1. Title Boston Housing Data 2. Sources http://www1.ics.uci.edu/~mlearn/MLSummary.html [Housing Database] 3. Number of Instances: 506 4. Number of Attributes: 13 continuous attributes (including "class" attribute "MEDV"), 1 binary-valued attribute. 5. Attribute Information: Variable Size --------------------- Housing 366x13 Class 366x1 Housing: 1. CRIM per capita crime rate by town 2. ZN proportion of residential land zoned for lots over 25,000 sq.ft. 3. INDUS proportion of non-retail business acres per town 4. CHAS Charles River dummy variable (= 1 if tract bounds river; 0 otherwise) 5. NOX nitric oxides concentration (parts per 10 million) 6. RM average number of rooms per dwelling 7. AGE proportion of owner-occupied units built prior to 1940 8. DIS weighted distances to five Boston employment centres 9. RAD index of accessibility to radial highways 10. TAX full-value property-tax rate per $10,000 11. PTRATIO pupil-teacher ratio by town 12. B 1000(Bk - 0.63)^2 where Bk is the proportion of blacks by town 13. LSTAT % lower status of the population Class: 1. MEDV Median value of owner-occupied homes in $1000's 8. Missing attribute values: None.