baseline_prediction_result.txt

Decision tree:
Training Accuracy scores [1.         0.99996161 0.99996161 0.99996161 1.        ]
Mean Training Accuracy 99.99769664862376
Training Precision scores [1. 1. 1. 1. 1.]
Mean Training Precision 1.0
Training Recall scores [1.         0.99994943 0.99994943 0.99994943 1.        ]
Mean Training Recall 0.9999696601941747
Training F1 scores [1.         0.99997472 0.99997472 0.99997472 1.        ]
Mean Training F1 Score 0.9999848297135344
Validation Accuracy scores [0.80761554 0.81587838 0.80927518 0.81726044 0.81157862]
Mean Validation Accuracy 81.23216334294179
Validation Precision scores [0.87563607 0.87943262 0.8808642  0.88494668 0.87644318]
Mean Validation Precision 0.8794645501889325
Validation Recall scores [0.87014563 0.87783172 0.86589806 0.87277508 0.87520227]
Mean Validation Recall 0.8723705501618122
Validation F1 scores [0.87288222 0.87863144 0.87331701 0.87881874 0.87582229]
Mean Validation F1 Score 0.8758943384084106

SVM:
Training Accuracy scores [0.86551751 0.86529233 0.86525394 0.86713501 0.86713501]
Mean Training Accuracy 86.60667627740499
Training Precision scores [0.88352581 0.88392731 0.88312606 0.88495116 0.88440696]
Mean Training Precision 0.8839874576149398
Training Recall scores [0.94781553 0.94690534 0.94796723 0.94827063 0.94902913]
Mean Training Recall 0.9479975728155339
Training F1 scores [0.91454222 0.91433315 0.9143986  0.91551737 0.91557919]
Mean Training F1 Score 0.9148741028730086
Validation Accuracy scores [0.84692154 0.85534398 0.85058354 0.84413391 0.84551597]
Mean Validation Accuracy 84.84997874219431
Validation Precision scores [0.86894747 0.87179487 0.86857249 0.86864327 0.87164968]
Mean Validation Precision 0.8699215559440976
Validation Recall scores [0.94012945 0.94902913 0.94639968 0.93628641 0.93406149]
Mean Validation Recall 0.941181229773463
Validation F1 scores [0.90313805 0.90877397 0.90581744 0.90119731 0.901777  ]
Mean Validation F1 Score 0.904140755257212

K Neigbors:
Training Accuracy scores [0.89327396 0.89212638 0.89224154 0.89185765 0.89128182]
Mean Training Accuracy 89.2156269138591
Training Precision scores [0.91890959 0.91870681 0.91826473 0.9183895  0.91746329]
Mean Training Precision 0.918346784343996
Training Recall scores [0.9426072  0.94119134 0.94189927 0.94119134 0.94149474]
Mean Training Recall 0.9416767799352751
Training F1 scores [0.93060756 0.92981317 0.92993185 0.92965063 0.92932368]
Mean Training F1 Score 0.9298653778974757
Validation Accuracy scores [0.80761554 0.81695332 0.80988943 0.80297912 0.80420762]
Mean Validation Accuracy 80.8329004436789
Validation Precision scores [0.866098   0.86871069 0.86519511 0.86140178 0.86624077]
Mean Validation Precision 0.8655292688221932
Validation Recall scores [0.88309061 0.89401294 0.88794498 0.88248382 0.87762945]
Mean Validation Recall 0.8850323624595469
Validation F1 scores [0.87451177 0.88118022 0.87642244 0.87181537 0.87189792]
Mean Validation F1 Score 0.8751655433882345