Assuming that there are 3 m&m candy bottles (labeled B1, B2, B3) with red, green and yellow colors, one of the candies from 3 bottles will be randomly taken out in a series. Given the transition probability matrix A, emission probability B and initial probability π as follows, if observation sequence is red-red-yellow-green-yellow, write python program by the functions from "hmmlearn" model to find probability of observation sequence P(rrygy), and what most likely bottles in series they are coming from.

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Transition matrix A (to)B1 (to)B2 (to)B3 (from)B1 0.3 0.2 0.5 (from)B2 0.1 0.3 0.6 (from)B3 0.7 0.25 0.05 B1 B2 B3 Emission matrix B red green yellow 0.8 0.1 0.1 0.2 0.4 0.4 0.15 0.25 0.6 Initial Probabilities Prob. B3 B1 B2 0.4 0.35 0.25 Transition matrix A (to)B1 (to)B2 (to)B3 (from)B1 0.3 0.2 0.5 (from)B2 0.1 0.3 0.6 (from)B3 0.7 0.25 0.05 B1 B2 B3 Emission matrix B red green yellow 0.8 0.1 0.1 0.2 0.4 0.4 0.15 0.25 0.6 Initial Probabilities Prob. B3 B1 B2 0.4 0.35 0.25

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