======= KWANTOWY SVM Z PAULI1 i PAULI2 FEATURE MAPS =======
Testowanie Pauli1 z C=0.1...
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Dokładność kwantowego SVM z Pauli1, C=0.1: 0.4183 (czas: 82554.30 s)
Testowanie Pauli1 z C=1.0...
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Dokładność kwantowego SVM z Pauli1, C=1.0: 0.5567 (czas: 82055.28 s)
Testowanie Pauli1 z C=10.0...
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Dokładność kwantowego SVM z Pauli1, C=10.0: 0.5867 (czas: 82233.70 s)
Testowanie Pauli2 z C=0.1...
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Dokładność kwantowego SVM z Pauli2, C=0.1: 0.4183 (czas: 154112.35 s)
Testowanie Pauli2 z C=1.0...
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Dokładność kwantowego SVM z Pauli2, C=1.0: 0.5100 (czas: 154272.55 s)
Testowanie Pauli2 z C=10.0...
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Dokładność kwantowego SVM z Pauli2, C=10.0: 0.5300 (czas: 153976.15 s)

Najlepszy kwantowy SVM: Pauli1 z C=10.0, dokładność: 0.5867
Raport klasyfikacji (najlepszy kwantowy SVM):
                               precision    recall  f1-score   support

             Astrocytoma, NOS       1.00      0.32      0.48        19
      Astrocytoma, anaplastic       1.00      0.26      0.42        42
                 Glioblastoma       0.50      1.00      0.66       109
                 Mixed glioma       1.00      0.34      0.51        38
       Oligodendroglioma, NOS       1.00      0.18      0.31        33
Oligodendroglioma, anaplastic       1.00      0.12      0.21        17

                     accuracy                           0.57       258
                    macro avg       0.92      0.37      0.43       258
                 weighted avg       0.79      0.57      0.51       258


Szczegółowe metryki dla modelu Kwantowy SVM Pauli1:
Accuracy: 0.5698
Precision: 0.7868
Recall: 0.5698
F1 Score: 0.5112
ROC AUC: N/A

Macierz pomyłek:
[[  6   0  13   0   0   0]
 [  0  11  31   0   0   0]
 [  0   0 109   0   0   0]
 [  0   0  25  13   0   0]
 [  0   0  27   0   6   0]
 [  0   0  15   0   0   2]]

Całkowity czas dla kwantowego SVM: 724722.86 sekund

======= PODSUMOWANIE EKSPERYMENTU PAULI =======
Data i czas zakończenia: 2025-09-05 20:01:14
Całkowity czas eksperymentu: 1757102474.65 sekund