akashchamp opened a new pull request, #51309:
URL: https://github.com/apache/arrow/pull/51309

   ### Rationale for this change
   
   Fixes: #51301.
   
   NumPy and pandas nightly builds emit deprecation warnings from PyArrow 
tests, which obscures compatibility signals.
   
   ### What changes are included in this PR?
   
   This updates pandas datetime accessors and Timestamp parsing, requests 
versioned DLPack exports outside legacy-behavior coverage, captures the 
expected warning where legacy DLPack behavior is intentionally tested, scopes 
intentional generic NumPy-unit warnings, and makes the pandas comparison and 
timedelta inputs explicit.
   
   ### Are these changes tested?
   
   - Manually exercised the affected NumPy/Pandas conversions and DLPack 
exports with warnings treated as errors, including versioned and legacy DLPack 
behavior.
   - Focused affected tests: 21 passed under NumPy 2.6.0.dev0 and pandas 
3.1.0.dev0.
   - The unfiltered focused run passed and reported only the existing timezone 
`Series.values` Pandas4Warning tracked separately in #51302. That exact warning 
was filtered solely for the `-W error` validation command; this PR does not 
suppress it.
   
   ### Are there any user-facing changes?
   
   No.
   
   used codex with pr development
   


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