Heart Disease Prediction Using Machine Learning

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Heart Disease Prediction Using Machine Learning Heart Disease Prediction Using Machine Learning Data visualization package A machine learning model which will predict whether patient having a heart disease or not. When applied clear nearest neighbour algorithm for this application so let us start. So first step input packages it imported numpy brand as a metal clip packages number, pandas are packages are data science packages and metal of lip is a data visualization packages so in this application when used K nearest neighbor classifier, So I imported then since this is a Google collab environment, So I cannot drive data set from on this environment so with help of this command I have plotted data set this is the data set. Testing I uploaded after that and this data is saved in DF variable. So after that this is a div dot info let's run. So DF without info gave us insights of that data set, like the features in this data set we have 14 features, so and 14
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Many people use this for lose weight

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Dragon fruits
There are many benefits of Dragon fruits based on the evident.
Dragon fruit contain high nutrients,it may help to fight against chronic diseases.
this highly loaded with fiber by which it promotes a healthy gut.
On th another way dragon fruit strengthens your immune system and it boost iron levels.
dragon fruit is tasteless fruit, It contain good source of magnesium

Dragon fruit is a part of cactus family and rich in fiber, vitamin-c and vitamin-B
You can cut in to a part and grill it or grind with weight loss.

 Use for weight lose

This fruit many times used for lose weight because dragon fruit are rich fiber
which not only help satiety. but this fiber also helps to stabilize blood sugar levels which prevent craving. It may present insulin production rate which encourages weight gain.

The sugar in fruit comes with bundles of fiber and vitamins that helps to boost your health.

Side effects of excess eating of dragon fruits

 Constipation and muscles cramps
Due to excessive eating of dietary fiber causes Constipation and muscles cramps etc.
Constipation


Lung cancer and hemorrhagic stroke 
Excess carotene supplements intake and high intake of vitamin E causes hemorrhagic stroke.
Hemorrhagic stroke


Allergic reactions 
Reaction such as swollen lips and tongue etc.
Tongue swollen


Disturb functioning of medication
situation worsen excessive intake in hypoglycemic patients medication.
Medication

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