\n", " | CRIM | \n", "ZN | \n", "INDUS | \n", "CHAS | \n", "NOX | \n", "RM | \n", "AGE | \n", "DIS | \n", "RAD | \n", "TAX | \n", "PTRATIO | \n", "B | \n", "LSTAT | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "0.00632 | \n", "18.0 | \n", "2.31 | \n", "0.0 | \n", "0.538 | \n", "6.575 | \n", "65.2 | \n", "4.0900 | \n", "1.0 | \n", "296.0 | \n", "15.3 | \n", "396.90 | \n", "4.98 | \n", "
1 | \n", "0.02731 | \n", "0.0 | \n", "7.07 | \n", "0.0 | \n", "0.469 | \n", "6.421 | \n", "78.9 | \n", "4.9671 | \n", "2.0 | \n", "242.0 | \n", "17.8 | \n", "396.90 | \n", "9.14 | \n", "
2 | \n", "0.02729 | \n", "0.0 | \n", "7.07 | \n", "0.0 | \n", "0.469 | \n", "7.185 | \n", "61.1 | \n", "4.9671 | \n", "2.0 | \n", "242.0 | \n", "17.8 | \n", "392.83 | \n", "4.03 | \n", "
3 | \n", "0.03237 | \n", "0.0 | \n", "2.18 | \n", "0.0 | \n", "0.458 | \n", "6.998 | \n", "45.8 | \n", "6.0622 | \n", "3.0 | \n", "222.0 | \n", "18.7 | \n", "394.63 | \n", "2.94 | \n", "
4 | \n", "0.06905 | \n", "0.0 | \n", "2.18 | \n", "0.0 | \n", "0.458 | \n", "7.147 | \n", "54.2 | \n", "6.0622 | \n", "3.0 | \n", "222.0 | \n", "18.7 | \n", "396.90 | \n", "5.33 | \n", "
\n", " | CRIM | \n", "ZN | \n", "INDUS | \n", "CHAS | \n", "NOX | \n", "RM | \n", "AGE | \n", "DIS | \n", "RAD | \n", "TAX | \n", "PTRATIO | \n", "B | \n", "LSTAT | \n", "Price | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "0.00632 | \n", "18.0 | \n", "2.31 | \n", "0.0 | \n", "0.538 | \n", "6.575 | \n", "65.2 | \n", "4.0900 | \n", "1.0 | \n", "296.0 | \n", "15.3 | \n", "396.90 | \n", "4.98 | \n", "24.0 | \n", "
1 | \n", "0.02731 | \n", "0.0 | \n", "7.07 | \n", "0.0 | \n", "0.469 | \n", "6.421 | \n", "78.9 | \n", "4.9671 | \n", "2.0 | \n", "242.0 | \n", "17.8 | \n", "396.90 | \n", "9.14 | \n", "21.6 | \n", "
2 | \n", "0.02729 | \n", "0.0 | \n", "7.07 | \n", "0.0 | \n", "0.469 | \n", "7.185 | \n", "61.1 | \n", "4.9671 | \n", "2.0 | \n", "242.0 | \n", "17.8 | \n", "392.83 | \n", "4.03 | \n", "34.7 | \n", "
3 | \n", "0.03237 | \n", "0.0 | \n", "2.18 | \n", "0.0 | \n", "0.458 | \n", "6.998 | \n", "45.8 | \n", "6.0622 | \n", "3.0 | \n", "222.0 | \n", "18.7 | \n", "394.63 | \n", "2.94 | \n", "33.4 | \n", "
4 | \n", "0.06905 | \n", "0.0 | \n", "2.18 | \n", "0.0 | \n", "0.458 | \n", "7.147 | \n", "54.2 | \n", "6.0622 | \n", "3.0 | \n", "222.0 | \n", "18.7 | \n", "396.90 | \n", "5.33 | \n", "36.2 | \n", "
\n", " | CRIM | \n", "ZN | \n", "INDUS | \n", "CHAS | \n", "NOX | \n", "RM | \n", "AGE | \n", "DIS | \n", "RAD | \n", "TAX | \n", "PTRATIO | \n", "B | \n", "LSTAT | \n", "Price | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
count | \n", "506.000000 | \n", "506.000000 | \n", "506.000000 | \n", "506.000000 | \n", "506.000000 | \n", "506.000000 | \n", "506.000000 | \n", "506.000000 | \n", "506.000000 | \n", "506.000000 | \n", "506.000000 | \n", "506.000000 | \n", "506.000000 | \n", "506.000000 | \n", "
