Project Demo

Privacy and Ethical Concerns: Please be assured that your privacy is of utmost importance to us. The machine learning model used for predictions is downloaded and executed locally on your device, ensuring that none of your personal information or form data is sent over the internet or stored on any external servers. Your data remains secure and confidential within your own device, and no one other than yourself has access to it. Additionally, we are committed to upholding ethical standards in our use of machine learning technologies. If you have any questions or concerns about privacy or ethical considerations, please feel free to reach out to us.

Disclaimer: This prediction tool is provided for educational purposes only and should not be considered as professional medical advice. The predictions generated by this tool are based on machine learning algorithms trained on historical data and may not be accurate in all cases. The balanced accuracy of the model is 77%, indicating that while the model performs reasonably well overall, it may not be perfect and should be used with caution. It is important to consult with a qualified healthcare professional for personalized medical advice and treatment. By using this tool, you acknowledge that the predictions provided are for informational purposes only and should not be relied upon as a substitute for professional medical advice.

Indicates if the person has been told by a health professional that they have High Blood Pressure.

HighBP

Please indicate if you have high blood pressure.

Indicates if the person has been told by a health professional that they have High Blood Cholesterol.

HighChol

Please indicate if you have high cholesterol.

Cholesterol Check, if the person has their cholesterol levels checked within the last 5 years.

CholCheck

Please indicate if you had a cholesterol check in the last 5 years.

Body Mass Index, calculated by dividing the person's weight (in kilogram) by the square of their height (in meters).

BMI

Please provide your Body Mass Index.

Indicates if the person has smoked at least 100 cigarettes.

Smoker

Please indicate if you are a smoker.

Indicates if the person has a history of stroke.

Stroke

Please indicate if you have a history of stroke.

Indicates if the person has a history of diabetes, or currently in pre-diabetes, or suffers from either type of diabetes.

Diabetes

Please indicate if you have diabetes.

Indicates if the person has some form of physical activity in their day-to-day routine.

PhysActivity

Please indicate if you have physical activity in your routine.

Indicates if the person consumes 1 or more fruit(s) daily.

Fruits

Please indicate if you consume fruits daily.

Indicates if the person consumes 1 or more vegetable(s) daily.

Veggies

Please indicate if you consume vegetables daily.

Indicates if the person has more than 14 drinks per week.

HvyAlcoholConsump

Please indicate if you have heavy alcohol consumption.

Indicates if the person has any form of health insurance.

AnyHealthcare

Please indicate if you have any form of health insurance.

Indicates if the person wanted to visit a doctor within the past 1 year but couldn't, due to cost.

NoDocbcCost

Please indicate if you couldn't visit a doctor due to cost in the past year.

Indicates the person's response to how well is their general health, ranging from 1 (excellent) to 5 (poor).

GenHlth

Please indicate your general health.

Indicates the number of days, within the past 30 days that the person had bad mental health.

MentHlth

Please provide the number of days you had bad mental health in the past 30 days.

Indicates the number of days, within the past 30 days that the person had bad physical health.

PhysHlth

Please provide the number of days you had bad physical health in the past 30 days.

Indicates if the person has difficulty while walking or climbing stairs.

DiffWalk

Please indicate if you have difficulty walking or climbing stairs.

Indicates the gender of the person, where 0 is female and 1 is male.

Sex

Please indicate your gender.

Indicates the age class of the person, where 1 is 18 years to 24 years up till 13 which is 80 years or older, each interval between has a 5-year increment.

Age

Please indicate your age group.

Indicates the highest year of school completed, with 0 being never attended or kindergarten only and 6 being, having attended 4 years of college or more.

Education

Please indicate your highest year of school completed.

Indicates the total household income, ranging from 1 (at least $10,000) to 6 ($75,000+).

Income

Please indicate your total household income.

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Demo: Predicting Heart Disease with Machine Learning

Project report

GitHub Repo