print 'Number of support vectors: ', svc.n_support_
if __name__ == '__main__':
data1 = loadmat('ex6/ex6data1.mat')
X1 = data1['X']
y1 = data1['y']
print 'X1:', X1.shape
print 'y1:', y1.shape
axes = plotData(X1, y1, 'X1', 'X2', ['y == 1', 'y == 0'])
plt.show()
clf = SVM.SVC(C=1.0, kernel='linear')
clf.fit(X1, y1.ravel())
plotSVC(clf, X1, y1)
plt.show()
clf.set_params(C=100)
clf.fit(X1, y1.ravel())
plotSVC(clf, X1, y1)
plt.show()
data2 = loadmat('ex6/ex6data2.mat')
X2 = data2['X']
y2 = data2['y']
axes = plotData(X2, y2, 'X1', 'X2', ['y == 1', 'y == 0'])
plt.show()
