Summary of 3_Linear

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Linear Regression (Linear)

Validation

Optimized metric

rmse

Training time

2.0 seconds

Metric details:

Metric Score
MAE 11.9496
MSE 300.47
RMSE 17.3341
R2 -0.25146

Learning curves

Learning curves

Coefficients

feature Learner_1
intercept 2.13862e+13
nom_station 2.07688e+13
jour_fin 1.04015e+13
lat 1.03289e+13
heure_fin 6.27464e+12
code_station 1.53586e+12
nom_poll 0.433811
id_poll_ue -0.181641
insee_com -5.64701e+11
jour_semaine_debut -2.42602e+12
jour_semaine_fin -2.9937e+12
jour_debut -4.98178e+12
heure_debut -6.27464e+12
nom_com -8.02216e+12
typologie -1.30198e+13
long -5.50569e+13
influence -7.31046e+13

Permutation-based Importance

Permutation-based Importance

SHAP Importance

SHAP Importance

SHAP Dependence plots

Dependence (Fold 1)

SHAP Dependence from Fold 1

SHAP Decision plots

Top-10 Worst decisions (Fold 1)

SHAP worst decisions from fold 1

Top-10 Best decisions (Fold 1)

SHAP best decisions from fold 1

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