def toy_model(self):
     hmm = HMM(["s1", "s2"], ["R", "NR"])
     init = [0.5, 0.5]
     trans = [[0.2, 0.8], [0.8, 0.2]]
     observ = [[0.8, 0.2], [0.2, 0.8]]
     hmm.set_hidden_model(init, trans, observ)
     return hmm
def simple_weather_model():
    hmm = HMM(["s1", "s2"], ["R", "NR"])
    init = [0.7, 0.3]
    trans = [[0.8, 0.2], [0.1, 0.9]]
    observ = [[0.75, 0.25], [0.4, 0.6]]
    hmm.set_hidden_model(init, trans, observ)
    return hmm