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Issues: pandas-dev/pandas
FEEDBACK: PyArrow as a required dependency and PyArrow backed...
#54466
opened Aug 9, 2023 by
phofl
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154
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BUG: Slower Datetime data dtype
Performance
Memory or execution speed performance
Visualization
plotting
DataFrame.plot
with DatetimeIndex
Datetime
#61398
opened May 6, 2025 by
Abdelgha-4
3 tasks done
BUG: Performance issue with fillna() after merging DataFrames
Missing-data
np.nan, pd.NaT, pd.NA, dropna, isnull, interpolate
Needs Info
Clarification about behavior needed to assess issue
Performance
Memory or execution speed performance
#61180
opened Mar 26, 2025 by
sjfakharian
2 of 3 tasks
PERF: why nlargest is so slower?
Needs Info
Clarification about behavior needed to assess issue
Performance
Memory or execution speed performance
#61076
opened Mar 7, 2025 by
ZGarry
3 tasks done
BUG: Memory leak when creating a df inside a loop
Bug
Closing Candidate
May be closeable, needs more eyeballs
Constructors
Series/DataFrame/Index/pd.array Constructors
Performance
Memory or execution speed performance
Windows
Windows OS
#60897
opened Feb 9, 2025 by
Chuck321123
3 tasks done
BUG: memory leak when slice series var assigning to itself
Bug
Copy / view semantics
Performance
Memory or execution speed performance
#60640
opened Jan 2, 2025 by
hefvcjm
2 of 3 tasks
PERF: regression on mean(axis=1) compared to old pandas version
Copy / view semantics
Performance
Memory or execution speed performance
#60469
opened Dec 2, 2024 by
Remy-ooo
2 of 3 tasks
BUG: why arrow no affect in Intel chips?
Arrow
pyarrow functionality
Needs Info
Clarification about behavior needed to assess issue
Performance
Memory or execution speed performance
#60466
opened Dec 2, 2024 by
wonb168
3 tasks done
PERF: index.unique much slower than get_level_values.drop_duplicates
Algos
Non-arithmetic algos: value_counts, factorize, sorting, isin, clip, shift, diff
Closing Candidate
May be closeable, needs more eyeballs
Performance
Memory or execution speed performance
#60213
opened Nov 6, 2024 by
jacek-pliszka
2 of 3 tasks
PERF: Memory or execution speed performance
Sparse
Sparse Data Type
dropna
with SparseArray
experiments a much worse time complexity
Groupby
Performance
#60179
opened Nov 4, 2024 by
mflova
3 tasks done
PERF: Slowdowns with .isin() on columns typed as np.uint64
isin
isin method
Performance
Memory or execution speed performance
#60098
opened Oct 24, 2024 by
adrian17
2 of 3 tasks
2
PERF: DataFrame fragmentation when calling DataFrame.assign() with large kwargs
Needs Discussion
Requires discussion from core team before further action
Performance
Memory or execution speed performance
#60075
opened Oct 20, 2024 by
y-koj
2 of 3 tasks
PERF: Extreme regression in 2.2 when aggregating a DataFrame with .attrs data
Closing Candidate
May be closeable, needs more eyeballs
Groupby
metadata
_metadata, .attrs
Performance
Memory or execution speed performance
#60070
opened Oct 18, 2024 by
buhrmann
2 of 3 tasks
QST: Consistently apply Welford Method and Kahan Summation in roll_xxx functions
API Design
Needs Discussion
Requires discussion from core team before further action
Performance
Memory or execution speed performance
Reduction Operations
sum, mean, min, max, etc.
#59715
opened Sep 5, 2024 by
kaixiongg
2 tasks done
PERF: Difference in using zipped pickle files
IO Pickle
read_pickle, to_pickle
Performance
Memory or execution speed performance
#59279
opened Jul 19, 2024 by
buhtz
2 of 3 tasks
BUG: CoW does not seem to work on an index with duplicated labels
Closing Candidate
May be closeable, needs more eyeballs
Copy / view semantics
Performance
Memory or execution speed performance
#59272
opened Jul 18, 2024 by
arnaudlegout
2 of 3 tasks
Potential performance regression with "CLN: enforce deprecation of frequencies deprecated for offsets"
Performance
Memory or execution speed performance
Regression
Functionality that used to work in a prior pandas version
#58962
opened Jun 8, 2024 by
DeaMariaLeon
Potential regression induced by commit 9cd5e55
Performance
Memory or execution speed performance
Regression
Functionality that used to work in a prior pandas version
Potential regression induced by commit 924f246
Output-Formatting
__repr__ of pandas objects, to_string
Performance
Memory or execution speed performance
Regression
Functionality that used to work in a prior pandas version
BUG: Pandas Discrepancies in Handling Non-English Data During Memory Optimization
Bug
Copy / view semantics
Performance
Memory or execution speed performance
#58233
opened Apr 12, 2024 by
smbslt3
3 tasks done
Potential regression induced by "Refactored pandas_timedelta_to_timedeltastruct"
Needs Triage
Issue that has not been reviewed by a pandas team member
Performance
Memory or execution speed performance
Regression
Functionality that used to work in a prior pandas version
Potential regression induced by "Cython guard against [c|m|re]alloc failures"
Closing Candidate
May be closeable, needs more eyeballs
Performance
Memory or execution speed performance
#57950
opened Mar 21, 2024 by
DeaMariaLeon
PERF: improve StringArray.isna
Performance
Memory or execution speed performance
Stale
Strings
String extension data type and string data
#57733
opened Mar 5, 2024 by
jorisvandenbossche
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5 tasks
Potential regression induced by PR #56921
Performance
Memory or execution speed performance
Regression
Functionality that used to work in a prior pandas version
Warnings
Warnings that appear or should be added to pandas
PERF: groupby.first and groupby.last fallback to apply for EAs
ExtensionArray
Extending pandas with custom dtypes or arrays.
Groupby
Performance
Memory or execution speed performance
Reduction Operations
sum, mean, min, max, etc.
#57591
opened Feb 23, 2024 by
rhshadrach
Potential perf regressions introduced by Copy-on-Write
Copy / view semantics
Performance
Memory or execution speed performance
Regression
Functionality that used to work in a prior pandas version
#57431
opened Feb 15, 2024 by
rhshadrach
22 of 50 tasks
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