| \n", " | longitude | \n", "latitude | \n", "housing_median_age | \n", "total_rooms | \n", "total_bedrooms | \n", "population | \n", "households | \n", "median_income | \n", "median_house_value | \n", "ocean_proximity | \n", "
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "-122.23 | \n", "37.88 | \n", "41.0 | \n", "880.0 | \n", "129.0 | \n", "322.0 | \n", "126.0 | \n", "8.3252 | \n", "452600.0 | \n", "NEAR BAY | \n", "
| 1 | \n", "-122.22 | \n", "37.86 | \n", "21.0 | \n", "7099.0 | \n", "1106.0 | \n", "2401.0 | \n", "1138.0 | \n", "8.3014 | \n", "358500.0 | \n", "NEAR BAY | \n", "
| 2 | \n", "-122.24 | \n", "37.85 | \n", "52.0 | \n", "1467.0 | \n", "190.0 | \n", "496.0 | \n", "177.0 | \n", "7.2574 | \n", "352100.0 | \n", "NEAR BAY | \n", "
| 3 | \n", "-122.25 | \n", "37.85 | \n", "52.0 | \n", "1274.0 | \n", "235.0 | \n", "558.0 | \n", "219.0 | \n", "5.6431 | \n", "341300.0 | \n", "NEAR BAY | \n", "
| 4 | \n", "-122.25 | \n", "37.85 | \n", "52.0 | \n", "1627.0 | \n", "280.0 | \n", "565.0 | \n", "259.0 | \n", "3.8462 | \n", "342200.0 | \n", "NEAR BAY | \n", "
| \n", " | count | \n", "mean | \n", "std | \n", "min | \n", "25% | \n", "50% | \n", "75% | \n", "max | \n", "
|---|---|---|---|---|---|---|---|---|
| longitude | \n", "20640.000000 | \n", "-119.569704 | \n", "2.003532 | \n", "-124.350000 | \n", "-121.800000 | \n", "-118.490000 | \n", "-118.010000 | \n", "-114.310000 | \n", "
| latitude | \n", "20640.000000 | \n", "35.631861 | \n", "2.135952 | \n", "32.540000 | \n", "33.930000 | \n", "34.260000 | \n", "37.710000 | \n", "41.950000 | \n", "
| housing_median_age | \n", "20640.000000 | \n", "28.639486 | \n", "12.585558 | \n", "1.000000 | \n", "18.000000 | \n", "29.000000 | \n", "37.000000 | \n", "52.000000 | \n", "
| total_rooms | \n", "20640.000000 | \n", "2635.763081 | \n", "2181.615252 | \n", "2.000000 | \n", "1447.750000 | \n", "2127.000000 | \n", "3148.000000 | \n", "39320.000000 | \n", "
| total_bedrooms | \n", "20433.000000 | \n", "537.870553 | \n", "421.385070 | \n", "1.000000 | \n", "296.000000 | \n", "435.000000 | \n", "647.000000 | \n", "6445.000000 | \n", "
| population | \n", "20640.000000 | \n", "1425.476744 | \n", "1132.462122 | \n", "3.000000 | \n", "787.000000 | \n", "1166.000000 | \n", "1725.000000 | \n", "35682.000000 | \n", "
| households | \n", "20640.000000 | \n", "499.539680 | \n", "382.329753 | \n", "1.000000 | \n", "280.000000 | \n", "409.000000 | \n", "605.000000 | \n", "6082.000000 | \n", "
| median_income | \n", "20640.000000 | \n", "3.870671 | \n", "1.899822 | \n", "0.499900 | \n", "2.563400 | \n", "3.534800 | \n", "4.743250 | \n", "15.000100 | \n", "
| median_house_value | \n", "20640.000000 | \n", "206855.816909 | \n", "115395.615874 | \n", "14999.000000 | \n", "119600.000000 | \n", "179700.000000 | \n", "264725.000000 | \n", "500001.000000 | \n", "
| \n", " | max_depth | \n", "rbf_kw_args | \n", "cv_mae (neg) | \n", "std | \n", "
|---|---|---|---|---|
| 3 | \n", "10 | \n", "{'Y': [[35.0]], 'gamma': 0.2} | \n", "41588.446727 | \n", "506.185802 | \n", "
| 2 | \n", "10 | \n", "{'Y': [[35.0]], 'gamma': 0.1} | \n", "41720.697400 | \n", "449.525050 | \n", "
| 5 | \n", "15 | \n", "{'Y': [[35.0]], 'gamma': 0.2} | \n", "43754.228513 | \n", "772.544968 | \n", "
| 4 | \n", "15 | \n", "{'Y': [[35.0]], 'gamma': 0.1} | \n", "44021.813497 | \n", "671.300939 | \n", "
| 0 | \n", "5 | \n", "{'Y': [[35.0]], 'gamma': 0.1} | \n", "48589.321169 | \n", "743.577718 | \n", "
| 1 | \n", "5 | \n", "{'Y': [[35.0]], 'gamma': 0.2} | \n", "48589.321169 | \n", "743.577718 | \n", "