WEB
Hosted application
Open the full FastAPI dashboard in a browser. No local installation is required.
Use it without a terminal
Web, Windows, or source
EXE
Windows edition
Download a self-contained executable that has been built and health-checked by GitHub Actions.
DEV
Source and Docker
Inspect, test, extend, and deploy the documented source code.
Why this repository exists
From scattered place records to an inspectable workflow
Local-business records often arrive incomplete, duplicated, and inconsistent. The application converts provider-specific responses into a shared schema, preserves provenance, measures completeness, removes probable duplicates conservatively, maps results, and exports reusable data.
01
Discover
Use offline samples, OpenStreetMap, or optional Google Places.
02
Normalize
Convert varied payloads into one explicit business model.
03
Evaluate
Score completeness, deduplicate, map, analyze, and export.
Community infrastructure protection
Designed to reduce pressure on public OSM services
Nominatim and Overpass calls use request spacing, long-lived caches, simultaneous-request coalescing, stale fallback, client limits, production search caps, and replaceable provider URLs.
Guidebook and preservation
Documentation that can be read, cited, and archived
The responsive guidebook and A4 PDF explain the architecture, interface, data quality model, responsible-use boundaries, deployment paths, and research value.
Author
Faramarz Kowsari
Faramarz Kowsari is an author, Software Engineer and AI researcher based in Istanbul. He works across Artificial Intelligence, prompt engineering, data-driven educational tools, algorithmic trading, classical literature, and mindfulness.