| \n", " | Age | \n", "gender | \n", "ethnicity | \n", "education_level | \n", "income_level | \n", "employment_status | \n", "smoking_status | \n", "alcohol_consumption_per_week | \n", "physical_activity_minutes_per_week | \n", "diet_score | \n", "... | \n", "hdl_cholesterol | \n", "ldl_cholesterol | \n", "triglycerides | \n", "glucose_fasting | \n", "glucose_postprandial | \n", "insulin_level | \n", "hba1c | \n", "diabetes_risk_score | \n", "diabetes_stage | \n", "diagnosed_diabetes | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "58 | \n", "Male | \n", "Asian | \n", "Highschool | \n", "Lower-Middle | \n", "Employed | \n", "Never | \n", "0.0 | \n", "215 | \n", "5.7 | \n", "... | \n", "41 | \n", "160 | \n", "145 | \n", "136 | \n", "236 | \n", "6.36 | \n", "8.18 | \n", "29.6 | \n", "Type 2 | \n", "1 | \n", "
| 1 | \n", "52 | \n", "Female | \n", "White | \n", "Highschool | \n", "Middle | \n", "Employed | \n", "Former | \n", "1.0 | \n", "143 | \n", "6.7 | \n", "... | \n", "55 | \n", "50 | \n", "30 | \n", "93 | \n", "150 | \n", "2.00 | \n", "5.63 | \n", "23.0 | \n", "No Diabetes | \n", "0 | \n", "
| 2 | \n", "60 | \n", "Male | \n", "Hispanic | \n", "Highschool | \n", "Middle | \n", "Unemployed | \n", "Never | \n", "1.0 | \n", "57 | \n", "6.4 | \n", "... | \n", "66 | \n", "99 | \n", "36 | \n", "118 | \n", "195 | \n", "5.07 | \n", "7.51 | \n", "44.7 | \n", "Type 2 | \n", "1 | \n", "
| 3 | \n", "74 | \n", "Female | \n", "Black | \n", "Highschool | \n", "Low | \n", "Retired | \n", "Never | \n", "0.0 | \n", "49 | \n", "3.4 | \n", "... | \n", "50 | \n", "79 | \n", "140 | \n", "139 | \n", "253 | \n", "5.28 | \n", "9.03 | \n", "38.2 | \n", "Type 2 | \n", "1 | \n", "
| 4 | \n", "46 | \n", "Male | \n", "White | \n", "Graduate | \n", "Middle | \n", "Retired | \n", "Never | \n", "1.0 | \n", "109 | \n", "7.2 | \n", "... | \n", "52 | \n", "125 | \n", "160 | \n", "137 | \n", "184 | \n", "12.74 | \n", "7.20 | \n", "23.5 | \n", "Type 2 | \n", "1 | \n", "
5 rows × 31 columns
\n", "| \n", " | Age | \n", "gender | \n", "ethnicity | \n", "education_level | \n", "income_level | \n", "employment_status | \n", "smoking_status | \n", "alcohol_consumption_per_week | \n", "physical_activity_minutes_per_week | \n", "diet_score | \n", "... | \n", "hdl_cholesterol | \n", "ldl_cholesterol | \n", "triglycerides | \n", "glucose_fasting | \n", "glucose_postprandial | \n", "insulin_level | \n", "hba1c | \n", "diabetes_risk_score | \n", "diabetes_stage | \n", "diagnosed_diabetes | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "58 | \n", "1 | \n", "0 | \n", "1 | \n", "2 | \n", "0 | \n", "2 | \n", "0.0 | \n", "215.0 | \n", "5.7 | \n", "... | \n", "41 | \n", "160 | \n", "145 | \n", "136 | \n", "236 | \n", "6.36 | \n", "8.18 | \n", "29.6 | \n", "4 | \n", "1 | \n", "
| 1 | \n", "52 | \n", "0 | \n", "4 | \n", "1 | \n", "3 | \n", "0 | \n", "1 | \n", "1.0 | \n", "143.0 | \n", "6.7 | \n", "... | \n", "55 | \n", "50 | \n", "30 | \n", "93 | \n", "150 | \n", "2.00 | \n", "5.63 | \n", "23.0 | \n", "1 | \n", "0 | \n", "
| 2 | \n", "60 | \n", "1 | \n", "2 | \n", "1 | \n", "3 | \n", "3 | \n", "2 | \n", "1.0 | \n", "57.0 | \n", "6.4 | \n", "... | \n", "66 | \n", "99 | \n", "36 | \n", "118 | \n", "195 | \n", "5.07 | \n", "7.51 | \n", "44.7 | \n", "4 | \n", "1 | \n", "
| 3 | \n", "74 | \n", "0 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "2 | \n", "0.0 | \n", "49.0 | \n", "3.4 | \n", "... | \n", "50 | \n", "79 | \n", "140 | \n", "139 | \n", "244 | \n", "5.28 | \n", "8.72 | \n", "38.2 | \n", "4 | \n", "1 | \n", "
| 4 | \n", "46 | \n", "1 | \n", "4 | \n", "0 | \n", "3 | \n", "1 | \n", "2 | \n", "1.0 | \n", "109.0 | \n", "7.2 | \n", "... | \n", "52 | \n", "125 | \n", "160 | \n", "137 | \n", "184 | \n", "12.74 | \n", "7.20 | \n", "23.5 | \n", "4 | \n", "1 | \n", "
5 rows × 31 columns
\n", "| \n", " | Model | \n", "MAE | \n", "RMSE | \n", "R² | \n", "
|---|---|---|---|---|
| 0 | \n", "Baseline Linear Regression | \n", "0.0832 | \n", "0.1366 | \n", "0.9221 | \n", "
| 1 | \n", "Improved Linear Regression | \n", "0.0770 | \n", "0.1260 | \n", "0.9337 | \n", "
| 2 | \n", "Random Forest | \n", "0.0006 | \n", "0.0174 | \n", "0.9987 | \n", "
| 3 | \n", "Gradient Boosting | \n", "0.0008 | \n", "0.0166 | \n", "0.9988 | \n", "