Complex sentence: After the outbreak of the Spanish Civil War, he decided to join the Communist Party and did so on the day the government left Madrid in November.
Split into simpler sentences: After the outbreak of the Spanish Civil War, he decided to join the Communist Party. The formal joining happened the same day the government left Madrid in November.