| \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"," | 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","
|---|---|---|---|---|---|---|---|---|---|
| count | \n","20640.000000 | \n","20640.000000 | \n","20640.000000 | \n","20640.000000 | \n","20433.000000 | \n","20640.000000 | \n","20640.000000 | \n","20640.000000 | \n","20640.000000 | \n","
| mean | \n","-119.569704 | \n","35.631861 | \n","28.639486 | \n","2635.763081 | \n","537.870553 | \n","1425.476744 | \n","499.539680 | \n","3.870671 | \n","206855.816909 | \n","
| std | \n","2.003532 | \n","2.135952 | \n","12.585558 | \n","2181.615252 | \n","421.385070 | \n","1132.462122 | \n","382.329753 | \n","1.899822 | \n","115395.615874 | \n","
| min | \n","-124.350000 | \n","32.540000 | \n","1.000000 | \n","2.000000 | \n","1.000000 | \n","3.000000 | \n","1.000000 | \n","0.499900 | \n","14999.000000 | \n","
| 25% | \n","-121.800000 | \n","33.930000 | \n","18.000000 | \n","1447.750000 | \n","296.000000 | \n","787.000000 | \n","280.000000 | \n","2.563400 | \n","119600.000000 | \n","
| 50% | \n","-118.490000 | \n","34.260000 | \n","29.000000 | \n","2127.000000 | \n","435.000000 | \n","1166.000000 | \n","409.000000 | \n","3.534800 | \n","179700.000000 | \n","
| 75% | \n","-118.010000 | \n","37.710000 | \n","37.000000 | \n","3148.000000 | \n","647.000000 | \n","1725.000000 | \n","605.000000 | \n","4.743250 | \n","264725.000000 | \n","
| max | \n","-114.310000 | \n","41.950000 | \n","52.000000 | \n","39320.000000 | \n","6445.000000 | \n","35682.000000 | \n","6082.000000 | \n","15.000100 | \n","500001.000000 | \n","
| \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","... | \n","... | \n","... | \n","... | \n","... | \n","... | \n","... | \n","... | \n","... | \n","... | \n","
| 20635 | \n","-121.09 | \n","39.48 | \n","25.0 | \n","1665.0 | \n","374.0 | \n","845.0 | \n","330.0 | \n","1.5603 | \n","78100.0 | \n","INLAND | \n","
| 20636 | \n","-121.21 | \n","39.49 | \n","18.0 | \n","697.0 | \n","150.0 | \n","356.0 | \n","114.0 | \n","2.5568 | \n","77100.0 | \n","INLAND | \n","
| 20637 | \n","-121.22 | \n","39.43 | \n","17.0 | \n","2254.0 | \n","485.0 | \n","1007.0 | \n","433.0 | \n","1.7000 | \n","92300.0 | \n","INLAND | \n","
| 20638 | \n","-121.32 | \n","39.43 | \n","18.0 | \n","1860.0 | \n","409.0 | \n","741.0 | \n","349.0 | \n","1.8672 | \n","84700.0 | \n","INLAND | \n","
| 20639 | \n","-121.24 | \n","39.37 | \n","16.0 | \n","2785.0 | \n","616.0 | \n","1387.0 | \n","530.0 | \n","2.3886 | \n","89400.0 | \n","INLAND | \n","
20433 rows × 10 columns
\n","| \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","... | \n","... | \n","... | \n","... | \n","... | \n","... | \n","... | \n","... | \n","... | \n","... | \n","
| 20635 | \n","-121.09 | \n","39.48 | \n","25.0 | \n","1665.0 | \n","374.0 | \n","845.0 | \n","330.0 | \n","1.5603 | \n","78100.0 | \n","INLAND | \n","
| 20636 | \n","-121.21 | \n","39.49 | \n","18.0 | \n","697.0 | \n","150.0 | \n","356.0 | \n","114.0 | \n","2.5568 | \n","77100.0 | \n","INLAND | \n","
