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Build GeoPandas TOD Walkability Engine
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Linked challenge: Urban Transit-Oriented Development Demand & Yield Scoring Engine
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Linked challenge
Urban Transit-Oriented Development Demand & Yield Scoring Engine
Prompt source
Original prompt text with formatting preserved for inspection.
1 lines
1 sections
No variables
0 checklist items
Write a Python script using GeoPandas that scores a site based on inverse station distance and transit frequency, outputting a 0-100 score and tier.
Adaptation plan
Keep the source stable, then change the prompt in a predictable order so the next run is easier to evaluate.
Keep stable
Hold the task contract and output shape stable so generated implementations remain comparable.
Tune next
Update libraries, interfaces, and environment assumptions to match the stack you actually run.
Verify after
Test failure handling, edge cases, and any code paths that depend on hidden context or secrets.