Remove first x number of characters from each row in a column of a Python dataframe

Question

I have a Python dataframe with about 1,500 rows and 15 columns. With one specific column I would like to remove the first 3 characters of each row. As a simple example here

Answer 1

It is worth noting Pandas "vectorised" str methods are no more than Python-level loops.

Assuming clean data, you will often find a list comprehension more efficient:

# Python 3.6.0, Pandas 0.19.2

d = pd.concat([d]*10000, ignore_index=True)

%timeit d['Report Number'].str[3:]           # 12.1 ms per loop
%timeit [i[3:] for i in d['Report Number']]  # 5.78 ms per loop

Note these aren't equivalent, since the list comprehension does not deal with null data and other edge cases. For these situations, you may prefer the Pandas solution.