mean | \n", "3.613524 | \n", "11.363636 | \n", "11.136779 | \n", "0.069170 | \n", "0.554695 | \n", "6.284634 | \n", "68.574901 | \n", "3.795043 | \n", "9.549407 | \n", "408.237154 | \n", "18.455534 | \n", "356.674032 | \n", "12.653063 | \n", "22.532806 | \n", "
std | \n", "8.601545 | \n", "23.322453 | \n", "6.860353 | \n", "0.253994 | \n", "0.115878 | \n", "0.702617 | \n", "28.148861 | \n", "2.105710 | \n", "8.707259 | \n", "168.537116 | \n", "2.164946 | \n", "91.294864 | \n", "7.141062 | \n", "9.197104 | \n", "
min | \n", "0.006320 | \n", "0.000000 | \n", "0.460000 | \n", "0.000000 | \n", "0.385000 | \n", "3.561000 | \n", "2.900000 | \n", "1.129600 | \n", "1.000000 | \n", "187.000000 | \n", "12.600000 | \n", "0.320000 | \n", "1.730000 | \n", "5.000000 | \n", "
25% | \n", "0.082045 | \n", "0.000000 | \n", "5.190000 | \n", "0.000000 | \n", "0.449000 | \n", "5.885500 | \n", "45.025000 | \n", "2.100175 | \n", "4.000000 | \n", "279.000000 | \n", "17.400000 | \n", "375.377500 | \n", "6.950000 | \n", "17.025000 | \n", "
50% | \n", "0.256510 | \n", "0.000000 | \n", "9.690000 | \n", "0.000000 | \n", "0.538000 | \n", "6.208500 | \n", "77.500000 | \n", "3.207450 | \n", "5.000000 | \n", "330.000000 | \n", "19.050000 | \n", "391.440000 | \n", "11.360000 | \n", "21.200000 | \n", "
75% | \n", "3.677083 | \n", "12.500000 | \n", "18.100000 | \n", "0.000000 | \n", "0.624000 | \n", "6.623500 | \n", "94.075000 | \n", "5.188425 | \n", "24.000000 | \n", "666.000000 | \n", "20.200000 | \n", "396.225000 | \n", "16.955000 | \n", "25.000000 | \n", "
max | \n", "88.976200 | \n", "100.000000 | \n", "27.740000 | \n", "1.000000 | \n", "0.871000 | \n", "8.780000 | \n", "100.000000 | \n", "12.126500 | \n", "24.000000 | \n", "711.000000 | \n", "22.000000 | \n", "396.900000 | \n", "37.970000 | \n", "50.000000 | \n", "
\n", " | CRIM | \n", "ZN | \n", "INDUS | \n", "CHAS | \n", "NOX | \n", "RM | \n", "AGE | \n", "DIS | \n", "RAD | \n", "TAX | \n", "PTRATIO | \n", "B | \n", "LSTAT | \n", "Price | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
CRIM | \n", "1.000000 | \n", "-0.200469 | \n", "0.406583 | \n", "-0.055892 | \n", "0.420972 | \n", "-0.219247 | \n", "0.352734 | \n", "-0.379670 | \n", "0.625505 | \n", "0.582764 | \n", "0.289946 | \n", "-0.385064 | \n", "0.455621 | \n", "-0.388305 | \n", "
ZN | \n", "-0.200469 | \n", "1.000000 | \n", "-0.533828 | \n", "-0.042697 | \n", "-0.516604 | \n", "0.311991 | \n", "-0.569537 | \n", "0.664408 | \n", "-0.311948 | \n", "-0.314563 | \n", "-0.391679 | \n", "0.175520 | \n", "-0.412995 | \n", "0.360445 | \n", "
INDUS | \n", "0.406583 | \n", "-0.533828 | \n", "1.000000 | \n", "0.062938 | \n", "0.763651 | \n", "-0.391676 | \n", "0.644779 | \n", "-0.708027 | \n", "0.595129 | \n", "0.720760 | \n", "0.383248 | \n", "-0.356977 | \n", "0.603800 | \n", "-0.483725 | \n", "
CHAS | \n", "-0.055892 | \n", "-0.042697 | \n", "0.062938 | \n", "1.000000 | \n", "0.091203 | \n", "0.091251 | \n", "0.086518 | \n", "-0.099176 | \n", "-0.007368 | \n", "-0.035587 | \n", "-0.121515 | \n", "0.048788 | \n", "-0.053929 | \n", "0.175260 | \n", "
