Upload 1393_249_949.py

1393_249_949.py

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+# -*- coding: utf-8 -*-
+"""1393_249_949
+
+Automatically generated by Colab.
+
+Original file is located at
+    https://colab.research.google.com/drive/19eXVaZsLkgkAqrqeqYsa8DL1KAXlE7I3
+"""
+
+import pandas as pd
+import numpy as np
+from sklearn.linear_model import LinearRegression
+from sklearn.model_selection import train_test_split
+
+data = pd.read_csv('/content/calories_burned_data.csv')
+
+data.head(3)
+
+data = pd.get_dummies(data, columns=["Gender"], drop_first = True)
+
+y = data[["Calories Burned"]]
+x = data.drop("Calories Burned", axis=1)
+
+x_train, x_test, y_train, y_test = train_test_split(x, y, train_size=0.70, random_state=22)
+
+lm = LinearRegression()
+model = lm.fit(x_train, y_train)
+model.score(x_test, y_test)
+
+data.head(3)
+
+model.predict([[18,182,65,20.1,60,9.5,3.00,140,True]])