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