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Batch geocoding with AI correction

2025 · Prototype

Bingus Geocoder

Finds coordinates for a spreadsheet of addresses and uses AI to repair the ones that fail.

Context

Bulk address lookups always leave a pile of failures: typos, missing postcodes, odd formats.

What I built

  1. 01Batch geocoding from an Excel file
  2. 02An AI step that corrects typos and incomplete addresses, then retries
  3. 03Drag-and-drop upload and progress tracking

Stack

  • Python
  • Flask
  • Nominatim
  • OpenAI API

What it shows

A model is most useful at the edges of an ordinary automation, on the rows a fixed rule cannot handle.

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