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BUG: csv.QUOTE_NOTNULL doesn't seem to be supported by DataFrame.to_csv(), but there's no error and it's not documented #60423

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@wjandrea

Description

@wjandrea

Pandas version checks

  • I have checked that this issue has not already been reported.
    • No issues mention QUOTE_NOTNULL
  • I have confirmed this bug exists on the latest version of pandas.
  • I have confirmed this bug exists on the main branch of pandas.

Reproducible Example

import csv
import pandas as pd

df = pd.DataFrame(
    [[0, None, np.nan, pd.NA]],
    columns=['a', 'b', 'c', 'd'])

print(df.to_csv(quoting=csv.QUOTE_NOTNULL, index=False))

Issue Description

All fields are quoted, even nulls.

"a","b","c","d"
"0","","",""

Expected Behavior

All nulls should be unquoted.

"a","b","c","d"
"0",,,

Another possibility I might have expected is only unquoting None, as described in the csv docs, but this doesn't make sense for Pandas IMHO since Pandas has multiple "NULL"s.

"a","b","c","d"
"0",,"",""

Installed Versions

INSTALLED VERSIONS
------------------
commit                : b1c2ba793bb1f3d7001de41ca4c73377006b9e4d
python                : 3.12.7
python-bits           : 64
OS                    : Linux
OS-release            : 5.4.0-200-generic
Version               : #220-Ubuntu SMP Fri Sep 27 13:19:16 UTC 2024
machine               : x86_64
processor             : x86_64
byteorder             : little
LC_ALL                : None
LANG                  : fr_CA.UTF-8
LOCALE                : fr_CA.UTF-8

pandas                : 3.0.0.dev0+1729.gb1c2ba793b
numpy                 : 2.1.0.dev0+git20240403.e59c074
dateutil              : 2.9.0.post0
pip                   : 24.2
Cython                : None
sphinx                : None
IPython               : 8.22.2
adbc-driver-postgresql: None
adbc-driver-sqlite    : None
bs4                   : None
blosc                 : None
bottleneck            : None
fastparquet           : None
fsspec                : None
html5lib              : None
hypothesis            : None
gcsfs                 : None
jinja2                : None
lxml.etree            : None
matplotlib            : None
numba                 : None
numexpr               : None
odfpy                 : None
openpyxl              : None
psycopg2              : None
pymysql               : None
pyarrow               : None
pyreadstat            : None
pytest                : None
python-calamine       : None
pytz                  : 2024.1
pyxlsb                : None
s3fs                  : None
scipy                 : None
sqlalchemy            : None
tables                : None
tabulate              : None
xarray                : None
xlrd                  : None
xlsxwriter            : None
zstandard             : None
tzdata                : 2024.1
qtpy                  : None
pyqt5                 : None

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    EnhancementIO CSVread_csv, to_csvNeeds DiscussionRequires discussion from core team before further action

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