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SecCodeSmith
2025-03-30 23:18:41 +02:00
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Fitting 5 folds for each of 32 candidates, totalling 160 fits
[CV] END ...................C=0.1, gamma=auto, kernel=linear; total time=25.2min
[CV] END ...................C=0.1, gamma=auto, kernel=linear; total time=25.5min
[CV] END ...................C=0.1, gamma=auto, kernel=linear; total time=25.6min
[CV] END ...................C=0.1, gamma=auto, kernel=linear; total time=25.7min
[CV] END ...................C=0.1, gamma=auto, kernel=linear; total time=25.8min
[CV] END ..................C=0.1, gamma=scale, kernel=linear; total time=25.8min
[CV] END ..................C=0.1, gamma=scale, kernel=linear; total time=25.9min
[CV] END ..................C=0.1, gamma=scale, kernel=linear; total time=26.0min
[CV] END ..................C=0.1, gamma=scale, kernel=linear; total time=26.3min
[CV] END ..................C=0.1, gamma=scale, kernel=linear; total time=26.8min
[CV] END ....................C=0.1, gamma=scale, kernel=poly; total time=35.0min
[CV] END ....................C=0.1, gamma=scale, kernel=poly; total time=35.1min
[CV] END ....................C=0.1, gamma=scale, kernel=poly; total time=35.7min
[CV] END ....................C=0.1, gamma=scale, kernel=poly; total time=35.9min
[CV] END ....................C=0.1, gamma=scale, kernel=poly; total time=36.5min
[CV] END ....................C=1, gamma=scale, kernel=linear; total time=24.6min
[CV] END ....................C=1, gamma=scale, kernel=linear; total time=25.1min
[CV] END .....................C=0.1, gamma=scale, kernel=rbf; total time=67.5min
[CV] END .....................C=0.1, gamma=scale, kernel=rbf; total time=67.7min
[CV] END .....................C=0.1, gamma=scale, kernel=rbf; total time=68.4min
[CV] END .................C=0.1, gamma=scale, kernel=sigmoid; total time=68.5min
[CV] END .....................C=0.1, gamma=scale, kernel=rbf; total time=68.8min
[CV] END .....................C=0.1, gamma=scale, kernel=rbf; total time=68.9min
[CV] END .................C=0.1, gamma=scale, kernel=sigmoid; total time=69.2min
[CV] END .................C=0.1, gamma=scale, kernel=sigmoid; total time=69.6min
[CV] END .................C=0.1, gamma=scale, kernel=sigmoid; total time=70.7min
[CV] END .................C=0.1, gamma=scale, kernel=sigmoid; total time=70.8min
[CV] END .......................C=1, gamma=scale, kernel=rbf; total time=45.0min
[CV] END .......................C=1, gamma=scale, kernel=rbf; total time=45.6min
[CV] END .......................C=1, gamma=scale, kernel=rbf; total time=45.8min
[CV] END .......................C=1, gamma=scale, kernel=rbf; total time=46.1min
[CV] END .......................C=1, gamma=scale, kernel=rbf; total time=45.7min
[CV] END ....................C=1, gamma=scale, kernel=linear; total time=25.2min
[CV] END ....................C=1, gamma=scale, kernel=linear; total time=25.1min
[CV] END .....................C=0.1, gamma=auto, kernel=poly; total time=87.0min
[CV] END .....................C=0.1, gamma=auto, kernel=poly; total time=87.6min
[CV] END ....................C=1, gamma=scale, kernel=linear; total time=24.7min
[CV] END ......................C=0.1, gamma=auto, kernel=rbf; total time=94.7min
[CV] END ......................C=0.1, gamma=auto, kernel=rbf; total time=95.1min
[CV] END ......................C=0.1, gamma=auto, kernel=rbf; total time=95.1min
[CV] END ......................C=0.1, gamma=auto, kernel=rbf; total time=95.9min
[CV] END ......................C=0.1, gamma=auto, kernel=rbf; total time=96.2min
[CV] END ...................C=1, gamma=scale, kernel=sigmoid; total time=31.2min
[CV] END ...................C=1, gamma=scale, kernel=sigmoid; total time=31.9min
[CV] END ...................C=1, gamma=scale, kernel=sigmoid; total time=31.5min
[CV] END ......................C=1, gamma=scale, kernel=poly; total time=34.5min
[CV] END ...................C=1, gamma=scale, kernel=sigmoid; total time=32.3min
[CV] END ...................C=1, gamma=scale, kernel=sigmoid; total time=31.9min
[CV] END ......................C=1, gamma=scale, kernel=poly; total time=35.7min
