Python's datetime.utcnow method is being depreciated
See how a simple bash script can help you fix this in 3.12+
A Step-by-Step Framework to Clean Data using Python's Pandas
Learn data cleaning techniques and how to efficiently prepare your data using Python's Pandas library.
Using Python's LRU Cache
Caching your program's output can increase significantly. Using Python's functools.lru_cache decorator makes creating caches easy.