BCICIV2a-FBCSP
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Test Data Results
I went through the code as I was interested in the FBCSP. But later at the end of the coding, it seems that under "Results for test data", you have data_train = mod_data[subj]['train']['mutual'] X_train = data_train['X'] y_train = data_train['y']
data_test = mod_data[subj]['test']['mutual']
X_test = data_train['X'] ------- X_test = data_test['X']
y_test = data_train['y'] ------- y_test = data_test['y']
From the training data results, it seems that the model might have been overfitted.
I did extend your work to 9 subjects using SVC, Naive Bayers Classifier and DecisionTrees.