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BUG/API: Indexes on empty frames/series should be RangeIndex, are Index[object] #49572

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topper-123 opened this issue Nov 8, 2022 · 7 comments · Fixed by #49637
Closed
3 tasks done

BUG/API: Indexes on empty frames/series should be RangeIndex, are Index[object] #49572

topper-123 opened this issue Nov 8, 2022 · 7 comments · Fixed by #49637
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Bug Constructors Series/DataFrame/Index/pd.array Constructors DataFrame DataFrame data structure Index Related to the Index class or subclasses Needs Triage Issue that has not been reviewed by a pandas team member Series Series data structure
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@topper-123
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topper-123 commented Nov 8, 2022

Pandas version checks

  • I have checked that this issue has not already been reported.

  • 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 pandas as pd
>>> pd.DataFrame([1]).index
RangeIndex(start=0, stop=1, step=1)  # ok
>>> pd.DataFrame().index
Index([], dtype='object')  # not ok
>>> pd.Series([1]).index
RangeIndex(start=0, stop=1, step=1)  # ok
>>> pd.Series([]).index
RangeIndex(start=0, stop=0, step=1)  # ok
>>> pd.Series().index
Index([], dtype='object')  # not ok

Issue Description

When users don't specify indexes, pandas infers the index type for them. It infers to be a RangeIndex, except when the frame/series is emtpy, then the index is inferred to be a Index[object].

The type of index should be consistently RangeIndex, when users don't declare the index. Same for columns.

Expected Behavior

Empty frames/series should have index/columns like RangeIndex(0) instead an empty object index.

Found working on #49560.

Installed Versions

NSTALLED VERSIONS

commit : 527be72
python : 3.9.7.final.0
python-bits : 64
OS : Darwin
OS-release : 21.6.0
Version : Darwin Kernel Version 21.6.0: Wed Aug 10 14:28:35 PDT 2022; root:xnu-8020.141.5~2/RELEASE_ARM64_T8101
machine : arm64
processor : arm
byteorder : little
LC_ALL : None
LANG : None
LOCALE : None.UTF-8

pandas : 2.0.0.dev0+593.g527be722a2
numpy : 1.23.3
pytz : 2022.1
dateutil : 2.8.2
setuptools : 65.5.0
pip : 22.2.2
Cython : 0.29.32
pytest : 7.1.2
hypothesis : 6.37.0
sphinx : 5.0.2
blosc : 1.10.6
feather : None
xlsxwriter : None
lxml.etree : 4.9.1
html5lib : None
pymysql : 1.0.2
psycopg2 : 2.9.3
jinja2 : 3.1.2
IPython : 7.29.0
pandas_datareader: None
bs4 : 4.11.1
bottleneck : None
brotli :
fastparquet : 0.8.3
fsspec : 2022.10.0
gcsfs : None
matplotlib : 3.5.2
numba : 0.56.4
numexpr : 2.8.3
odfpy : None
openpyxl : None
pandas_gbq : None
pyarrow : 10.0.0
pyreadstat : None
pyxlsb : None
s3fs : 2022.10.0
scipy : 1.9.1
snappy : None
sqlalchemy : None
tables : 3.7.0
tabulate : 0.9.0
xarray : None
xlrd : None
zstandard : 0.18.0
tzdata : None

@topper-123 topper-123 added Bug Needs Triage Issue that has not been reviewed by a pandas team member Index Related to the Index class or subclasses Constructors Series/DataFrame/Index/pd.array Constructors DataFrame DataFrame data structure Series Series data structure labels Nov 8, 2022
@topper-123 topper-123 added this to the 2.0 milestone Nov 8, 2022
@ramvikrams
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Sir I looked in the series/frame.py files to find the places to be changed but I was unsuccesful so can you please guide

@topper-123
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Hi @ramvikrams. Thanks for taking a look at it:-) I didn’t know where to change the code when I wrote the issue, it’s just going head first in and grinding till I figured it out :-).

You can see the results of my own work in the linked PR #49637. However it turns out that adjusting the test suite is quite a lot of work, so if you want to help out, I’d absolutely appreciate it.

For example, you could take on some subset of the test suite and make it pass. I’ve already done tests/frame, tests/series and tests/indexing, but there are several others with failing tests in #49637 that you could take on. I think you should be able to just push your changes to my branch and I’ll review and merge it when ok.

Maybe you will want to see if my question in #49637 are answered positively before starting just in case the other devs think differently about this…

@ramvikrams
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ramvikrams commented Nov 11, 2022

thanks @topper-123 sir. I will surely take a look at the linked pr and try to add try to add the tests . Thank you again sir for your help.

@ramvikrams
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Sir it will take some time for writing tests have some college work this weekend.

@topper-123
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Alright no problem. If you got the time you're welcome to join back in (or do other separate PRs if that is more to your liking).

@ramvikrams
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Alright no problem. If you got the time you're welcome to join back in (or do other separate PRs if that is more to your liking).

i'll join back sir

@rhshadrach
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+1, cc @jbrockmendel @phofl

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Labels
Bug Constructors Series/DataFrame/Index/pd.array Constructors DataFrame DataFrame data structure Index Related to the Index class or subclasses Needs Triage Issue that has not been reviewed by a pandas team member Series Series data structure
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