A healthy heart will give you the courage to face and overcome any challenge in life.
Introduction:
The heart is a muscular organ in most animals, which pumps blood through the blood vessels of the circulatory system. The pumped blood carries oxygen and nutrients to the body, while carrying metabolic waste such as carbon dioxide to the lungs. In humans, the heart is approximately the size of a closed fist and is located between the lungs, in the middle compartment of the chest.
Heart failure is a chronic, progressive condition in which the heart muscle is unable to pump enough blood to meet the body's needs for blood and oxygen. Most heart failure diseases can be prevented by addressing behavioral risk factors such as tobacco use, unhealthy diet and obesity, physical inactivity and harmful use of alcohol using population-wide strategies.
Mission Of Project
In the project we predicting heart disease status based on the clinical data of patients .we can taken dataset from Kaggle site in dataset there are thirteen important clinical features such as age, .used. We used different machine learning model to predicting the patient status and compare which model gives more accurate result.
Also, we analyze awareness of heart failure disease in people. We collect the data from Google questionnaire form.
Left-sided heart failure. Left-sided heart failure is the most common type of heart failure.
Right-sided heart failure. The right heart ventricle is responsible for pumping blood to your lungs to collect oxygen.
Diastolic heart failure.
Systolic heart failure.
Shortness of breath with activity or when lying down
Fatigue and weakness
Rapid or irregular heartbeat &Reduced ability to exercise
Persistent cough or wheezing with white or pink blood-tinged mucus
Very rapid weight gain from fluid buildup
Chest pain if heart failure is caused by a heart attack
Allergic reactions
Any illness that affects the whole body
Blood clots in the lungs
Severe infections
Use of certain medications
Viruses that attack the heart muscle
Not smoking
Controlling certain conditions, such as high blood pressure and diabetes
Staying physically active
Eating healthy foods
Maintaining a healthy weight
Reducing and managing stress
Discussion with group members about the project selection
Discussion about the selected project and planning about its implementation
We would collect the data from online source (Kaggle) and also we analyse awareness about heart failure disease in people.
Prepared Overall Idea about the project and add points with help of members and guidance by sir
Collect ,Analyse, and Evaluate Data
High blood pressure: Your heart works harder than it has to if your blood pressure is high.
Coronary artery disease: Narrowed arteries may limit your heart's supply of oxygen-rich blood, resulting in weakened heart muscle.
Heart attack: A heart attack is a form of coronary disease that occurs suddenly. Damage to your heart muscle from a heart attack may mean your heart can no longer pump as well as it should.
Diabetes: Having diabetes increases your risk of high blood pressure and coronary artery disease.
Congenital heart defects: Some people who develop heart failure were born with structural heart defects.
Viruses: A viral infection may have damaged your heart muscle.
Alcohol use: Drinking too much alcohol can weaken heart muscle and lead to heart failure.
Tobacco use: Using tobacco can increase your risk of heart failure.
Obesity: People who are obese have a higher risk of developing heart failure.
Irregular heartbeats: These abnormal rhythms, especially if they are very frequent and fast, can weaken the heart muscle and cause heart failure.