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result.txt
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155 lines (152 loc) · 6.65 KB
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Accuracy: 0.8761061946902655
precision recall f1-score support
1.0 0.91 0.98 0.95 62
2.0 0.90 0.67 0.77 27
3.0 0.77 0.83 0.80 24
accuracy 0.88 113
macro avg 0.86 0.83 0.84 113
weighted avg 0.88 0.88 0.87 113
Feature importances: [0.02078693 0.09368939 0.00226772 0.03283437 0. 0.26064364
0.04687845 0.42519851 0.03063992 0.08706106]
|--- BMI Category <= 1.50
| |--- Physical Activity Level <= 65.00
| | |--- Age <= 42.50
| | | |--- Stress Level <= 6.50
| | | | |--- class: 1.0
| | | |--- Stress Level > 6.50
| | | | |--- Gender <= 1.50
| | | | | |--- Sleep Duration <= 6.55
| | | | | | |--- class: 3.0
| | | | | |--- Sleep Duration > 6.55
| | | | | | |--- class: 2.0
| | | | |--- Gender > 1.50
| | | | | |--- class: 2.0
| | |--- Age > 42.50
| | | |--- Physical Activity Level <= 50.00
| | | | |--- Age <= 44.50
| | | | | |--- Sleep Duration <= 6.45
| | | | | | |--- Sleep Duration <= 6.35
| | | | | | | |--- class: 3.0
| | | | | | |--- Sleep Duration > 6.35
| | | | | | | |--- Age <= 43.50
| | | | | | | | |--- class: 3.0
| | | | | | | |--- Age > 43.50
| | | | | | | | |--- class: 3.0
| | | | | |--- Sleep Duration > 6.45
| | | | | | |--- class: 3.0
| | | | |--- Age > 44.50
| | | | | |--- Stress Level <= 5.00
| | | | | | |--- Sleep Duration <= 6.55
| | | | | | | |--- class: 3.0
| | | | | | |--- Sleep Duration > 6.55
| | | | | | | |--- class: 3.0
| | | | | |--- Stress Level > 5.00
| | | | | | |--- class: 3.0
| | | |--- Physical Activity Level > 50.00
| | | | |--- class: 1.0
| |--- Physical Activity Level > 65.00
| | |--- Age <= 45.50
| | | |--- class: 1.0
| | |--- Age > 45.50
| | | |--- Sleep Duration <= 6.15
| | | | |--- Sleep Duration <= 6.05
| | | | | |--- Age <= 49.50
| | | | | | |--- class: 2.0
| | | | | |--- Age > 49.50
| | | | | | |--- Age <= 50.50
| | | | | | | |--- class: 2.0
| | | | | | |--- Age > 50.50
| | | | | | | |--- class: 2.0
| | | | |--- Sleep Duration > 6.05
| | | | | |--- class: 2.0
| | | |--- Sleep Duration > 6.15
| | | | |--- Sleep Duration <= 8.15
| | | | | |--- Daily Steps <= 6000.00
| | | | | | |--- class: 2.0
| | | | | |--- Daily Steps > 6000.00
| | | | | | |--- Age <= 57.50
| | | | | | | |--- Daily Steps <= 8500.00
| | | | | | | | |--- class: 1.0
| | | | | | | |--- Daily Steps > 8500.00
| | | | | | | | |--- class: 2.0
| | | | | | |--- Age > 57.50
| | | | | | | |--- Age <= 58.50
| | | | | | | | |--- class: 2.0
| | | | | | | |--- Age > 58.50
| | | | | | | | |--- Sleep Duration <= 8.05
| | | | | | | | | |--- class: 2.0
| | | | | | | | |--- Sleep Duration > 8.05
| | | | | | | | | |--- class: 2.0
| | | | |--- Sleep Duration > 8.15
| | | | | |--- class: 2.0
|--- BMI Category > 1.50
| |--- Daily Steps <= 4550.00
| | |--- Heart Rate <= 84.00
| | | |--- class: 3.0
| | |--- Heart Rate > 84.00
| | | |--- class: 2.0
| |--- Daily Steps > 4550.00
| | |--- Age <= 38.50
| | | |--- Sleep Duration <= 6.05
| | | | |--- Age <= 32.50
| | | | | |--- class: 1.0
| | | | |--- Age > 32.50
| | | | | |--- class: 1.0
| | | |--- Sleep Duration > 6.05
| | | | |--- Occupation <= 8.00
| | | | | |--- Occupation <= 4.50
| | | | | | |--- Gender <= 1.50
| | | | | | | |--- Sleep Duration <= 7.65
| | | | | | | | |--- class: 1.0
| | | | | | | |--- Sleep Duration > 7.65
| | | | | | | | |--- Age <= 30.50
| | | | | | | | | |--- class: 1.0
| | | | | | | | |--- Age > 30.50
| | | | | | | | | |--- Sleep Duration <= 7.75
| | | | | | | | | | |--- Age <= 31.50
| | | | | | | | | | | |--- class: 1.0
| | | | | | | | | | |--- Age > 31.50
| | | | | | | | | | | |--- class: 1.0
| | | | | | | | | |--- Sleep Duration > 7.75
| | | | | | | | | | |--- class: 1.0
| | | | | | |--- Gender > 1.50
| | | | | | | |--- Sleep Duration <= 7.15
| | | | | | | | |--- class: 1.0
| | | | | | | |--- Sleep Duration > 7.15
| | | | | | | | |--- class: 1.0
| | | | | |--- Occupation > 4.50
| | | | | | |--- class: 1.0
| | | | |--- Occupation > 8.00
| | | | | |--- Sleep Duration <= 7.20
| | | | | | |--- class: 1.0
| | | | | |--- Sleep Duration > 7.20
| | | | | | |--- class: 1.0
| | |--- Age > 38.50
| | | |--- Sleep Duration <= 8.35
| | | | |--- Sleep Duration <= 8.25
| | | | | |--- Sleep Duration <= 7.65
| | | | | | |--- Physical Activity Level <= 80.00
| | | | | | | |--- Stress Level <= 5.50
| | | | | | | | |--- class: 1.0
| | | | | | | |--- Stress Level > 5.50
| | | | | | | | |--- class: 1.0
| | | | | | |--- Physical Activity Level > 80.00
| | | | | | | |--- class: 1.0
| | | | | |--- Sleep Duration > 7.65
| | | | | | |--- Occupation <= 6.50
| | | | | | | |--- Sleep Duration <= 7.75
| | | | | | | | |--- class: 1.0
| | | | | | | |--- Sleep Duration > 7.75
| | | | | | | | |--- Gender <= 1.50
| | | | | | | | | |--- class: 1.0
| | | | | | | | |--- Gender > 1.50
| | | | | | | | | |--- class: 1.0
| | | | | | |--- Occupation > 6.50
| | | | | | | |--- class: 1.0
| | | | |--- Sleep Duration > 8.25
| | | | | |--- Age <= 51.50
| | | | | | |--- class: 1.0
| | | | | |--- Age > 51.50
| | | | | | |--- class: 1.0
| | | |--- Sleep Duration > 8.35
| | | | |--- class: 1.0