Table 2 The neural network solution based on the training data set and testing (holdout) data set classified at 95.5% and 73.7% accuracy respectively for skill level (beginner, intermediate and advanced) for the motor fitness tests.
 | 
Predicted | 
 | 
 | 
1 | 
2 | 
3 | 
% Correct | 
| Training | 
 | 
 | 
 | 
 | 
|   1.Beginner | 
8 | 
0 | 
1 | 
88.9% | 
|         2.Intermediate | 
0 | 
5 | 
0 | 
100.0% | 
|   3.Advance | 
0 | 
0 | 
8 | 
100.0% | 
|         Overall Percent | 
36.4% | 
22.7% | 
40.9% | 
95.5% | 
| Testing | 
 | 
 | 
 | 
 | 
|   1.Beginner | 
9 | 
1 | 
0 | 
90.0% | 
|         2.Intermediate | 
3 | 
2 | 
1 | 
50.0% | 
|   3.Advance | 
0 | 
0 | 
3 | 
100.0% | 
|         Overall Percent | 
63.2% | 
15.8% | 
21.1% | 
73.7% |