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A failure needs to be narrowed down before settings are changed or operations retried. Which evidence best separates application errors from environment and dependency problems?
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Inspect shapes, dtypes, indexes and a bounded sample at each failing transformation. Check whether a join multiplied rows unexpectedly or alignment introduced missing values. Avoid printing entire sensitive datasets merely to diagnose a column or index mismatch.
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