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In this work, we provide several algorithms to obtain stochastic transition P systems from Markov sources and Hidden Markov Models. In both cases, stochastic P systems are obtained that use probabilistic evolution, send-in and send-out rules. The use of objects and the structure of membranes correspond to the states of the Markov sources and the Hi...