[CV] END ......................C=1, gamma=scale, kernel=poly; total time=35.6min
[CV] END ......................C=1, gamma=scale, kernel=poly; total time=35.6min
[CV] END ......................C=1, gamma=scale, kernel=poly; total time=36.2min
[CV] END .....................C=0.1, gamma=auto, kernel=poly; total time=84.7min
[CV] END .....................C=1, gamma=auto, kernel=linear; total time=24.8min
[CV] END .....................C=0.1, gamma=auto, kernel=poly; total time=86.1min
[CV] END .....................C=0.1, gamma=auto, kernel=poly; total time=86.7min
[CV] END .....................C=1, gamma=auto, kernel=linear; total time=25.0min
[CV] END .....................C=1, gamma=auto, kernel=linear; total time=24.9min
[CV] END ..................C=0.1, gamma=auto, kernel=sigmoid; total time=87.1min
[CV] END ..................C=0.1, gamma=auto, kernel=sigmoid; total time=87.5min
[CV] END ..................C=0.1, gamma=auto, kernel=sigmoid; total time=88.5min
[CV] END ..................C=0.1, gamma=auto, kernel=sigmoid; total time=88.7min
[CV] END ..................C=0.1, gamma=auto, kernel=sigmoid; total time=89.6min
[CV] END .....................C=1, gamma=auto, kernel=linear; total time=26.4min
[CV] END .....................C=1, gamma=auto, kernel=linear; total time=25.0min
[CV] END ..................C=10, gamma=scale, kernel=sigmoid; total time=16.3min
[CV] END ..................C=10, gamma=scale, kernel=sigmoid; total time=15.5min
[CV] END ...................C=10, gamma=scale, kernel=linear; total time=23.8min
[CV] END ...................C=10, gamma=scale, kernel=linear; total time=25.3min
[CV] END ...................C=10, gamma=scale, kernel=linear; total time=25.7min
[CV] END ...................C=10, gamma=scale, kernel=linear; total time=26.0min
[CV] END ...................C=10, gamma=scale, kernel=linear; total time=26.0min
[CV] END ........................C=1, gamma=auto, kernel=rbf; total time=74.6min
[CV] END ......................C=10, gamma=scale, kernel=rbf; total time=44.1min
[CV] END .....................C=10, gamma=scale, kernel=poly; total time=35.2min
[CV] END .....................C=10, gamma=scale, kernel=poly; total time=35.8min
[CV] END .....................C=10, gamma=scale, kernel=poly; total time=34.9min
[CV] END ......................C=10, gamma=scale, kernel=rbf; total time=45.6min
[CV] END .....................C=10, gamma=scale, kernel=poly; total time=34.7min
[CV] END .....................C=10, gamma=scale, kernel=poly; total time=36.3min
[CV] END ..................C=10, gamma=scale, kernel=sigmoid; total time=15.3min
[CV] END ..................C=10, gamma=scale, kernel=sigmoid; total time=16.4min
[CV] END ......................C=10, gamma=scale, kernel=rbf; total time=47.1min
[CV] END ..................C=10, gamma=scale, kernel=sigmoid; total time=16.9min
[CV] END ......................C=10, gamma=scale, kernel=rbf; total time=47.3min
[CV] END ........................C=1, gamma=auto, kernel=rbf; total time=73.8min
[CV] END ........................C=1, gamma=auto, kernel=rbf; total time=75.1min
[CV] END ........................C=1, gamma=auto, kernel=rbf; total time=75.5min
[CV] END ......................C=10, gamma=scale, kernel=rbf; total time=46.6min
[CV] END ........................C=1, gamma=auto, kernel=rbf; total time=75.1min
[CV] END .......................C=10, gamma=auto, kernel=rbf; total time=33.2min
[CV] END .......................C=10, gamma=auto, kernel=rbf; total time=32.3min
[CV] END .......................C=10, gamma=auto, kernel=rbf; total time=33.6min
[CV] END .......................C=10, gamma=auto, kernel=rbf; total time=34.2min
[CV] END ....................C=10, gamma=auto, kernel=linear; total time=24.7min
[CV] END ....................C=10, gamma=auto, kernel=linear; total time=25.3min
[CV] END ....................C=10, gamma=auto, kernel=linear; total time=25.7min
[CV] END ....................C=10, gamma=auto, kernel=linear; total time=25.9min
[CV] END ....................C=10, gamma=auto, kernel=linear; total time=26.0min
[CV] END .......................C=10, gamma=auto, kernel=rbf; total time=32.9min
[CV] END .......................C=1, gamma=auto, kernel=poly; total time=85.5min
