CDC Diabetes Health Indicators
The Diabetes Health Indicators Dataset contains healthcare statistics and lifestyle survey information about people in general along with their diagnosis of diabetes. The 35 features consist of some demographics, lab test results, and answers to survey questions for each patient. The target variable for classification is whether a patient has diabetes, is pre-diabetic, or healthy.
Characteristics
Tabular, Multivariate
Subject Area
Health and Medicine
Associated Tasks
Classification
Attribute Type
--
# Instances
253.7k
# Attributes
21
Info
Dataset link: https://www.cdc.gov/brfss/annual_data/annual_2014.html
Introductory Paper
By Nilka Rios Burrows, MPH; Israel Hora, PhD; Linda S. Geiss, MA; Edward W. Gregg, PhD; Ann Albright, PhD. 2017
Published in Morbidity and Mortality Weekly Report
Provided by
University of California, Irvine
Creators
DOI
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Features
Attribute Name | Role | Type | Demographic | Description | Units | Missing Values |
---|---|---|---|---|---|---|
ID | ID | Integer | Patient ID | no | ||
Diabetes_binary | Target | Binary | 0 = no diabetes 1 = prediabetes or diabetes | no | ||
HighBP | Feature | Binary | 0 = no high BP 1 = high BP | no | ||
HighChol | Feature | Binary | 0 = no high cholesterol 1 = high cholesterol | no | ||
CholCheck | Feature | Binary | 0 = no cholesterol check in 5 years 1 = yes cholesterol check in 5 years | no | ||
BMI | Feature | Integer | Body Mass Index | no | ||
Smoker | Feature | Binary | Have you smoked at least 100 cigarettes in your entire life? [Note: 5 packs = 100 cigarettes] 0 = no 1 = yes | no | ||
Stroke | Feature | Binary | (Ever told) you had a stroke. 0 = no 1 = yes | no | ||
HeartDiseaseorAttack | Feature | Binary | coronary heart disease (CHD) or myocardial infarction (MI) 0 = no 1 = yes | no | ||
PhysActivity | Feature | Binary | physical activity in past 30 days - not including job 0 = no 1 = yes | no | ||
Fruits | Feature | Binary | Consume Fruit 1 or more times per day 0 = no 1 = yes | no | ||
Veggies | Feature | Binary | Consume Vegetables 1 or more times per day 0 = no 1 = yes | no | ||
HvyAlcoholConsump | Feature | Binary | 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 | no | ||
AnyHealthcare | Feature | Binary | Have any kind of health care coverage, including health insurance, prepaid plans such as HMO, etc. 0 = no 1 = yes | no | ||
NoDocbcCost | Feature | Binary | 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 | no | ||
GenHlth | Feature | Integer | Would you say that in general your health is: scale 1-5 1 = excellent 2 = very good 3 = good 4 = fair 5 = poor | no | ||
MentHlth | Feature | Integer | 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 | no | ||
PhysHlth | Feature | Integer | 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 | no | ||
DiffWalk | Feature | Binary | Do you have serious difficulty walking or climbing stairs? 0 = no 1 = yes | no | ||
Sex | Feature | Binary | Sex | 0 = female 1 = male | no | |
Age | Feature | Integer | Age | 13-level age category (_AGEG5YR see codebook) 1 = 18-24 9 = 60-64 13 = 80 or older | no | |
Education | Feature | Integer | Education Level | 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) | no | |
Income | Feature | Integer | Income | Income scale (INCOME2 see codebook) scale 1-8 1 = less than $10,000 5 = less than $35,000 8 = $75,000 or more | no |