🏠 Boston House Price Predictor

Advanced Machine Learning Models for Accurate Price Prediction

🤖 AI Models are analyzing the data...

506
Total Houses
$22.5K
Average Price
6.28
Avg Rooms
68.6
Avg Age

Price Distribution

Rooms vs Price Correlation

Feature Importance

Model Performance Comparison

📊 Boston Housing Dataset Information

The Boston Housing dataset contains information collected by the U.S Census Service concerning housing in the area of Boston Mass. It contains 506 samples and 13 feature variables.

CRIM: Per capita crime rate by town
ZN: Proportion of residential land zoned for lots over 25,000 sq.ft
INDUS: Proportion of non-retail business acres per town
CHAS: Charles River dummy variable (1 if tract bounds river; 0 otherwise)
NOX: Nitric oxides concentration (parts per 10 million)
RM: Average number of rooms per dwelling
AGE: Proportion of owner-occupied units built prior to 1940
DIS: Weighted distances to five Boston employment centres
RAD: Index of accessibility to radial highways
TAX: Full-value property-tax rate per $10,000
PTRATIO: Pupil-teacher ratio by town
LSTAT: % lower status of the population