NOX | \n", "0.420972 | \n", "-0.516604 | \n", "0.763651 | \n", "0.091203 | \n", "1.000000 | \n", "-0.302188 | \n", "0.731470 | \n", "-0.769230 | \n", "0.611441 | \n", "0.668023 | \n", "0.188933 | \n", "-0.380051 | \n", "0.590879 | \n", "-0.427321 | \n", "
RM | \n", "-0.219247 | \n", "0.311991 | \n", "-0.391676 | \n", "0.091251 | \n", "-0.302188 | \n", "1.000000 | \n", "-0.240265 | \n", "0.205246 | \n", "-0.209847 | \n", "-0.292048 | \n", "-0.355501 | \n", "0.128069 | \n", "-0.613808 | \n", "0.695360 | \n", "
AGE | \n", "0.352734 | \n", "-0.569537 | \n", "0.644779 | \n", "0.086518 | \n", "0.731470 | \n", "-0.240265 | \n", "1.000000 | \n", "-0.747881 | \n", "0.456022 | \n", "0.506456 | \n", "0.261515 | \n", "-0.273534 | \n", "0.602339 | \n", "-0.376955 | \n", "
DIS | \n", "-0.379670 | \n", "0.664408 | \n", "-0.708027 | \n", "-0.099176 | \n", "-0.769230 | \n", "0.205246 | \n", "-0.747881 | \n", "1.000000 | \n", "-0.494588 | \n", "-0.534432 | \n", "-0.232471 | \n", "0.291512 | \n", "-0.496996 | \n", "0.249929 | \n", "
RAD | \n", "0.625505 | \n", "-0.311948 | \n", "0.595129 | \n", "-0.007368 | \n", "0.611441 | \n", "-0.209847 | \n", "0.456022 | \n", "-0.494588 | \n", "1.000000 | \n", "0.910228 | \n", "0.464741 | \n", "-0.444413 | \n", "0.488676 | \n", "-0.381626 | \n", "
TAX | \n", "0.582764 | \n", "-0.314563 | \n", "0.720760 | \n", "-0.035587 | \n", "0.668023 | \n", "-0.292048 | \n", "0.506456 | \n", "-0.534432 | \n", "0.910228 | \n", "1.000000 | \n", "0.460853 | \n", "-0.441808 | \n", "0.543993 | \n", "-0.468536 | \n", "
PTRATIO | \n", "0.289946 | \n", "-0.391679 | \n", "0.383248 | \n", "-0.121515 | \n", "0.188933 | \n", "-0.355501 | \n", "0.261515 | \n", "-0.232471 | \n", "0.464741 | \n", "0.460853 | \n", "1.000000 | \n", "-0.177383 | \n", "0.374044 | \n", "-0.507787 | \n", "
B | \n", "-0.385064 | \n", "0.175520 | \n", "-0.356977 | \n", "0.048788 | \n", "-0.380051 | \n", "0.128069 | \n", "-0.273534 | \n", "0.291512 | \n", "-0.444413 | \n", "-0.441808 | \n", "-0.177383 | \n", "1.000000 | \n", "-0.366087 | \n", "0.333461 | \n", "
LSTAT | \n", "0.455621 | \n", "-0.412995 | \n", "0.603800 | \n", "-0.053929 | \n", "0.590879 | \n", "-0.613808 | \n", "0.602339 | \n", "-0.496996 | \n", "0.488676 | \n", "0.543993 | \n", "0.374044 | \n", "-0.366087 | \n", "1.000000 | \n", "-0.737663 | \n", "
Price | \n", "-0.388305 | \n", "0.360445 | \n", "-0.483725 | \n", "0.175260 | \n", "-0.427321 | \n", "0.695360 | \n", "-0.376955 | \n", "0.249929 | \n", "-0.381626 | \n", "-0.468536 | \n", "-0.507787 | \n", "0.333461 | \n", "-0.737663 | \n", "1.000000 | \n", "
\n", " | Corr Value | \n", "
---|---|
RM | \n", "0.695360 | \n", "
PTRATIO | \n", "-0.507787 | \n", "
LSTAT | \n", "-0.737663 | \n", "
Price | \n", "1.000000 | \n", "
\n", " | RM | \n", "PTRATIO | \n", "LSTAT | \n", "Price | \n", "
---|---|---|---|---|
0 | \n", "6.575 | \n", "15.3 | \n", "4.98 | \n", "24.0 | \n", "
1 | \n", "6.421 | \n", "17.8 | \n", "9.14 | \n", "21.6 | \n", "
