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Reproducible Example
import pandas as pd
# Enable pandas 3.0 options
pd.options.mode.copy_on_write = True
pd.options.future.infer_string = True
pat = r"(?P<one>\w+) (?P<two>\w+) (?P<three>\w+)"
ser = pd.Series(['One Two Three', 'Foo Bar Baz'])
repl = r"\g<three> \g<two> \g<one>"
ser.str.replace(pat, repl, regex=True)
repl = r"\g<2>0" # Note that this should be different from r"\20" according to the `re.sub` docs.
ser.str.replace(pat, repl, regex=True)
repl = r"\20" # Should throw error since group 20 doesn't exist according to the `re.sub` docs.
ser.str.replace(pat, repl, regex=True)
Issue Description
The docs for .str.replace
imply that the repl string can be anything that re.sub
supports when regex=True
. I think this is true for the current functionality, but isn't when using the pyarrow string dtype (pd.options.future.infer_string = True
).
Specifically, the first 2 cases above throw the following error, but should work:
ArrowInvalid: Invalid replacement string: Rewrite schema error: '\' must be followed by a digit or '\'.
The last case above should throw, but instead is incorrectly treated as \g<2>0
.
I guess that this is really an issue in the PyArrow backend rather than in pandas itself.
Expected Behavior
Matches pd.options.future.infer_string = False
and matches re.sub
.
Installed Versions
INSTALLED VERSIONS
------------------
commit : f538741432edf55c6b9fb5d0d496d2dd1d7c2457
python : 3.11.7.final.0
python-bits : 64
OS : Windows
OS-release : 10
Version : 10.0.22621
machine : AMD64
processor : Intel64 Family 6 Model 154 Stepping 4, GenuineIntel
byteorder : little
LC_ALL : None
LANG : en_US.UTF-8
LOCALE : English_United Kingdom.1252
pandas : 2.2.0
numpy : 1.26.4
pytz : 2024.1
dateutil : 2.8.2
setuptools : 69.0.3
pip : 24.0
Cython : None
pytest : 8.0.0
hypothesis : None
sphinx : None
blosc : None
feather : None
xlsxwriter : None
lxml.etree : None
html5lib : None
pymysql : None
psycopg2 : None
jinja2 : 3.1.3
IPython : 8.21.0
pandas_datareader : None
adbc-driver-postgresql: None
adbc-driver-sqlite : None
bs4 : 4.12.3
bottleneck : 1.3.7
dataframe-api-compat : None
fastparquet : None
fsspec : 2024.2.0
gcsfs : None
matplotlib : 3.8.2
numba : 0.59.0
numexpr : 2.9.0
odfpy : None
openpyxl : None
pandas_gbq : None
pyarrow : 15.0.0
pyreadstat : None
python-calamine : None
pyxlsb : None
s3fs : None
scipy : 1.12.0
sqlalchemy : None
tables : None
tabulate : None
xarray : None
xlrd : None
zstandard : None
tzdata : 2023.4
qtpy : None
pyqt5 : None
Comment From: jamesmyatt
Full trace for first case:
---------------------------------------------------------------------------
ArrowInvalid Traceback (most recent call last)
Cell In[47], line 6
3 ser = pd.Series(['One Two Three', 'Foo Bar Baz'])
5 repl = r"\g<three> \g<two> \g<one>"
----> 6 ser.str.replace(pat, repl, regex=True)
8 repl = r"\g<2>0" # Note that this is different from r"\20".
9 ser.str.replace(pat, repl, regex=True)
File ...\Lib\site-packages\pandas\core\strings\accessor.py:137, in forbid_nonstring_types.<locals>._forbid_nonstring_types.<locals>.wrapper(self, *args, **kwargs)
132 msg = (
133 f"Cannot use .str.{func_name} with values of "
134 f"inferred dtype '{self._inferred_dtype}'."
135 )
136 raise TypeError(msg)
--> 137 return func(self, *args, **kwargs)
File ...\Lib\site-packages\pandas\core\strings\accessor.py:1567, in StringMethods.replace(self, pat, repl, n, case, flags, regex)
1564 if case is None:
1565 case = True
-> 1567 result = self._data.array._str_replace(
1568 pat, repl, n=n, case=case, flags=flags, regex=regex
1569 )
1570 return self._wrap_result(result)
File ...\Lib\site-packages\pandas\core\arrays\string_arrow.py:417, in ArrowStringArray._str_replace(self, pat, repl, n, case, flags, regex)
414 return super()._str_replace(pat, repl, n, case, flags, regex)
416 func = pc.replace_substring_regex if regex else pc.replace_substring
--> 417 result = func(self._pa_array, pattern=pat, replacement=repl, max_replacements=n)
418 return type(self)(result)
File ...\Lib\site-packages\pyarrow\compute.py:263, in _make_generic_wrapper.<locals>.wrapper(memory_pool, options, *args, **kwargs)
261 if args and isinstance(args[0], Expression):
262 return Expression._call(func_name, list(args), options)
--> 263 return func.call(args, options, memory_pool)
File ...\Lib\site-packages\pyarrow\_compute.pyx:385, in pyarrow._compute.Function.call()
File ...\Lib\site-packages\pyarrow\error.pxi:154, in pyarrow.lib.pyarrow_internal_check_status()
File ...\Lib\site-packages\pyarrow\error.pxi:91, in pyarrow.lib.check_status()
ArrowInvalid: Invalid replacement string: Rewrite schema error: '\' must be followed by a digit or '\'.
Comment From: jamesmyatt
Update: I've updated the issue to reflect the fact that I think there are wider issues with the repl string parsing than just named groups.