CChecksum is a ~8x faster drop-in replacement for eth_utils.to_checksum_address, with the most cpu-intensive part implemented in C.

It keeps the exact same API as the existing implementation, exceptions and all.

Just pip install cchecksum, drop it in, and run your script with a substantial speed improvement.