🏠 House Price Predictor

Stacking ensemble: GradientBoosting + CatBoost + KernelRidge · Top 16 / 4,000+ on Kaggle Housing Prices Competition

Size

Above-grade living area (sq ft)

300 6000

Total basement area (sq ft)

0 3000

Garage area (sq ft)

0 1500

Lot area (sq ft)

1000 100000

Lot frontage (ft) — 0 if unknown

0 200

Floors & Extras

1st floor area (sq ft)

0 4000

2nd floor area (sq ft)

0 2000

Wood deck (sq ft)

0 800

Open porch (sq ft)

0 500

Quality & Condition

Overall quality (1–10)

1 10

Overall condition (1–9)

1 9

Kitchen quality

Exterior quality

Basement quality

Heating quality

Fireplace quality

Bathrooms & Rooms

Full baths (above grade)

0 4

Half baths (above grade)

0 2

Basement full baths

0 2

Total rooms above grade

2 14

Fireplaces

0 4

Year & Location

Year built

1870 2024

Year remodelled

1950 2024

Year sold

2006 2030

Neighborhood

Zoning

Building type

Foundation

Garage & Utilities

Garage quality

Garage condition

Electrical system

Estimated Sale Price