Created
April 7, 2018 15:26
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after manual train test split
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/home/heimdall/anaconda3/bin/python /home/heimdall/pycharm-2018.1/helpers/pydev/pydev_run_in_console.py 37507 33143 /home/heimdall/Desktop/facial_final/train2.py | |
Running /home/heimdall/Desktop/facial_final/train2.py | |
import sys; print('Python %s on %s' % (sys.version, sys.platform)) | |
sys.path.extend(['/home/heimdall/Desktop/facial_final']) | |
Python 3.6.4 |Anaconda, Inc.| (default, Jan 16 2018, 18:10:19) | |
Type 'copyright', 'credits' or 'license' for more information | |
IPython 6.2.1 -- An enhanced Interactive Python. Type '?' for help. | |
/home/heimdall/anaconda3/lib/python3.6/site-packages/sklearn/cross_validation.py:41: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20. | |
"This module will be removed in 0.20.", DeprecationWarning) | |
***** Decsion Tree ***** | |
accuracy 0.84 | |
Decsion Tree precision recall f1-score support | |
0 0.71 0.87 0.78 23 | |
1 0.92 0.88 0.90 26 | |
2 0.79 0.73 0.76 30 | |
3 0.96 0.96 0.96 27 | |
4 0.78 0.83 0.81 30 | |
5 1.00 0.71 0.83 14 | |
avg / total 0.85 0.84 0.84 150 | |
***** GB ***** | |
accuracy 0.88 | |
GB precision recall f1-score support | |
0 0.79 1.00 0.88 23 | |
1 1.00 0.92 0.96 26 | |
2 0.83 0.83 0.83 30 | |
3 0.89 0.93 0.91 27 | |
4 0.86 0.83 0.85 30 | |
5 1.00 0.71 0.83 14 | |
avg / total 0.89 0.88 0.88 150 | |
***** RF ***** | |
accuracy 0.88 | |
RF precision recall f1-score support | |
0 0.85 0.96 0.90 23 | |
1 0.96 0.92 0.94 26 | |
2 0.88 0.77 0.82 30 | |
3 0.89 0.93 0.91 27 | |
4 0.80 0.93 0.86 30 | |
5 1.00 0.71 0.83 14 | |
avg / total 0.89 0.88 0.88 150 | |
PyDev console: using IPython 6.2.1 | |
Python 3.6.4 |Anaconda, Inc.| (default, Jan 16 2018, 18:10:19) | |
[GCC 7.2.0] on linux |
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