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ENH: Add convenience API to summarize null counts grouped by dtype (e.g. df.dtype_nulls.summary())

Describe/info

Enhancement

Needs TriageIssue that has not been reviewed by a pandas team memberIssue that has not been reviewed by a pandas team member

Status: Open.

#62833 In pandas-dev/pandas;

· Princu1999 opened on Oct 25, 2025

BUG: .describe() doesn't work for EAs

Bug

Describe/info

ExtensionArrayExtending pandas with custom dtypes or arrays.Extending pandas with custom dtypes or arrays.

Needs DiscussionRequires discussion from core team before further actionRequires discussion from core team before further action

Status: Open.

#61707 In pandas-dev/pandas;

· andrewgsavage opened on Jun 25, 2025

ENH: Describe : add shortest, longest, avg/max/min length,field type

Describe/info

Enhancement

Needs DiscussionRequires discussion from core team before further actionRequires discussion from core team before further action

StringsString extension data type and string dataString extension data type and string data

Status: Open.

#59897 In pandas-dev/pandas;

· simonaubertbd opened on Sep 26, 2024

ENH: make pandas.DataFrame.info() method able to display memory usage of each column

Describe/info

Enhancement

Needs DiscussionRequires discussion from core team before further actionRequires discussion from core team before further action

Output-Formatting__repr__ of pandas objects, to_string__repr__ of pandas objects, to_string

Status: Open.

#59690 In pandas-dev/pandas;

· Gregory108 opened on Sep 2, 2024

BUG: Conversion from datetime64[ns] to datetime does not effect .info() and probably not the DataFrame itself

Bug

DatetimeDatetime data dtypeDatetime data dtype

Describe/info

Needs TriageIssue that has not been reviewed by a pandas team memberIssue that has not been reviewed by a pandas team member

Status: Open.

#55136 In pandas-dev/pandas;

· couzhei opened on Sep 14, 2023

BUG: pd.Series.describe ignores include, exclude arguments

AlgosNon-arithmetic algos: value_counts, factorize, sorting, isin, clip, shift, diffNon-arithmetic algos: value_counts, factorize, sorting, isin, clip, shift, diff

Describe/info

Error ReportingIncorrect or improved errors from pandasIncorrect or improved errors from pandas

Status: Open.

#54193 In pandas-dev/pandas;

· natalymr opened on Jul 19, 2023

BUG: describe does not distinguish between Int64 and int64

Bug

Describe/info

ExtensionArrayExtending pandas with custom dtypes or arrays.Extending pandas with custom dtypes or arrays.

NA - MaskedArraysRelated to pd.NA and nullable extension arraysRelated to pd.NA and nullable extension arrays

Reduction Operationssum, mean, min, max, etc.sum, mean, min, max, etc.

Status: Open.

#52576 In pandas-dev/pandas;

· phofl opened on Apr 10, 2023

ENH: Implement dplyr::glimpse() in pandas

Describe/info

Enhancement

Needs DiscussionRequires discussion from core team before further actionRequires discussion from core team before further action

Status: Open.

#51668 In pandas-dev/pandas;

· Holer90 opened on Feb 27, 2023

BUG: in describe() result, mean is to NaN or Inf, when change float64 to float32 or float16

Bug

Describe/info

Dtype ConversionsUnexpected or buggy dtype conversionsUnexpected or buggy dtype conversions

Reduction Operationssum, mean, min, max, etc.sum, mean, min, max, etc.

Status: Open.

#48757 In pandas-dev/pandas;

· ruifeng96150 opened on Sep 24, 2022

ENH: Make <code>DataFrame.info()</code> follow <code>display.unicode.east_asian_width</code> option

Describe/info

Enhancement

Output-Formatting__repr__ of pandas objects, to_string__repr__ of pandas objects, to_string

Status: Open.

#46082 In pandas-dev/pandas;

· dlimpid opened on Feb 20, 2022

QST: Pandas describe() methods(with float16 and float32) are different

Describe/info

Enhancement

Error ReportingIncorrect or improved errors from pandasIncorrect or improved errors from pandas

Needs DiscussionRequires discussion from core team before further actionRequires discussion from core team before further action

Reduction Operationssum, mean, min, max, etc.sum, mean, min, max, etc.

Status: Open.

#41277 In pandas-dev/pandas;

· Leejung8763 opened on May 3, 2021

ENH: Add number of missing values and cardinality to df.describe()

Describe/info

Enhancement

Needs DiscussionRequires discussion from core team before further actionRequires discussion from core team before further action

Status: Open.

#34583 In pandas-dev/pandas;

· sorenwacker opened on Jun 4, 2020