def q_2_b_i(hmm_model, observation):
"""
calculating the log probability of observing chrom17.fasta given the model.
:return:
"""
f = forward_algorithm(hmm_model, observation)
print(f[1, -1])
def q_2_b_ii(hmm_model, observation):
"""
calculating the log probability of observing chrom17.fasta given the model.
:return:
"""
random_observation = ''.join(np.random.choice(a=list(set(observation)),
size=len(observation),
replace=True))
f = forward_algorithm(hmm_model, random_observation)
print(f[1, -1])