[CV] END .......................C=1, gamma=auto, kernel=poly; total time=85.9min
[CV] END .......................C=1, gamma=auto, kernel=poly; total time=86.2min
[CV] END .......................C=1, gamma=auto, kernel=poly; total time=87.0min
[CV] END ....................C=1, gamma=auto, kernel=sigmoid; total time=82.1min
[CV] END ....................C=1, gamma=auto, kernel=sigmoid; total time=84.3min
[CV] END ....................C=1, gamma=auto, kernel=sigmoid; total time=83.0min
[CV] END ....................C=1, gamma=auto, kernel=sigmoid; total time=83.8min
[CV] END ....................C=1, gamma=auto, kernel=sigmoid; total time=84.2min
[CV] END ...................C=10, gamma=auto, kernel=sigmoid; total time=36.7min
[CV] END .......................C=1, gamma=auto, kernel=poly; total time=88.3min
[CV] END ...................C=10, gamma=auto, kernel=sigmoid; total time=38.3min
[CV] END ...................C=10, gamma=auto, kernel=sigmoid; total time=36.2min
[CV] END ...................C=10, gamma=auto, kernel=sigmoid; total time=36.4min
[CV] END ...................C=10, gamma=auto, kernel=sigmoid; total time=39.0min
[CV] END .................C=100, gamma=scale, kernel=sigmoid; total time=13.4min
[CV] END ..................C=100, gamma=scale, kernel=linear; total time=25.1min
[CV] END ..................C=100, gamma=scale, kernel=linear; total time=25.3min
[CV] END .................C=100, gamma=scale, kernel=sigmoid; total time=13.5min
[CV] END .................C=100, gamma=scale, kernel=sigmoid; total time=13.2min
[CV] END .................C=100, gamma=scale, kernel=sigmoid; total time=13.0min
[CV] END ..................C=100, gamma=scale, kernel=linear; total time=26.0min
[CV] END .................C=100, gamma=scale, kernel=sigmoid; total time=13.3min
[CV] END ..................C=100, gamma=scale, kernel=linear; total time=26.2min
[CV] END ..................C=100, gamma=scale, kernel=linear; total time=25.7min
[CV] END .....................C=100, gamma=scale, kernel=rbf; total time=46.9min
[CV] END .....................C=100, gamma=scale, kernel=rbf; total time=46.7min
[CV] END ....................C=100, gamma=scale, kernel=poly; total time=35.5min
[CV] END ......................C=100, gamma=auto, kernel=rbf; total time=26.1min
[CV] END ....................C=100, gamma=scale, kernel=poly; total time=35.5min
[CV] END ......................C=100, gamma=auto, kernel=rbf; total time=26.9min
[CV] END ......................C=100, gamma=auto, kernel=rbf; total time=26.8min
[CV] END ....................C=100, gamma=scale, kernel=poly; total time=34.3min
[CV] END ....................C=100, gamma=scale, kernel=poly; total time=36.0min
[CV] END ....................C=100, gamma=scale, kernel=poly; total time=35.9min
[CV] END ...................C=100, gamma=auto, kernel=linear; total time=24.3min
[CV] END ......................C=100, gamma=auto, kernel=rbf; total time=26.9min
[CV] END .....................C=100, gamma=scale, kernel=rbf; total time=47.0min
[CV] END .....................C=100, gamma=scale, kernel=rbf; total time=47.4min
[CV] END .....................C=100, gamma=scale, kernel=rbf; total time=47.0min
[CV] END ...................C=100, gamma=auto, kernel=linear; total time=24.2min
[CV] END ......................C=100, gamma=auto, kernel=rbf; total time=26.5min
[CV] END ...................C=100, gamma=auto, kernel=linear; total time=22.8min
[CV] END ...................C=100, gamma=auto, kernel=linear; total time=22.3min
[CV] END ...................C=100, gamma=auto, kernel=linear; total time=23.1min
[CV] END ..................C=100, gamma=auto, kernel=sigmoid; total time=20.3min
[CV] END ..................C=100, gamma=auto, kernel=sigmoid; total time=20.7min
[CV] END ..................C=100, gamma=auto, kernel=sigmoid; total time=18.9min
[CV] END ..................C=100, gamma=auto, kernel=sigmoid; total time=16.6min
[CV] END ..................C=100, gamma=auto, kernel=sigmoid; total time=14.1min
[CV] END ......................C=10, gamma=auto, kernel=poly; total time=74.4min
[CV] END ......................C=10, gamma=auto, kernel=poly; total time=75.3min
[CV] END ......................C=10, gamma=auto, kernel=poly; total time=75.5min
