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Extracting image features from full data set.
Analyzing and extracting image features.
+------------------+--------------+------------------+
| Images Processed | Elapsed Time | Percent Complete |
+------------------+--------------+------------------+
| 1 | 1.87s | 2.5% |
| 2 | 1.98s | 5% |
| 3 | 2.09s | 7.5% |
| 4 | 2.21s | 10% |
| 5 | 2.32s | 12.5% |
| 10 | 2.89s | 25% |
| 40 | 6.19s | 100% |
| 39 | 6.06s | 97.5% |
+------------------+--------------+------------------+
Skipping automatic creation of validation set; training set has fewer than 50 points.
Beginning model training on processed features.
Calibrating solver; this may take some time.
+-----------+--------------+-------------------+
| Iteration | Elapsed Time | Training Accuracy |
+-----------+--------------+-------------------+
| 0 | 0.015278 | 0.250000 |
| 1 | 0.120184 | 0.775000 |
| 2 | 0.172407 | 0.850000 |
| 3 | 0.207289 | 0.975000 |
| 4 | 0.249851 | 1.000000 |
| 5 | 0.284733 | 1.000000 |
| 10 | 0.470849 | 1.000000 |
+-----------+--------------+-------------------+
Completed (Iteration limit reached).
Extracting image features from evaluation data.
Analyzing and extracting image features.
+------------------+--------------+------------------+
| Images Processed | Elapsed Time | Percent Complete |
+------------------+--------------+------------------+
| 1 | 225.744ms | 8.25% |
| 2 | 426.425ms | 16.5% |
| 3 | 631.887ms | 25% |
| 4 | 833.109ms | 33.25% |
| 5 | 1.03s | 41.5% |
| 10 | 2.05s | 83.25% |
| 12 | 2.46s | 100% |
| 11 | 2.25s | 91.5% |
+------------------+--------------+------------------+
----------------------------------
Number of examples: 12
Number of classes: 4
Accuracy: 83.33%
******CONFUSION MATRIX******
----------------------------------
True\Pred Leonard Penny Raj Sheldon
Leonard 1 0 2 0
Penny 0 3 0 0
Raj 0 0 3 0
Sheldon 0 0 0 3
******PRECISION RECALL******
----------------------------------
Class Precision(%) Recall(%)
Leonard 100.00 33.33
Penny 100.00 100.00
Raj 60.00 100.00
Sheldon 100.00 100.00
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