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DOC: clarify Series.map behavior for categorical dtype #62338
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9c87031
DOC: clarify Series.map behavior for categorical dtype
Talyahav17 482d504
ci: retrigger
Talyahav17 edc9b23
DOC: address review — move categorical map note to Examples and trim …
Talyahav17 4503bb3
Merge branch 'main' into doc/clarify-categorical-map
Talyahav17 5e348a1
DOC: fix doctest in categorical.map by removing SKIP markers
Talyahav17 1dd172e
FIX: remove whitespace from blank line in series.py
Talyahav17 6660e4d
Merge branch 'main' into doc/clarify-categorical-map
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Original file line number | Diff line number | Diff line change |
---|---|---|
|
@@ -4389,6 +4389,12 @@ def map( | |
provides a method for default values), then this default is used | ||
rather than ``NaN``. | ||
|
||
When the Series has ``dtype="category"``, the function is applied | ||
to the categories and not to each individual value. This means | ||
that if the same category appears multiple times, the function is | ||
only called once for that category, and the result is reused for | ||
all occurrences. Missing values (NaN) are not passed to the function. | ||
|
||
|
||
Examples | ||
-------- | ||
>>> s = pd.Series(["cat", "dog", np.nan, "rabbit"]) | ||
|
@@ -4428,6 +4434,34 @@ def map( | |
2 NaN | ||
3 I am a rabbit | ||
dtype: object | ||
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||
For categorical data, the function is only applied to the categories: | ||
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||
>>> s = pd.Series(list("cabaa")) | ||
>>> s.map(print) | ||
c | ||
a | ||
b | ||
a | ||
a | ||
0 None | ||
1 None | ||
2 None | ||
3 None | ||
4 None | ||
dtype: object | ||
|
||
>>> s_cat = s.astype("category") | ||
>>> s_cat.map(print) # function called once per unique category | ||
a | ||
b | ||
c | ||
0 None | ||
1 None | ||
2 None | ||
3 None | ||
4 None | ||
dtype: object | ||
""" | ||
if func is None: | ||
if "arg" in kwargs: | ||
|
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Can you show this in the
Examples
section instead?