[CV] END ......................C=10, gamma=auto, kernel=poly; total time=76.3min
[CV] END ......................C=10, gamma=auto, kernel=poly; total time=75.3min
[CV] END .....................C=100, gamma=auto, kernel=poly; total time=36.7min
[CV] END .....................C=100, gamma=auto, kernel=poly; total time=35.9min
[CV] END .....................C=100, gamma=auto, kernel=poly; total time=34.8min
[CV] END .....................C=100, gamma=auto, kernel=poly; total time=35.6min
[CV] END .....................C=100, gamma=auto, kernel=poly; total time=34.8min
Best parameters found: {'C': 10, 'gamma': 'scale', 'kernel': 'rbf'}
Best cross-validation score: 0.8965410540423351
Test Accuracy: 0.9050724637681159
precision recall f1-score support
airplane 1.00 0.98 0.99 161
car 0.98 1.00 0.99 201
cat 0.73 0.76 0.75 170
dog 0.69 0.69 0.69 132
flower 0.78 0.75 0.76 170
fruit 1.00 1.00 1.00 183
motorbike 1.00 0.99 0.99 151
person 1.00 0.99 0.99 212
accuracy 0.91 1380
macro avg 0.90 0.89 0.90 1380
weighted avg 0.91 0.91 0.91 1380
C:\Users\Kuba\PycharmProjects\FDv2\.venv\Scripts\python.exe C:\Users\Kuba\PycharmProjects\FDv2\process_data.py
Fitting 5 folds for each of 46 candidates, totalling 230 fits
[CV 2/5] END ................C=1, kernel=linear;, score=0.997 total time= 3.2min
[CV 2/5] END ..............C=0.1, kernel=linear;, score=0.997 total time= 3.3min
[CV 5/5] END ..............C=100, kernel=linear;, score=0.998 total time= 3.3min
[CV 1/5] END ................C=1, kernel=linear;, score=0.999 total time= 3.4min
[CV 2/5] END ...............C=10, kernel=linear;, score=0.997 total time= 3.4min
[CV 1/5] END ..............C=100, kernel=linear;, score=0.999 total time= 3.4min
[CV 2/5] END ..............C=100, kernel=linear;, score=0.997 total time= 3.4min
[CV 3/5] END ..............C=100, kernel=linear;, score=0.998 total time= 3.5min
[CV 5/5] END ...............C=10, kernel=linear;, score=0.998 total time= 3.5min
[CV 1/5] END ...............C=10, kernel=linear;, score=0.999 total time= 3.5min
[CV 3/5] END ..............C=0.1, kernel=linear;, score=0.998 total time= 3.5min
[CV 1/5] END ..............C=0.1, kernel=linear;, score=0.999 total time= 3.5min
[CV 5/5] END ................C=1, kernel=linear;, score=0.998 total time= 3.5min
[CV 4/5] END ..............C=0.1, kernel=linear;, score=1.000 total time= 3.6min
[CV 4/5] END ................C=1, kernel=linear;, score=1.000 total time= 3.6min
[CV 3/5] END ................C=1, kernel=linear;, score=0.998 total time= 3.6min
[CV 5/5] END ..............C=0.1, kernel=linear;, score=0.998 total time= 3.7min
[CV 4/5] END ..............C=100, kernel=linear;, score=1.000 total time= 3.7min
[CV 4/5] END ...............C=10, kernel=linear;, score=1.000 total time= 3.7min
[CV 3/5] END ...............C=10, kernel=linear;, score=0.998 total time= 3.8min
[CV 4/5] END C=0.1, degree=2, gamma=scale, kernel=poly;, score=1.000 total time= 4.8min
[CV 3/5] END C=0.1, degree=2, gamma=scale, kernel=poly;, score=0.998 total time= 4.9min
[CV 5/5] END C=0.1, degree=2, gamma=scale, kernel=poly;, score=0.998 total time= 4.9min
[CV 1/5] END C=0.1, degree=2, gamma=scale, kernel=poly;, score=0.999 total time= 4.9min
[CV 2/5] END C=0.1, degree=2, gamma=scale, kernel=poly;, score=0.997 total time= 5.0min
[CV 2/5] END C=0.1, degree=3, gamma=scale, kernel=poly;, score=0.997 total time= 5.3min
[CV 1/5] END C=0.1, degree=3, gamma=scale, kernel=poly;, score=0.999 total time= 6.3min
[CV 2/5] END C=1, degree=2, gamma=scale, kernel=poly;, score=0.997 total time= 5.5min
[CV 1/5] END C=1, degree=2, gamma=scale, kernel=poly;, score=0.999 total time= 5.6min
[CV 3/5] END C=0.1, degree=3, gamma=scale, kernel=poly;, score=0.998 total time= 6.9min
[CV 5/5] END C=0.1, degree=3, gamma=scale, kernel=poly;, score=0.998 total time= 6.8min
[CV 4/5] END C=1, degree=2, gamma=scale, kernel=poly;, score=1.000 total time= 5.5min
[CV 5/5] END C=1, degree=2, gamma=scale, kernel=poly;, score=0.998 total time= 5.6min
[CV 3/5] END C=1, degree=2, gamma=scale, kernel=poly;, score=0.999 total time= 5.7min
[CV 4/5] END C=0.1, degree=3, gamma=scale, kernel=poly;, score=1.000 total time= 7.2min
[CV 2/5] END C=0.1, degree=4, gamma=scale, kernel=poly;, score=0.997 total time= 8.4min
