Auto MPG.py

#!/usr/bin/env python
# coding: utf-8

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import io
import os
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn


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get_ipython().run_line_magic('cd', '"D:\\Imarticus\\stat\\MPG"')


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mp=pd.read_csv('Auto MPG Reg.csv')


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mp.head()


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mp.tail()


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mp.info()


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mp.isnull().sum()


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mp.horsepower=mp.horsepower.fillna(mp.horsepower.median())


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mp.isnull().sum()


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y=mp.mpg
x=mp[['cylinders','displacement','horsepower','weight','acceleration','modelyear','origin']]


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from sklearn.linear_model import LinearRegression


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reg=LinearRegression()


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reg.fit(x,y)


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reg.score(x,y)


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import joblib


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joblib.dump(reg,'reg_model.sav')


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