Research Article
[Retracted] IoT-Based Hybrid Ensemble Machine Learning Model for Efficient Diabetes Mellitus Prediction
Table 4
Importance of parameters.
| ā | Count | Mean | Std | min | 0.25 | 0.5 | 0.75 | Max |
| Age | 10221 | 32.9026 | 11.09011 | 21.00000 | 24.00000 | 29.50000 | 40.00000 | 66.00000 | Gender | 10221 | 0.50649 | 0.50158 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 | family_history | 10221 | 0.29220 | 0.45626 | 0.00000 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | physical_activity | 10221 | 1.38311 | 0.78547 | 0.00000 | 1.00000 | 2.00000 | 2.00000 | 2.00000 | Regular_intake_of_medicine | 10221 | 0.26623 | 0.44343 | 0.00000 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | No_of_pregnancies | 10221 | 1.88311 | 3.08686 | 0.00000 | 0.00000 | 0.00000 | 3.00000 | 14.00000 | Smoking | 10221 | 0.07792 | 0.26892 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 1.00000 | alcohol_consumption | 10221 | 0.33766 | 0.47445 | 0.00000 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | hour_of_sleep | 10221 | 6.59740 | 0.91836 | 6.00000 | 6.00000 | 6.00000 | 8.00000 | 8.00000 | Stress | 10221 | 0.44805 | 0.57214 | 0.00000 | 0.00000 | 0.00000 | 1.00000 | 2.00000 | Urination_frequency | 10221 | 0.40909 | 0.49327 | 0.00000 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | Junc_food_consumption | 10221 | 0.52597 | 0.50095 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 | Blood_pressure | 10221 | 0.86363 | 0.80900 | 0.00000 | 0.00000 | 1.00000 | 2.00000 | 2.00000 | BMI | 10221 | 32.3701 | 7.40424 | 0.00000 | 28.00000 | 33.00000 | 36.00000 | 67.00000 | Diabetes | 10221 | 0.44155 | 0.49819 | 0.00000 | 0.00000 | 0.00000 | 1.00000 | 1.00000 |
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