main files

vsai9594 · Apr 9, 2019 · c8886dd · c8886dd
1 parent 200baae
commit c8886dd
Show file tree

Hide file tree

Showing 9 changed files with 16,996 additions and 0 deletions.
diff --git a/bj_housing.csv b/bj_housing.csv
diff --git a/hi.py b/hi.py
diff --git a/housing.csv b/housing.csv
diff --git a/myfile.py b/myfile.py
@@ -0,0 +1,35 @@
+# -*- coding: utf-8 -*-
+"""
+Created on Tue Mar  5 19:51:58 2019
+
+@author: Vishnu Vardhan Ch
+"""
+
+
+
+
+
+
+import numpy as np
+import matplotlib.pyplot as plt
+import pandas as pd
+
+
+dataset = pd.read_csv('housing.csv')
+X = dataset.iloc[:, :-1].values
+y = dataset.iloc[:, 3].values
+
+from sklearn.model_selection import train_test_split
+X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.1, random_state = 0)
+
+from sklearn.linear_model import LinearRegression
+regressor = LinearRegression()
+regressor.fit(X_train,y_train)
+
+y_pred = regressor.predict(X_test)
+
+import statsmodels.formula.api as sm
+X = np.append(arr=np.ones((489,1)).astype(int),values=X,axis=1)
+X_opt = X[:,[0,1,2,3]]
+regressor_OLS =sm.OLS(endog=y,exog=X_opt).fit()
+regressor_OLS.summary()