Aqarat
Exploratory analysis of the Saudi real-estate market.
Aqarat is an interactive exploration of the Saudi real-estate market built on thousands of scraped listings. It identifies the pricing drivers that actually move the market — district, property type, size, and listing recency — and presents them through a clean web dashboard.
- Role
- Sole author — data engineering, modeling, and front-end.
- Stack
- Pythonpandasscikit-learnDuckDBPlotlyCloudflare Pages
Highlights
District-level pricing
Median price per square meter by district, segmented by property type, with sample-size guards so thin neighborhoods don't mislead.
What actually moves price
Feature-importance ranking from a tuned gradient-boosting model. Built-area, district, and property age dominate; amenities matter less than people think.
Open & exploratory
No login, no tracking. Browse the data, filter by district, and read the methodology — every chart links back to the underlying records.