[Python] running multiple bash commands with subprocess

If I run echo a; echo b in bash the result will be that both commands are run. However if I use subprocess then the first command is run, printing out the whole of the rest of the line. The code below echos a; echo b instead of a b, how do I get it to run both commands?

import subprocess, shlex
def subprocess_cmd(command):
process = subprocess.Popen(shlex.split(command), stdout=subprocess.PIPE)
proc_stdout = process.communicate()[0].strip()
print proc_stdout

subprocess_cmd("echo a; echo b")

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