find out the numeric values and categorical values

find statistics of numerical variables

convert the type of the categorical varibles using labelencoder

check missing values of categorical variables and fill them.

check the missing values in the nummeric variables and fill with mean and median.

Feature Engineering

import librariesto train test split the data

create the object to predict the model

by using object we can predict the features

test accuracy using accuracy metrics for leniar regression

check confusion matrix for KNN