Determine the likelihood that an individual has diabetes based on a range of risk factors.
Dataset: https://www.kaggle.com/datasets/alexteboul/diabetes-health-indicators-dataset
| Column | Description |
|---|---|
| Diabetes_012 | 0 = no diabetes 1 = prediabetes 2 = diabetes |
| HighBP | 0 = no high BP 1 = high BP |
| HighChol | 0 = no high cholesterol 1 = high cholesterol |
| CholCheck | 0 = no cholesterol check in 5 years 1 = yes cholesterol check in 5 years |
| BMI | Body Mass Index |
| Smoker | Have you smoked at least 100 cigarettes in your entire life? (Note: 5 packs = 100 cigarettes) 0 = no 1 = yes |
| Stroke | (Ever told) you had a stroke. 0 = no 1 = yes |
| HeartDiseaseOrAttack | coronary heart disease (CHD) or myocardial infarction (MI) 0 = no 1 = yes |
| PhysActivity | physical activity in past 30 days - not including job 0 = no 1 = yes |
| Fruits | Consume Fruit 1 or more times per day 0 = no 1 = yes |
| Veggies | Consume Vegetables 1 or more times per day 0 = no 1 = yes |
| HvyAlcoholConsump | Heavy drinkers (adult men having more than 14 drinks per week and adult women having more than 7 drinks per week) 0 = no 1 = yes |
| AnyHealthcare | Have any kind of health care coverage, including health insurance, prepaid plans such as HMO, etc. 0 = no 1 = yes |
| NoDocbcCost | Was there a time in the past 12 months when you needed to see a doctor but could not because of cost? 0 = no 1 = yes |
| GenHlth | Would you say that in general your health is |
| MentHlth | Now thinking about your mental health, which includes stress, depression, and problems with emotions, for how many days during the past 30 days was your mental health not good? scale 1-30 days |
| PhysHlth | Now thinking about your physical health, which includes physical illness and injury, for how many days during the past 30 days was your physical health not good? scale 1-30 days |
| DiffWalk | Do you have serious difficulty walking or climbing stairs? 0 = no 1 = yes |
| Sex | 0 = female 1 = male |
| Age | 13-level age category (_AGEG5YR see codebook) 1 = 18-24 9 = 60-64 13 = 80 or older |
| Education | Education level (EDUCA see codebook) scale 1-6 1 = Never attended school or only kindergarten 2 = Grades 1 through 8 (Elementary) 3 = Grades 9 through 11 (Some high school) 4 = Grade 12 or GED (High school graduate) 5 = College 1 year to 3 years (Some college or technical school) 6 = College 4 years or more (College graduate) |
| Income | Income scale (INCOME2 see codebook) scale 1-8 1 = less than $10,000 5 = less than $35,000 8 = $75,000 or more |