5 faster alternatives to Pandas DataFrame apply()

Want to apply a function to all rows in a Pandas Dataframe?

Use these instead:

🔹 Pandas itertuples()

🔹 List Comprehension

🔹 Python map()

🔹 NumPy vectorize()

🔹 Pandas Vectorization

If you are not averse to including extra libraries on multi-core:

🔹 Pandarallel

🔹 Dask

🔹 Swifter

🔹 Numba

Python pandas cheat sheets

https://cyborgtutorials.blogspot.com/2022/03/python-pandas-cheat-sheets.html