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

Technical aspects of intra-uterine contraceptive device (IUCD)

 INTRA-UTERINE CONTRACEPTIVE DEVICE

The copper bearing intra-uterine contraceptive device called as IUCD, is small, flexible plastic frame containing coiled copper. It is inserted in uterus by a trained service provider after proper screening.

Two types of IUCD available:-


IUCD 380 A

 

 





1. IUCD 380A , effective up to 10 years

IUCD 375







                                                            2. IUCD 375, effective up to 5 years

Benefits
1. Long term, highly reversible protection against pregnancy.
2. Safe for use in breastfeeding women
3. No drug interaction
4. may help protect against endometrial and cervical cancer.

Side effects
1. Menstrual changes
2. Discomfort or cramps during menstrual bleeding
3. Backeche, during and after insertion of IUCD.




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