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How-To Guides

Step-by-step tutorials on Excel, Python, databases, and developer tools

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Fixing Excel SUMIF That Returns Zero When Criteria Look Correct

Your SUMIF formula looks perfect but keeps returning zero. The data is right there. This guide walks through every real cause β€” from invisible spaces to number-stored-as-text β€” and shows you exactly how to fix each one.

Jun 15, 2026 8m read πŸ‘ 66

Debugging Silent Row Loss in a Pandas merge() Left Join

You ran a left join in Pandas and expected to keep every row from the left DataFrame β€” but some rows vanished without a warning. Here's how to track down exactly why and fix it for good.

Jun 15, 2026 8m read πŸ‘ 35
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