[CV 3/5] END C=0.1, degree=4, gamma=scale, kernel=poly;, score=0.998 total time= 8.5min
[CV 4/5] END C=0.1, degree=4, gamma=scale, kernel=poly;, score=1.000 total time= 8.5min
[CV 5/5] END C=0.1, degree=4, gamma=scale, kernel=poly;, score=0.997 total time= 8.6min
[CV 1/5] END C=0.1, degree=4, gamma=scale, kernel=poly;, score=0.999 total time= 8.6min
[CV 5/5] END C=0.1, degree=2, gamma=auto, kernel=poly;, score=0.816 total time=14.6min
[CV 1/5] END C=0.1, degree=2, gamma=auto, kernel=poly;, score=0.816 total time=14.8min
[CV 3/5] END C=0.1, degree=2, gamma=auto, kernel=poly;, score=0.816 total time=14.9min
[CV 2/5] END C=0.1, degree=2, gamma=auto, kernel=poly;, score=0.816 total time=14.9min
[CV 4/5] END C=0.1, degree=2, gamma=auto, kernel=poly;, score=0.816 total time=15.2min
[CV 1/5] END C=1, degree=3, gamma=scale, kernel=poly;, score=0.999 total time= 5.9min
[CV 2/5] END C=1, degree=3, gamma=scale, kernel=poly;, score=0.997 total time= 5.8min
[CV 3/5] END C=1, degree=3, gamma=scale, kernel=poly;, score=0.998 total time= 5.9min
[CV 4/5] END C=1, degree=3, gamma=scale, kernel=poly;, score=1.000 total time= 6.2min
[CV 5/5] END C=1, degree=3, gamma=scale, kernel=poly;, score=0.998 total time= 6.2min
[CV 4/5] END C=0.1, degree=4, gamma=auto, kernel=poly;, score=0.816 total time=13.3min
[CV 1/5] END C=0.1, degree=4, gamma=auto, kernel=poly;, score=0.816 total time=13.5min
[CV 4/5] END C=0.1, degree=3, gamma=auto, kernel=poly;, score=0.816 total time=13.7min
[CV 5/5] END C=0.1, degree=3, gamma=auto, kernel=poly;, score=0.816 total time=13.6min
[CV 1/5] END C=0.1, degree=3, gamma=auto, kernel=poly;, score=0.816 total time=13.8min
[CV 2/5] END C=0.1, degree=3, gamma=auto, kernel=poly;, score=0.816 total time=13.9min
[CV 2/5] END C=0.1, degree=4, gamma=auto, kernel=poly;, score=0.816 total time=13.8min
[CV 3/5] END C=0.1, degree=4, gamma=auto, kernel=poly;, score=0.816 total time=13.8min
[CV 3/5] END C=0.1, degree=3, gamma=auto, kernel=poly;, score=0.816 total time=14.1min
[CV 5/5] END C=0.1, degree=4, gamma=auto, kernel=poly;, score=0.816 total time=13.9min
[CV 1/5] END C=1, degree=4, gamma=scale, kernel=poly;, score=0.999 total time= 7.4min
[CV 2/5] END C=1, degree=4, gamma=scale, kernel=poly;, score=0.997 total time= 7.6min
[CV 1/5] END C=1, degree=2, gamma=auto, kernel=poly;, score=0.816 total time=15.7min
[CV 3/5] END C=1, degree=2, gamma=auto, kernel=poly;, score=0.816 total time=15.5min
[CV 2/5] END C=1, degree=2, gamma=auto, kernel=poly;, score=0.816 total time=16.1min
[CV 2/5] END C=10, degree=2, gamma=scale, kernel=poly;, score=0.997 total time= 4.5min
[CV 1/5] END C=10, degree=2, gamma=scale, kernel=poly;, score=0.999 total time= 4.7min
[CV 3/5] END C=10, degree=2, gamma=scale, kernel=poly;, score=0.999 total time= 4.4min
[CV 5/5] END C=10, degree=2, gamma=scale, kernel=poly;, score=0.998 total time= 4.6min
[CV 4/5] END C=10, degree=2, gamma=scale, kernel=poly;, score=1.000 total time= 4.7min
[CV 4/5] END C=1, degree=2, gamma=auto, kernel=poly;, score=0.816 total time=15.8min
[CV 3/5] END C=1, degree=4, gamma=scale, kernel=poly;, score=0.998 total time= 7.7min
[CV 5/5] END C=1, degree=4, gamma=scale, kernel=poly;, score=0.997 total time= 7.4min
[CV 4/5] END C=1, degree=4, gamma=scale, kernel=poly;, score=1.000 total time= 7.6min
[CV 1/5] END C=1, degree=3, gamma=auto, kernel=poly;, score=0.816 total time=12.4min
[CV 2/5] END C=1, degree=3, gamma=auto, kernel=poly;, score=0.816 total time=12.4min
[CV 2/5] END C=10, degree=3, gamma=scale, kernel=poly;, score=0.997 total time= 5.6min
[CV 5/5] END C=1, degree=2, gamma=auto, kernel=poly;, score=0.816 total time=14.3min
[CV 1/5] END C=10, degree=3, gamma=scale, kernel=poly;, score=0.999 total time= 6.1min
[CV 5/5] END C=1, degree=3, gamma=auto, kernel=poly;, score=0.816 total time=12.4min
[CV 3/5] END C=1, degree=3, gamma=auto, kernel=poly;, score=0.816 total time=12.6min
[CV 4/5] END C=1, degree=3, gamma=auto, kernel=poly;, score=0.816 total time=12.7min
[CV 3/5] END C=10, degree=3, gamma=scale, kernel=poly;, score=0.998 total time= 6.2min
[CV 4/5] END C=10, degree=3, gamma=scale, kernel=poly;, score=1.000 total time= 6.4min
[CV 5/5] END C=10, degree=3, gamma=scale, kernel=poly;, score=0.998 total time= 5.5min
