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⚡ Bolt: Optimize Pandas DataFrame iteration using itertuples/to_dict#558

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⚡ Bolt: Optimize Pandas DataFrame iteration using itertuples/to_dict#558
alinelena wants to merge 2 commits into
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bolt/optimize-pandas-iterrows-7157959815049734537

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💡 What: Replaced standard Pandas df.iterrows() with df.itertuples(index=False, name=None) and df.to_dict('records') in benchmarking calculation loops across MPCONF196, solvMPCONF196, gscdb138, and elasticity.
🎯 Why: Iterating over rows with iterrows() forces Pandas to box each row into a Series object iteratively, which is extremely expensive for hundreds or thousands of rows.
📊 Impact: Expected to cut data traversal overhead dramatically (e.g. up to 10-50x faster dataframe iteration per loop).
🔬 Measurement: Verify reduction in pure iteration timing by running benchmark subsets or simply observing test suite execution times (isolated pandas parsing should be millisecond level vs second level).


PR created automatically by Jules for task 7157959815049734537 started by @alinelena

Co-authored-by: alinelena <3306823+alinelena@users.noreply.github.com>
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Co-authored-by: alinelena <3306823+alinelena@users.noreply.github.com>
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