| 20637 | \n","-121.22 | \n","39.43 | \n","17.0 | \n","2254.0 | \n","485.0 | \n","1007.0 | \n","433.0 | \n","1.7000 | \n","92300.0 | \n","INLAND | \n","
| 20638 | \n","-121.32 | \n","39.43 | \n","18.0 | \n","1860.0 | \n","409.0 | \n","741.0 | \n","349.0 | \n","1.8672 | \n","84700.0 | \n","INLAND | \n","
| 20639 | \n","-121.24 | \n","39.37 | \n","16.0 | \n","2785.0 | \n","616.0 | \n","1387.0 | \n","530.0 | \n","2.3886 | \n","89400.0 | \n","INLAND | \n","
20433 rows × 10 columns
\n","| \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","
|---|---|---|---|---|---|---|---|---|---|
| 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","
| 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","
| 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","
| 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","
| 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","
| ... | \n","... | \n","... | \n","... | \n","... | \n","... | \n","... | \n","... | \n","... | \n","... | \n","
| 20635 | \n","-121.09 | \n","39.48 | \n","25.0 | \n","1665.0 | \n","374.0 | \n","845.0 | \n","330.0 | \n","1.5603 | \n","78100.0 | \n","
| 20636 | \n","-121.21 | \n","39.49 | \n","18.0 | \n","697.0 | \n","150.0 | \n","356.0 | \n","114.0 | \n","2.5568 | \n","77100.0 | \n","
| 20637 | \n","-121.22 | \n","39.43 | \n","17.0 | \n","2254.0 | \n","485.0 | \n","1007.0 | \n","433.0 | \n","1.7000 | \n","92300.0 | \n","
| 20638 | \n","-121.32 | \n","39.43 | \n","18.0 | \n","1860.0 | \n","409.0 | \n","741.0 | \n","349.0 | \n","1.8672 | \n","84700.0 | \n","
| 20639 | \n","-121.24 | \n","39.37 | \n","16.0 | \n","2785.0 | \n","616.0 | \n","1387.0 | \n","530.0 | \n","2.3886 | \n","89400.0 | \n","
20433 rows × 9 columns
\n","| \n"," | Prediccion | \n","Valor Real | \n","
|---|---|---|
| 8451 | \n","244082.413378 | \n","241400.0 | \n","
| 121 | \n","265102.147769 | \n","335000.0 | \n","
| 11020 | \n","430460.497445 | \n","477100.0 | \n","
| 15791 | \n","255780.167843 | \n","162500.0 | \n","
| 14512 | \n","260625.887488 | \n","214600.0 | \n","
| ... | \n","... | \n","... | \n","
| 20386 | \n","229039.539441 | \n","281300.0 | \n","
| 641 | \n","288536.326957 | \n","264700.0 | \n","
| 7999 | \n","275856.699160 | \n","201600.0 | \n","
| 2042 | \n","143676.306031 | \n","121600.0 | \n","
| 8759 | \n","410563.522493 | \n","410300.0 | \n","
4087 rows × 2 columns
\n","| \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","bedroom_ratio | \n","
|---|---|---|---|---|---|---|---|---|---|---|
| count | \n","20433.000000 | \n","20433.000000 | \n","20433.000000 | \n","20433.000000 | \n","20433.000000 | \n","20433.000000 | \n","20433.000000 | \n","20433.000000 | \n","20433.000000 | \n","20433.000000 | \n","
| mean | \n","-119.570689 | \n","35.633221 | \n","28.633094 | \n","2636.504233 | \n","537.870553 | \n","1424.946949 | \n","499.433465 | \n","3.871162 | \n","206864.413155 | \n","0.213039 | \n","