[CV 1/5] END C=1, degree=4, gamma=auto, kernel=poly;, score=0.816 total time=12.0min
[CV 2/5] END C=1, degree=4, gamma=auto, kernel=poly;, score=0.816 total time=12.3min
[CV 3/5] END C=1, degree=4, gamma=auto, kernel=poly;, score=0.816 total time=12.6min
[CV 1/5] END C=100, degree=2, gamma=scale, kernel=poly;, score=0.999 total time= 4.3min
[CV 4/5] END C=1, degree=4, gamma=auto, kernel=poly;, score=0.816 total time=12.7min
[CV 2/5] END C=100, degree=2, gamma=scale, kernel=poly;, score=0.997 total time= 4.4min
[CV 2/5] END C=10, degree=4, gamma=scale, kernel=poly;, score=0.997 total time= 7.2min
[CV 3/5] END C=100, degree=2, gamma=scale, kernel=poly;, score=0.999 total time= 4.5min
[CV 5/5] END C=1, degree=4, gamma=auto, kernel=poly;, score=0.816 total time=13.0min
[CV 4/5] END C=100, degree=2, gamma=scale, kernel=poly;, score=1.000 total time= 4.4min
[CV 1/5] END C=10, degree=4, gamma=scale, kernel=poly;, score=0.999 total time= 7.9min
[CV 3/5] END C=10, degree=4, gamma=scale, kernel=poly;, score=0.998 total time= 7.7min
[CV 5/5] END C=10, degree=4, gamma=scale, kernel=poly;, score=0.997 total time= 7.8min
[CV 5/5] END C=100, degree=2, gamma=scale, kernel=poly;, score=0.998 total time= 4.5min
[CV 4/5] END C=10, degree=4, gamma=scale, kernel=poly;, score=1.000 total time= 7.9min
[CV 2/5] END C=10, degree=2, gamma=auto, kernel=poly;, score=0.816 total time=14.4min
[CV 4/5] END C=10, degree=2, gamma=auto, kernel=poly;, score=0.816 total time=14.3min
[CV 1/5] END C=10, degree=2, gamma=auto, kernel=poly;, score=0.816 total time=14.7min
[CV 5/5] END C=10, degree=2, gamma=auto, kernel=poly;, score=0.816 total time=14.4min
[CV 3/5] END C=10, degree=2, gamma=auto, kernel=poly;, score=0.816 total time=15.0min
[CV 1/5] END C=100, degree=3, gamma=scale, kernel=poly;, score=0.999 total time= 5.8min
[CV 2/5] END C=100, degree=3, gamma=scale, kernel=poly;, score=0.997 total time= 5.6min
[CV 3/5] END C=100, degree=3, gamma=scale, kernel=poly;, score=0.998 total time= 5.9min
[CV 3/5] END C=10, degree=3, gamma=auto, kernel=poly;, score=0.816 total time=13.7min
[CV 5/5] END C=10, degree=3, gamma=auto, kernel=poly;, score=0.816 total time=13.4min
[CV 2/5] END C=10, degree=4, gamma=auto, kernel=poly;, score=0.816 total time=12.1min
[CV 1/5] END C=10, degree=4, gamma=auto, kernel=poly;, score=0.816 total time=12.6min
[CV 4/5] END C=100, degree=3, gamma=scale, kernel=poly;, score=1.000 total time= 6.2min
[CV 1/5] END C=10, degree=3, gamma=auto, kernel=poly;, score=0.816 total time=14.5min
[CV 5/5] END C=100, degree=3, gamma=scale, kernel=poly;, score=0.998 total time= 6.4min
[CV 2/5] END C=10, degree=3, gamma=auto, kernel=poly;, score=0.816 total time=14.4min
[CV 3/5] END C=10, degree=4, gamma=auto, kernel=poly;, score=0.816 total time=12.8min
[CV 5/5] END C=10, degree=4, gamma=auto, kernel=poly;, score=0.816 total time=12.1min
[CV 4/5] END C=10, degree=3, gamma=auto, kernel=poly;, score=0.816 total time=14.5min
[CV 2/5] END C=100, degree=2, gamma=auto, kernel=poly;, score=0.994 total time= 9.8min
[CV 1/5] END C=100, degree=2, gamma=auto, kernel=poly;, score=0.997 total time=10.0min
[CV 4/5] END C=10, degree=4, gamma=auto, kernel=poly;, score=0.816 total time=12.8min
[CV 3/5] END C=100, degree=2, gamma=auto, kernel=poly;, score=0.997 total time=10.0min
[CV 2/5] END C=100, degree=4, gamma=scale, kernel=poly;, score=0.997 total time= 7.5min
[CV 1/5] END C=100, degree=4, gamma=scale, kernel=poly;, score=0.999 total time= 7.6min
[CV 4/5] END C=100, degree=2, gamma=auto, kernel=poly;, score=0.999 total time=10.3min
[CV 5/5] END C=100, degree=2, gamma=auto, kernel=poly;, score=0.994 total time=10.0min
[CV 4/5] END C=100, degree=4, gamma=scale, kernel=poly;, score=1.000 total time= 6.9min
[CV 3/5] END C=100, degree=4, gamma=scale, kernel=poly;, score=0.998 total time= 7.1min
[CV 5/5] END C=100, degree=4, gamma=scale, kernel=poly;, score=0.997 total time= 7.0min
[CV 2/5] END C=100, degree=3, gamma=auto, kernel=poly;, score=0.816 total time=13.8min
[CV 1/5] END C=100, degree=3, gamma=auto, kernel=poly;, score=0.816 total time=14.4min
[CV 3/5] END C=100, degree=3, gamma=auto, kernel=poly;, score=0.816 total time=13.9min
