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And the underlying message is probably "purge is necessary every now and then to maintain pure system"

That is a Leninist concept, where purging the party is seen as necessary to maintain ideological consistency and to maintain the strength of democratic centralism. Of course at his time a purge meant to kick people out of the party and removing them from office, but by Stalin and Mao it became more brutal.