dates = data.index
start = dates.get_loc(pandas.datetools.parse('1-2-2013'))
end = start + 30
arma = tsa.ARMA(data['Close'].values, order=(2, 2))
results = arma.fit()
results.predict(start, end)
Statsmodel using ARMA