[CV 1/5] END ......C=1, gamma=scale, kernel=rbf;, score=0.999 total time= 8.1min
[CV 4/5] END C=100, degree=3, gamma=auto, kernel=poly;, score=0.816 total time=14.3min
[CV 2/5] END ......C=1, gamma=scale, kernel=rbf;, score=0.997 total time= 8.3min
[CV 5/5] END C=100, degree=3, gamma=auto, kernel=poly;, score=0.816 total time=14.2min
[CV 3/5] END ......C=1, gamma=scale, kernel=rbf;, score=0.998 total time= 8.3min
[CV 4/5] END ......C=1, gamma=scale, kernel=rbf;, score=1.000 total time= 8.6min
[CV 1/5] END C=100, degree=4, gamma=auto, kernel=poly;, score=0.816 total time=13.0min
[CV 5/5] END ......C=1, gamma=scale, kernel=rbf;, score=0.998 total time= 8.1min
[CV 2/5] END C=100, degree=4, gamma=auto, kernel=poly;, score=0.816 total time=12.9min
[CV 3/5] END C=100, degree=4, gamma=auto, kernel=poly;, score=0.816 total time=12.4min
[CV 4/5] END C=100, degree=4, gamma=auto, kernel=poly;, score=0.816 total time=12.2min
[CV 2/5] END ....C=0.1, gamma=scale, kernel=rbf;, score=0.990 total time=11.7min
[CV 2/5] END .....C=10, gamma=scale, kernel=rbf;, score=0.997 total time= 7.9min
[CV 3/5] END ....C=0.1, gamma=scale, kernel=rbf;, score=0.997 total time=12.1min
[CV 4/5] END ....C=0.1, gamma=scale, kernel=rbf;, score=0.997 total time=12.0min
[CV 1/5] END .....C=10, gamma=scale, kernel=rbf;, score=0.999 total time= 8.4min
[CV 1/5] END ....C=0.1, gamma=scale, kernel=rbf;, score=0.995 total time=12.3min
[CV 5/5] END C=100, degree=4, gamma=auto, kernel=poly;, score=0.816 total time=12.6min
[CV 1/5] END ......C=10, gamma=auto, kernel=rbf;, score=0.999 total time= 3.8min
[CV 5/5] END ....C=0.1, gamma=scale, kernel=rbf;, score=0.994 total time=12.6min
[CV 2/5] END ......C=10, gamma=auto, kernel=rbf;, score=0.997 total time= 4.0min
[CV 4/5] END ......C=10, gamma=auto, kernel=rbf;, score=1.000 total time= 4.4min
[CV 3/5] END ......C=10, gamma=auto, kernel=rbf;, score=0.998 total time= 4.5min
[CV 5/5] END ......C=10, gamma=auto, kernel=rbf;, score=0.998 total time= 4.4min
[CV 1/5] END ......C=50, gamma=auto, kernel=rbf;, score=0.999 total time= 3.2min
[CV 3/5] END .....C=0.1, gamma=auto, kernel=rbf;, score=0.816 total time=14.2min
[CV 1/5] END .....C=0.1, gamma=auto, kernel=rbf;, score=0.816 total time=14.4min
[CV 2/5] END .......C=1, gamma=auto, kernel=rbf;, score=0.988 total time=12.1min
[CV 2/5] END ......C=50, gamma=auto, kernel=rbf;, score=0.998 total time= 3.3min
[CV 1/5] END .......C=1, gamma=auto, kernel=rbf;, score=0.995 total time=12.4min
[CV 5/5] END .....C=0.1, gamma=auto, kernel=rbf;, score=0.816 total time=14.6min
[CV 3/5] END ......C=50, gamma=auto, kernel=rbf;, score=0.998 total time= 3.5min
[CV 5/5] END ......C=50, gamma=auto, kernel=rbf;, score=0.998 total time= 3.4min
[CV 3/5] END .......C=1, gamma=auto, kernel=rbf;, score=0.997 total time=12.7min
[CV 4/5] END ......C=50, gamma=auto, kernel=rbf;, score=1.000 total time= 3.5min
[CV 4/5] END .......C=1, gamma=auto, kernel=rbf;, score=0.994 total time=12.8min
[CV 4/5] END .....C=0.1, gamma=auto, kernel=rbf;, score=0.816 total time=15.1min
[CV 2/5] END .....C=0.1, gamma=auto, kernel=rbf;, score=0.816 total time=15.3min
[CV 3/5] END .....C=10, gamma=scale, kernel=rbf;, score=0.998 total time= 8.0min
[CV 5/5] END .....C=10, gamma=scale, kernel=rbf;, score=0.998 total time= 7.8min
[CV 1/5] END .....C=100, gamma=auto, kernel=rbf;, score=0.999 total time= 3.5min
[CV 5/5] END .......C=1, gamma=auto, kernel=rbf;, score=0.994 total time=13.1min
[CV 4/5] END .....C=10, gamma=scale, kernel=rbf;, score=1.000 total time= 8.5min
[CV 3/5] END .....C=100, gamma=auto, kernel=rbf;, score=0.998 total time= 3.3min
[CV 2/5] END .....C=100, gamma=auto, kernel=rbf;, score=0.998 total time= 3.4min
[CV 4/5] END .....C=100, gamma=auto, kernel=rbf;, score=1.000 total time= 3.3min
[CV 2/5] END .....C=50, gamma=scale, kernel=rbf;, score=0.997 total time= 8.1min
[CV 1/5] END .....C=50, gamma=scale, kernel=rbf;, score=0.999 total time= 8.4min
[CV 3/5] END .....C=50, gamma=scale, kernel=rbf;, score=0.998 total time= 8.2min
[CV 5/5] END .....C=100, gamma=auto, kernel=rbf;, score=0.998 total time= 3.8min
[CV 1/5] END .C=10, gamma=scale, kernel=sigmoid;, score=0.973 total time= 1.3min
[CV 4/5] END .....C=50, gamma=scale, kernel=rbf;, score=1.000 total time= 8.4min
