Predict whether patients are at high or low risk of heart attacks This dataset provides a comprehensive array of features relevant to heart health and lifestyle choices, encompassing patient-specific details such as age, gender, cholesterol levels, blood pressure, heart rate, and indicators like diabetes, family history, smoking habits, obesity, and alcohol consumption. Additionally, lifestyle factors like exercise hours, dietary habits, stress levels, and sedentary hours are included. Medical aspects comprising previous heart problems, medication usage, and triglyceride levels are considered. Socioeconomic aspects such as income and geographical attributes like country, continent, and hemisphere are incorporated. Columns:
Patient ID - Unique identifier for each patient
Age - Age of the patient
Sex - Gender of the patient (Male/Female)
Cholesterol - Cholesterol levels of the patient
Blood Pressure - Blood pressure of the patient (systolic/diastolic)
Heart Rate - Heart rate of the patient
Diabetes - Whether the patient has diabetes (Yes/No)
Family History - Family history of heart-related problems (1: Yes, 0: No)
Smoking - Smoking status of the patient (1: Smoker, 0: Non-smoker)
Obesity - Obesity status of the patient (1: Obese, 0: Not obese)
Alcohol Consumption - Level of alcohol consumption by the patient (None/Light/Moderate/Heavy)
Exercise Hours Per Week - Number of exercise hours per week
Diet - Dietary habits of the patient (Healthy/Average/Unhealthy)
Previous Heart Problems - Previous heart problems of the patient (1: Yes, 0: No)
Medication Use - Medication usage by the patient (1: Yes, 0: No)
Stress Level - Stress level reported by the patient (1-10)
Sedentary Hours Per Day - Hours of sedentary activity per day
Income - Income level of the patient
BMI - Body Mass Index (BMI) of the patient
Triglycerides - Triglyceride levels of the patient
Physical Activity Days Per Week - Days of physical activity per week
Sleep Hours Per Day - Hours of sleep per day
Country - Country of the patient
Continent - Continent where the patient resides
Hemisphere - Hemisphere where the patient resides
Heart Attack Risk (This is the target variable) - Presence of heart attack risk (1: Yes, 0: No)