Administrative Administrative_Duration Informational Informational_Duration ProductRelated ProductRelated_Duration BounceRates ExitRates PageValues SpecialDay Month OperatingSystems Browser Region TrafficType VisitorType Weekend Revenue
0 0 0 0 1 0.000000 0.2000000 0.2000000 0 0.0 Feb 1 1 1 1 Returning_Visitor FALSE FALSE
0 0 0 0 2 64.000000 0.0000000 0.1000000 0 0.0 Feb 2 2 1 2 Returning_Visitor FALSE FALSE
0 0 0 0 1 0.000000 0.2000000 0.2000000 0 0.0 Feb 4 1 9 3 Returning_Visitor FALSE FALSE
0 0 0 0 2 2.666667 0.0500000 0.1400000 0 0.0 Feb 3 2 2 4 Returning_Visitor FALSE FALSE
0 0 0 0 10 627.500000 0.0200000 0.0500000 0 0.0 Feb 3 3 1 4 Returning_Visitor TRUE FALSE
0 0 0 0 19 154.216667 0.0157895 0.0245614 0 0.0 Feb 2 2 1 3 Returning_Visitor FALSE FALSE
0 0 0 0 1 0.000000 0.2000000 0.2000000 0 0.4 Feb 2 4 3 3 Returning_Visitor FALSE FALSE
1 0 0 0 0 0.000000 0.2000000 0.2000000 0 0.0 Feb 1 2 1 5 Returning_Visitor TRUE FALSE
0 0 0 0 2 37.000000 0.0000000 0.1000000 0 0.8 Feb 2 2 2 3 Returning_Visitor FALSE FALSE
0 0 0 0 3 738.000000 0.0000000 0.0222222 0 0.4 Feb 2 4 1 2 Returning_Visitor FALSE FALSE
0 0 0 0 3 395.000000 0.0000000 0.0666667 0 0.0 Feb 1 1 3 3 Returning_Visitor FALSE FALSE
0 0 0 0 16 407.750000 0.0187500 0.0258333 0 0.4 Feb 1 1 4 3 Returning_Visitor FALSE FALSE
0 0 0 0 7 280.500000 0.0000000 0.0285714 0 0.0 Feb 1 1 1 3 Returning_Visitor FALSE FALSE
0 0 0 0 6 98.000000 0.0000000 0.0666667 0 0.0 Feb 2 5 1 3 Returning_Visitor FALSE FALSE
0 0 0 0 2 68.000000 0.0000000 0.1000000 0 0.0 Feb 3 2 3 3 Returning_Visitor FALSE FALSE
2 53 0 0 23 1668.285119 0.0083333 0.0163126 0 0.0 Feb 1 1 9 3 Returning_Visitor FALSE FALSE
0 0 0 0 1 0.000000 0.2000000 0.2000000 0 0.0 Feb 1 1 4 3 Returning_Visitor FALSE FALSE
0 0 0 0 13 334.966667 0.0000000 0.0076923 0 0.0 Feb 1 1 1 4 Returning_Visitor TRUE FALSE
0 0 0 0 2 32.000000 0.0000000 0.1000000 0 0.0 Feb 2 2 1 3 Returning_Visitor FALSE FALSE
0 0 0 0 20 2981.166667 0.0000000 0.0100000 0 0.0 Feb 2 4 4 4 Returning_Visitor FALSE FALSE
Modele AUC Seuil_optimal Accuracy Precision Recall F1
Logistique 0.906 0.153 0.837 0.484 0.797 0.602
Random Forest 0.937 0.155 0.847 0.504 0.882 0.641
Test set — Réel vs Prédit (Random Forest)
Administrative Administrative_Duration Informational Informational_Duration ProductRelated ProductRelated_Duration BounceRates ExitRates PageValues SpecialDay Month OperatingSystems Browser Region TrafficType VisitorType Weekend Revenue rf_prob rf_pred correct
4 0 0 0 0 2 2.667 0.050 0.140 0 0.0 Feb 3 2 2 4 Returning_Visitor FALSE FALSE 0.000 FALSE TRUE
10 0 0 0 0 3 738.000 0.000 0.022 0 0.4 Feb 2 4 1 2 Returning_Visitor FALSE FALSE 0.022 FALSE TRUE
19 0 0 0 0 2 32.000 0.000 0.100 0 0.0 Feb 2 2 1 3 Returning_Visitor FALSE FALSE 0.000 FALSE TRUE
23 0 0 0 0 3 105.000 0.000 0.033 0 0.0 Feb 3 2 1 5 Returning_Visitor FALSE FALSE 0.004 FALSE TRUE
28 0 0 0 0 4 76.000 0.050 0.100 0 0.0 Feb 1 1 1 3 Returning_Visitor FALSE FALSE 0.004 FALSE TRUE
34 0 0 0 0 10 183.667 0.040 0.080 0 0.0 Feb 1 1 3 1 Returning_Visitor FALSE FALSE 0.002 FALSE TRUE
35 0 0 0 0 14 380.500 0.014 0.029 0 0.0 Feb 2 2 1 1 Returning_Visitor FALSE FALSE 0.016 FALSE TRUE
38 2 18 0 0 5 298.000 0.000 0.029 0 0.8 Feb 2 2 8 4 Returning_Visitor FALSE FALSE 0.036 FALSE TRUE
40 0 0 0 0 9 482.000 0.000 0.022 0 0.0 Feb 2 5 1 6 Returning_Visitor FALSE FALSE 0.014 FALSE TRUE
42 0 0 0 0 3 22.000 0.000 0.067 0 0.6 Feb 1 1 3 2 Returning_Visitor FALSE FALSE 0.002 FALSE TRUE
48 0 0 0 0 3 80.000 0.067 0.133 0 0.2 Feb 3 2 1 3 Returning_Visitor FALSE FALSE 0.010 FALSE TRUE
59 0 0 0 0 4 104.000 0.000 0.050 0 0.4 Feb 2 6 6 3 Returning_Visitor FALSE FALSE 0.000 FALSE TRUE
64 0 0 0 0 14 706.500 0.000 0.007 0 0.0 Feb 2 2 5 4 Returning_Visitor TRUE FALSE 0.016 FALSE TRUE
69 0 0 0 0 18 902.000 0.000 0.007 0 0.0 Feb 2 7 2 4 Returning_Visitor FALSE FALSE 0.026 FALSE TRUE
71 0 0 0 0 1 0.000 0.200 0.200 0 0.0 Feb 2 6 1 2 Returning_Visitor FALSE FALSE 0.010 FALSE TRUE
82 0 0 0 0 4 270.000 0.000 0.017 0 0.8 Feb 1 1 1 3 Returning_Visitor FALSE FALSE 0.004 FALSE TRUE
91 2 36 0 0 15 168.846 0.000 0.012 0 0.4 Feb 1 1 1 3 Returning_Visitor FALSE FALSE 0.018 FALSE TRUE
93 0 0 0 0 2 52.000 0.000 0.100 0 0.0 Feb 1 1 1 3 Returning_Visitor FALSE FALSE 0.004 FALSE TRUE
118 0 0 0 0 11 577.000 0.018 0.027 0 0.2 Feb 2 2 3 1 Returning_Visitor FALSE FALSE 0.004 FALSE TRUE
121 0 0 0 0 6 243.000 0.000 0.033 0 0.0 Feb 2 4 4 1 Returning_Visitor FALSE FALSE 0.000 FALSE TRUE