@@ -3,4 +3,54 @@ https://archive.ics.uci.edu/ml/machine-learning-databases/housing/
33Thanks to https://www.cmu.edu/dietrich/causality/projects/causal_learn_benchmarks/
44for the pointer.
55
6- https://www.tandfonline.com/doi/full/10.1080/07350015.2019.1624293
6+ https://www.tandfonline.com/doi/full/10.1080/07350015.2019.1624293
7+
8+ 1. Title: Boston Housing Data
9+
10+ 2. Sources:
11+ (a) Origin: This dataset was taken from the StatLib library which is
12+ maintained at Carnegie Mellon University.
13+ (b) Creator: Harrison, D. and Rubinfeld, D.L. 'Hedonic prices and the
14+ demand for clean air', J. Environ. Economics & Management,
15+ vol.5, 81-102, 1978.
16+ (c) Date: July 7, 1993
17+
18+ 3. Past Usage:
19+ - Used in Belsley, Kuh & Welsch, 'Regression diagnostics ...', Wiley,
20+ 1980. N.B. Various transformations are used in the table on
21+ pages 244-261.
22+ - Quinlan,R. (1993). Combining Instance-Based and Model-Based Learning.
23+ In Proceedings on the Tenth International Conference of Machine
24+ Learning, 236-243, University of Massachusetts, Amherst. Morgan
25+ Kaufmann.
26+
27+ 4. Relevant Information:
28+
29+ Concerns housing values in suburbs of Boston.
30+
31+ 5. Number of Instances: 506
32+
33+ 6. Number of Attributes: 13 continuous attributes (including "class"
34+ attribute "MEDV"), 1 binary-valued attribute.
35+
36+ 7. Attribute Information:
37+
38+ 1. CRIM per capita crime rate by town
39+ 2. ZN proportion of residential land zoned for lots over
40+ 25,000 sq.ft.
41+ 3. INDUS proportion of non-retail business acres per town
42+ 4. CHAS Charles River dummy variable (= 1 if tract bounds
43+ river; 0 otherwise)
44+ 5. NOX nitric oxides concentration (parts per 10 million)
45+ 6. RM average number of rooms per dwelling
46+ 7. AGE proportion of owner-occupied units built prior to 1940
47+ 8. DIS weighted distances to five Boston employment centres
48+ 9. RAD index of accessibility to radial highways
49+ 10. TAX full-value property-tax rate per $10,000
50+ 11. PTRATIO pupil-teacher ratio by town
51+ 12. B 1000(Bk - 0.63)^2 where Bk is the proportion of blacks
52+ by town
53+ 13. LSTAT % lower status of the population
54+ 14. MEDV Median value of owner-occupied homes in $1000's
55+
56+ 8. Missing Attribute Values: None.
0 commit comments