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I normalised 51 million property transactions from 16 government registries — here's the bug that nearly ruined it

via Dev.to·independent coverage, not Tech Spindle reporting
Why this ranksCase Study
53TS ScoreImpact + Innovation, combined
IMPACT55
INNOVATION50

Our take: Real data quality problem solved at scale; useful but domain-specific insight.

Why Impact & Innovation? We ask two questions of every story: did this actually change something in the real world (Impact), and is the idea genuinely new (Innovation)? Together, that's the TS Score — not engagement, not who posted it, just what matters and what's new.

A developer describes building an API for normalized property transaction data and the subtle data quality bug where query results were correct but two orders of magnitude incomplete due to location naming mismatches.

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ProgrammingOpen SourceTechnologyPublished Aug 16, 6:52 PM
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