Some details about the current model in use
Statistics on model training for LinearRegressor()
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Full Linear intercept: -86.7552993890001
Coefficient value
isMale 4.814452
isBlack 2.493898
isSmoker 8.637932
isDiabetic 10.861116
isHypertensive 4.811752
Age 0.930382
Systolic 0.212435
Cholesterol 0.062042
HDL -0.092904
Full linear results:
Actual Predicted
521 43.1 39.631752
737 11.1 20.502646
740 58.9 54.372240
660 11.6 21.766348
411 4.6 3.287983
.. ... ...
408 56.1 49.717435
332 30.9 37.986871
208 38.5 30.961052
613 24.3 25.133866
78 32.5 30.272531
[200 rows x 2 columns]
Model | MAE | MSE | RMSE | R².test | R².train |
--------------+--------+---------+--------+-----------+------------+
Full linear | 5.66 | 54.63 | 7.39 | 79.73% | 79.52% |