 343.467
6 36 1 0 343.467
7 36 1 0 343.467
8 36 1 0 343.467
9 36 1 0 343.467
10 36 1 0 343.467
11 36 1 0 343.467
12 36 1 0 343.467
13 36 1 0 343.467
14 36 1 0 343.467
15 36 1 0 343.467
0 37 1 0 343.467
1 37 1 0 343.467
2 37 1 0 343.467
3 37 1 0 343.467
4 37 1 0 343.467
5 37 1 0 343.467
6 37 1 0 343.467
7 37 1 0 343.467
8 37 1 0 343.467
9 37 1 0 343.467
10 37 1 0 343.467
11 37 1 0 343.467
12 37 1 0 343.467
13 37 1 0 343.467
14 37 1 0 343.467
15 37 1 0 343.467
0 38 1 0 343.467
1 38 1 0 343.467
2 38 1 0 343.467
3 38 1 0 343.467
4 38 1 0 343.467
5 38 1 0 343.467
6 38 1 0 343.467
7 38 1 0 343.467
8 38 1 0 343.467
9 38 1 0 343.467
10 38 1 0 343.467
11 38 1 0 343.467
12 38 1 0 343.467
13 38 1 0 343.467
14 38 1 0 343.467
15 38 1 0 343.467
0 39 1 0 343.467
1 39 1 0 343.467
2 39 1 0 343.467
3 39 1 0 343.467
4 39 1 0 343.467
5 39 1 0 343.467
6 39 1 0 343.467
7 39 1 0 343.467
8 39 1 0 343.467
9 39 1 0 343.467
10 39 1 0 343.467
11 39 1 0 343.467
12 39 1 0 343.467
13 39 1 0 343.467
14 39 1 0 343.467
15 39 1 0 343.467
0 40 1 0 343.467
1 40 1 0 343.467
2 40 1 0 343.467
3 40 1 0 343.467
4 40 1 0 343.467
5 40 1 0 343.467
6 40 1 0 343.467
7 40 1 0 343.467
8 40 1 0 343.467
9 40 1 0 343.467
10 40 1 0 343.467
11 40 1 0 343.467
12 40 1 0 343.467
13 40 1 0 343.467
14 40 1 0 343.467
15 40 1 0 343.467
0 41 1 0 343.467
1 41 1 0 343.467
2 41 1 0 343.467
3 41 1 0 343.467
4 41 1 0 343.467
5 41 1 0 343.467
6 41 1 0 343.467
7 41 1 0 343.467
8 41 1 0 343.467
9 41 1 0 343.467
10 41 1 0 343.467
11 41 1 0 343.467
12 41 1 0 343.467
13 41 1 0 343.467
14 41 1 0 343.467
15 41 1 0 343.467
0 42 1 0 343.467
1 42 1 0 343.467
2 42 1 0 343.467
3 42 1 0 343.467
4 42 1 0 343.467
5 42 1 0 343.467
6 42 1 0 343.467
7 42 1 0 343.467
8 42 1 0 343.467
9 42 1 0 343.467
10 42 1 0 343.467
11 42 1 0 343.467
12 42 1 0 343.467
13 42 1 0 343.467
14 42 1 0 343.467
15 42 1 0 343.467

Built ZO model 147 iterations, Time 18
Total steps 101136, skipped 0, slept 0
Beta components dropped finally: 0 Left: 688

---Resubstitution results---
Confusion Table:
Training set loglikelihood -110.878421436 Average -1.2319824604
Log prior (penalty) 1581.89 Log posterior 1471.02

One-vs-All view: Class 0
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	8	1
	Not Retrieved	1	80
Precision = 88.8889
Recall  = 88.8889
F1 = 88.8889
ROC area under curve 88.7517

One-vs-All view: Class 1
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	0
	Not Retrieved	1	89
Precision = 100
Recall  = 0
F1 = 0
ROC area under curve 0

One-vs-All view: Class 2
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	17	9
	Not Retrieved	0	64
Precision = 65.3846
Recall  = 100
F1 = 79.0698
ROC area under curve 93.9303

One-vs-All view: Class 3
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	2	2
	Not Retrieved	4	82
Precision = 50
Recall  = 33.3333
F1 = 40
ROC area under curve 81.686

One-vs-All view: Class 4
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	11	6
	Not Retrieved	0	73
Precision = 64.7059
Recall  = 100
F1 = 78.5714
ROC area under curve 94.0371

One-vs-All view: Class 5
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	7	1
	Not Retrieved	2	80
Precision = 87.5
Recall  = 77.7778
F1 = 82.3529
ROC area under curve 89.6341

One-vs-All view: Class 6
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	3	0
	Not Retrieved	4	83
Precision = 100
Recall  = 42.8571
F1 = 60
ROC area under curve 92.3372

One-vs-All view: Class 7
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	0
	Not Retrieved	1	89
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	89
Precision = 100
Recall  = 0
F1 = 0
ROC area under curve 0

One-vs-All view: Class 9
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	1	2
	Not Retrieved	6	81
Precision = 33.3333
Recall  = 14.2857
F1 = 20
ROC area under curve 82.3755

One-vs-All view: Class 10
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	1	0
	Not Retrieved	1	88
Precision = 100
Recall  = 50
F1 = 66.6667
ROC area under curve 100

One-vs-All view: Class 11
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	2	0
	Not Retrieved	0	88
Precision = 100
Recall  = 100
F1 = 100
ROC area under curve 98.8636

One-vs-All view: Class 12
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	0
	Not Retrieved	1	89
Precision = 100
Recall  = 0
F1 = 0
ROC area under curve 0

One-vs-All view: Class 13
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	5	3
	Not Retrieved	1	81
Precision = 62.5
Recall  = 83.3333
F1 = 71.4286
ROC area under curve 98.9329

One-vs-All view: Class 14
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	1	0
	Not Retrieved	1	88
Precision = 100
Recall  = 50
F1 = 66.6667
ROC area under curve 97.7528

One-vs-All view: Class 15
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	6	2
	Not Retrieved	2	80
Precision = 75
Recall  = 75
F1 = 75
ROC area under curve 89.939
Time 18
