seniorPandas
How does Pandas alignment work during arithmetic operations?
Updated May 17, 2026
Short answer
Pandas aligns data by index labels before performing operations.
Deep explanation
When performing arithmetic between Series or DataFrames, Pandas matches indices automatically. Misaligned indices produce NaN values. This ensures label-based correctness but may surprise users expecting positional operations.
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