# Listing 5
x2=np.arange(1,21)
y2=np.zeros(20)
y2[10:20]=1
x2 = x2.reshape(-1, 1)

clf = linear_model.LogisticRegression(C=1e5, solver='lbfgs')
clf.fit(x2, y2)