[CV 2/5] END ..C=1, gamma=scale, kernel=sigmoid;, score=0.990 total time= 3.0min
[CV 1/5] END ..C=1, gamma=scale, kernel=sigmoid;, score=0.987 total time= 3.3min
[CV 3/5] END ..C=1, gamma=scale, kernel=sigmoid;, score=0.990 total time= 3.3min
[CV 4/5] END ..C=1, gamma=scale, kernel=sigmoid;, score=0.991 total time= 3.1min
[CV 5/5] END .....C=50, gamma=scale, kernel=rbf;, score=0.998 total time= 8.1min
[CV 2/5] END .C=10, gamma=scale, kernel=sigmoid;, score=0.974 total time= 1.3min
[CV 3/5] END .C=10, gamma=scale, kernel=sigmoid;, score=0.983 total time= 1.4min
[CV 4/5] END .C=10, gamma=scale, kernel=sigmoid;, score=0.972 total time= 1.4min
[CV 5/5] END .C=10, gamma=scale, kernel=sigmoid;, score=0.990 total time= 1.3min
[CV 5/5] END ..C=1, gamma=scale, kernel=sigmoid;, score=0.992 total time= 3.5min
[CV 1/5] END C=100, gamma=scale, kernel=sigmoid;, score=0.969 total time= 54.1s
[CV 2/5] END C=100, gamma=scale, kernel=sigmoid;, score=0.962 total time= 52.3s
[CV 1/5] END ....C=100, gamma=scale, kernel=rbf;, score=0.999 total time= 8.1min
[CV 3/5] END C=100, gamma=scale, kernel=sigmoid;, score=0.979 total time= 1.0min
[CV 4/5] END C=100, gamma=scale, kernel=sigmoid;, score=0.962 total time= 57.8s
[CV 5/5] END C=100, gamma=scale, kernel=sigmoid;, score=0.983 total time= 48.1s
[CV 2/5] END ....C=100, gamma=scale, kernel=rbf;, score=0.997 total time= 8.7min
[CV 3/5] END ....C=100, gamma=scale, kernel=rbf;, score=0.998 total time= 8.5min
[CV 4/5] END ....C=100, gamma=scale, kernel=rbf;, score=1.000 total time= 8.4min
[CV 5/5] END ....C=100, gamma=scale, kernel=rbf;, score=0.998 total time= 8.4min
[CV 1/5] END .C=100, gamma=auto, kernel=sigmoid;, score=0.999 total time= 2.8min
[CV 2/5] END .C=100, gamma=auto, kernel=sigmoid;, score=0.997 total time= 2.6min
[CV 3/5] END .C=100, gamma=auto, kernel=sigmoid;, score=0.998 total time= 2.7min
[CV 4/5] END .C=100, gamma=auto, kernel=sigmoid;, score=1.000 total time= 2.8min
[CV 5/5] END .C=100, gamma=auto, kernel=sigmoid;, score=0.998 total time= 2.8min
[CV 2/5] END ..C=10, gamma=auto, kernel=sigmoid;, score=0.995 total time= 4.6min
[CV 1/5] END ..C=10, gamma=auto, kernel=sigmoid;, score=0.999 total time= 4.7min
[CV 4/5] END ..C=10, gamma=auto, kernel=sigmoid;, score=1.000 total time= 4.5min
[CV 3/5] END ..C=10, gamma=auto, kernel=sigmoid;, score=0.998 total time= 4.7min
[CV 5/5] END ..C=10, gamma=auto, kernel=sigmoid;, score=0.998 total time= 4.4min
[CV 1/5] END C=0.1, gamma=scale, kernel=sigmoid;, score=0.992 total time= 9.7min
[CV 2/5] END C=0.1, gamma=scale, kernel=sigmoid;, score=0.990 total time= 9.9min
[CV 5/5] END C=0.1, gamma=scale, kernel=sigmoid;, score=0.993 total time= 9.6min
[CV 4/5] END C=0.1, gamma=scale, kernel=sigmoid;, score=0.995 total time=10.0min
[CV 3/5] END C=0.1, gamma=scale, kernel=sigmoid;, score=0.995 total time=10.0min
[CV 4/5] END .C=0.1, gamma=auto, kernel=sigmoid;, score=0.816 total time=10.0min
[CV 2/5] END ...C=1, gamma=auto, kernel=sigmoid;, score=0.936 total time= 8.9min
[CV 1/5] END ...C=1, gamma=auto, kernel=sigmoid;, score=0.937 total time= 9.0min
[CV 2/5] END .C=0.1, gamma=auto, kernel=sigmoid;, score=0.816 total time=10.2min
[CV 5/5] END .C=0.1, gamma=auto, kernel=sigmoid;, score=0.816 total time=10.1min
[CV 1/5] END .C=0.1, gamma=auto, kernel=sigmoid;, score=0.816 total time=10.3min
[CV 3/5] END ...C=1, gamma=auto, kernel=sigmoid;, score=0.945 total time= 8.6min
[CV 3/5] END .C=0.1, gamma=auto, kernel=sigmoid;, score=0.816 total time=10.2min
[CV 5/5] END ...C=1, gamma=auto, kernel=sigmoid;, score=0.937 total time= 8.5min
[CV 4/5] END ...C=1, gamma=auto, kernel=sigmoid;, score=0.931 total time= 8.6min
Best parameters found: {'C': 1, 'degree': 2, 'gamma': 'scale', 'kernel': 'poly'}
Best cross-validation score: 0.9983750616425621
Test Accuracy: 0.9990714948932219
precision recall f1-score support
no_person 1.00 1.00 1.00 883
person 1.00 0.99 1.00 194
accuracy 1.00 1077
macro avg 1.00 1.00 1.00 1077
weighted avg 1.00 1.00 1.00 1077
Accuracy: 0.9990714948932219
precision recall f1-score support
no_person 1.00 1.00 1.00 883
person 1.00 0.99 1.00 194
accuracy 1.00 1077
macro avg 1.00 1.00 1.00 1077
weighted avg 1.00 1.00 1.00 1077
Process finished with exit code 0