Pandas isna() and isnull(), what is the difference?
Solution 1:
isnull
is an alias for isna
. Literally in the code source of pandas:
isnull = isna
Indeed:
>>> pd.isnull
<function isna at 0x7fb4c5cefc80>
So I would recommend using isna
.
Solution 2:
The documentation for both is literally identical.
pandas.isna() : https://pandas.pydata.org/pandas-docs/stable/generated/pandas.isna.html#pandas.isna
pandas.isnull() : https://pandas.pydata.org/pandas-docs/stable/generated/pandas.isnull.html#pandas.isnull
In here, it even says DataFrame.isnull is an alias of isna in See also section.
pandas.DataFrame.isnull(): https://pandas-docs.github.io/pandas-docs-travis/generated/pandas.DataFrame.isnull.html#pandas.DataFrame.isnull
Therefore, they must be the same thing, like np.nan, np.NaN, np.NAN.