Here is how it looks like on the actual world: urban centers are dominated by Democrats in almost every state. The leniency regarding criminals comes from Democrats, specially regarding violent criminals.
Memphis' Paul Young is affiliated with the Democratic Party https://bestneighborhood.org/conservative-vs-liberal-map-mem...
https://ballotpedia.org/Party_affiliation_of_the_mayors_of_t...