2 | \n", "7.185 | \n", "17.8 | \n", "4.03 | \n", "34.7 | \n", "
3 | \n", "6.998 | \n", "18.7 | \n", "2.94 | \n", "33.4 | \n", "
4 | \n", "7.147 | \n", "18.7 | \n", "5.33 | \n", "36.2 | \n", "
\n", " | RM | \n", "PTRATIO | \n", "LSTAT | \n", "
---|---|---|---|
0 | \n", "6.575 | \n", "15.3 | \n", "4.98 | \n", "
1 | \n", "6.421 | \n", "17.8 | \n", "9.14 | \n", "
2 | \n", "7.185 | \n", "17.8 | \n", "4.03 | \n", "
3 | \n", "6.998 | \n", "18.7 | \n", "2.94 | \n", "
4 | \n", "7.147 | \n", "18.7 | \n", "5.33 | \n", "
\n", " | predetti | \n", "reali_test | \n", "
---|---|---|
0 | \n", "27.609031 | \n", "22.6 | \n", "
1 | \n", "22.099034 | \n", "50.0 | \n", "
2 | \n", "26.529255 | \n", "23.0 | \n", "
3 | \n", "12.507986 | \n", "8.3 | \n", "
4 | \n", "22.254879 | \n", "21.2 | \n", "
... | \n", "... | \n", "... | \n", "
97 | \n", "28.271228 | \n", "24.7 | \n", "
98 | \n", "18.467419 | \n", "14.1 | \n", "
99 | \n", "18.558070 | \n", "18.7 | \n", "
100 | \n", "24.681964 | \n", "28.1 | \n", "
101 | \n", "20.826879 | \n", "19.8 | \n", "
102 rows × 2 columns
\n", "\n", " | features name | \n", "#feature | \n", "corr_value | \n", "r2_score | \n", "MAE | \n", "MSE | \n", "
---|---|---|---|---|---|---|
0 | \n", "['RM' 'PTRATIO' 'LSTAT' 'Price'] | \n", "3 | \n", "0.5 | \n", "0.488164 | \n", "4.40443 | \n", "41.678 | \n", "
\n", " | Corr Value | \n", "
---|---|
RM | \n", "0.695360 | \n", "
LSTAT | \n", "-0.737663 | \n", "
Price | \n", "1.000000 | \n", "
\n", " | RM | \n", "LSTAT | \n", "Price | \n", "
---|---|---|---|
0 | \n", "6.575 | \n", "4.98 | \n", "24.0 | \n", "
1 | \n", "6.421 | \n", "9.14 | \n", "21.6 | \n", "
2 | \n", "7.185 | \n", "4.03 | \n", "34.7 | \n", "
3 | \n", "6.998 | \n", "2.94 | \n", "33.4 | \n", "
4 | \n", "7.147 | \n", "5.33 | \n", "36.2 | \n", "
\n", " | features name | \n", "#feature | \n", "corr_value | \n", "r2_score | \n", "MAE | \n", "MSE | \n", "
---|---|---|---|---|---|---|
0 | \n", "['RM' 'PTRATIO' 'LSTAT' 'Price'] | \n", "3 | \n", "0.5 | \n", "0.488164 | \n", "4.40443 | \n", "41.678 | \n", "
1 | \n", "['RM' 'LSTAT' 'Price'] | \n", "2 | \n", "0.6 | \n", "0.540908 | \n", "4.14244 | \n", "37.3831 | \n", "
\n", " | Corr Value | \n", "
---|---|
LSTAT | \n", "-0.737663 | \n", "
Price | \n", "1.000000 | \n", "
\n", " | LSTAT | \n", "Price | \n", "
---|---|---|
0 | \n", "4.98 | \n", "24.0 | \n", "
1 | \n", "9.14 | \n", "21.6 | \n", "
2 | \n", "4.03 | \n", "34.7 | \n", "
3 | \n", "2.94 | \n", "33.4 | \n", "
4 | \n", "5.33 | \n", "36.2 | \n", "
\n", " | features name | \n", "#feature | \n", "corr_value | \n", "r2_score | \n", "MAE | \n", "MSE | \n", "
---|---|---|---|---|---|---|
0 | \n", "['RM' 'PTRATIO' 'LSTAT' 'Price'] | \n", "3 | \n", "0.5 | \n", "0.488164 | \n", "4.40443 | \n", "41.678 | \n", "
1 | \n", "['RM' 'LSTAT' 'Price'] | \n", "2 | \n", "0.6 | \n", "0.540908 | \n", "4.14244 | \n", "37.3831 | \n", "
2 | \n", "['LSTAT' 'Price'] | \n", "1 | \n", "0.7 | \n", "0.430957 | \n", "4.86401 | \n", "46.3363 | \n", "