% S&P Letters Data % We collected information on the variables using all the block groups in California from the 1990 Census. In this sample a block group on average includes 1425.5 individuals living in a geographically compact area. Naturally, the geographical area included varies inversely with the population density. We computed distances among the centroids of each block group as measured in latitude and longitude. We excluded all the block groups reporting zero entries for the independent and dependent variables. The final data contained 20,640 observations on 9 variables. The dependent variable is ln(median house value). % % Bols tols % INTERCEPT 11.4939 275.7518 % MEDIAN INCOME 0.4790 45.7768 % MEDIAN INCOME2 -0.0166 -9.4841 % MEDIAN INCOME3 -0.0002 -1.9157 % ln(MEDIAN AGE) 0.1570 33.6123 % ln(TOTAL ROOMS/ POPULATION) -0.8582 -56.1280 % ln(BEDROOMS/ POPULATION) 0.8043 38.0685 % ln(POPULATION/ HOUSEHOLDS) -0.4077 -20.8762 % ln(HOUSEHOLDS) 0.0477 13.0792 % % The file cadata.txt contains all the the variables. Specifically, it contains median house value, median income, housing median age, total rooms, total bedrooms, population, households, latitude, and longitude in that order. % % Reference % % Pace, R. Kelley and Ronald Barry, M-^SSparse Spatial Autoregressions,M-^T Statistics and Probability Letters, 33 (1997) 291-297. % % The manuscript describing the data can be found at www.spatial-statistics.com. The data are also % available as Matlab files. % % Contact kelley@spatial-statistics.com or kelley@pace.am if you have any further questions. Thanks. % % % % % % Information about the dataset % CLASSTYPE: numeric % CLASSINDEX: 1 % @relation houses @attribute median_house_value REAL @attribute median_income REAL @attribute housing_median_age REAL @attribute total_rooms REAL @attribute total_bedrooms REAL @attribute population REAL @attribute households REAL @attribute latitude REAL @attribute longitude REAL @data 4.5260000000000000e+005,8.3252000000000006e+000,4.1000000000000000e+001,8.8000000000000000e+002,1.2900000000000000e+002,3.2200000000000000e+002,1.2600000000000000e+002,3.7880000000000003e+001,-1.2223000000000000e+002 3.5850000000000000e+005,8.3013999999999992e+000,2.1000000000000000e+001,7.0990000000000000e+003,1.1060000000000000e+003,2.4010000000000000e+003,1.1380000000000000e+003,3.7859999999999999e+001,-1.2222000000000000e+002 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