Running the code of linear binary pattern for Adrian. This program runs but gives the following warning:
C:\\Python27\\lib\\site-packages\\sklearn\\svm\\bas
Explicitly specifying the max_iter resolves the warning as the default max_iter is 100. [For Logistic Regression].
max_iter
logreg = LogisticRegression(max_iter=1000)