| std | \n","2.003578 | \n","2.136348 | \n","12.591805 | \n","2185.269567 | \n","421.385070 | \n","1133.208490 | \n","382.299226 | \n","1.899291 | \n","115435.667099 | \n","0.057983 | \n","
| min | \n","-124.350000 | \n","32.540000 | \n","1.000000 | \n","2.000000 | \n","1.000000 | \n","3.000000 | \n","1.000000 | \n","0.499900 | \n","14999.000000 | \n","0.100000 | \n","
| 25% | \n","-121.800000 | \n","33.930000 | \n","18.000000 | \n","1450.000000 | \n","296.000000 | \n","787.000000 | \n","280.000000 | \n","2.563700 | \n","119500.000000 | \n","0.175427 | \n","
| 50% | \n","-118.490000 | \n","34.260000 | \n","29.000000 | \n","2127.000000 | \n","435.000000 | \n","1166.000000 | \n","409.000000 | \n","3.536500 | \n","179700.000000 | \n","0.203162 | \n","
| 75% | \n","-118.010000 | \n","37.720000 | \n","37.000000 | \n","3143.000000 | \n","647.000000 | \n","1722.000000 | \n","604.000000 | \n","4.744000 | \n","264700.000000 | \n","0.239821 | \n","
| max | \n","-114.310000 | \n","41.950000 | \n","52.000000 | \n","39320.000000 | \n","6445.000000 | \n","35682.000000 | \n","6082.000000 | \n","15.000100 | \n","500001.000000 | \n","1.000000 | \n","
| \n"," | 0 | \n","1 | \n","2 | \n","3 | \n","4 | \n","5 | \n","6 | \n","7 | \n","8 | \n","
|---|---|---|---|---|---|---|---|---|---|
| 0 | \n","-1.194346 | \n","1.273302 | \n","-0.998336 | \n","-0.256351 | \n","-0.585731 | \n","-0.290399 | \n","-0.544346 | \n","1.031451 | \n","-1.263050 | \n","
| 1 | \n","-0.819304 | \n","1.694491 | \n","-1.870948 | \n","-0.795002 | \n","-0.936524 | \n","-0.929285 | \n","-0.938855 | \n","0.255639 | \n","-0.936580 | \n","
| 2 | \n","0.845886 | \n","-0.884122 | \n","1.857486 | \n","-0.106828 | \n","-0.031100 | \n","0.651584 | \n","0.053949 | \n","-0.237491 | \n","0.090534 | \n","
| 3 | \n","-1.454376 | \n","0.987829 | \n","1.857486 | \n","-0.269612 | \n","-0.649727 | \n","-0.612051 | \n","-0.648852 | \n","2.237312 | \n","-1.456613 | \n","
| 4 | \n","0.675866 | \n","-0.729686 | \n","0.191590 | \n","-0.544881 | \n","-0.320267 | \n","0.051578 | \n","-0.290920 | \n","-0.778918 | \n","1.128961 | \n","
| ... | \n","... | \n","... | \n","... | \n","... | \n","... | \n","... | \n","... | \n","... | \n","... | \n","
| 16341 | \n","0.565854 | \n","-0.762445 | \n","0.112261 | \n","-0.227087 | \n","0.137185 | \n","-0.076553 | \n","0.153229 | \n","-0.245646 | \n","1.127011 | \n","
| 16342 | \n","0.690868 | \n","-0.870083 | \n","0.984873 | \n","-0.272813 | \n","0.146666 | \n","-0.508663 | \n","0.085300 | \n","-0.680692 | \n","1.396232 | \n","
| 16343 | \n","1.185924 | \n","-0.748406 | \n","0.588232 | \n","-0.192793 | \n","-0.422186 | \n","-0.429133 | \n","-0.442453 | \n","0.428363 | \n","-0.876701 | \n","
| 16344 | \n","0.635862 | \n","-0.776485 | \n","1.540172 | \n","0.226056 | \n","0.113483 | \n","-0.095993 | \n","0.014759 | \n","-0.181828 | \n","-0.449926 | \n","
| 16345 | \n","1.235930 | \n","-0.659488 | \n","-0.998336 | \n","-0.593351 | \n","-0.502774 | \n","-1.022070 | \n","-1.069488 | \n","0.070288 | \n","0.517064 | \n","
16346 rows × 9 columns
\n","