csv') # In[3]: # getting the necessary columns for the prediction of calories. df = df[['total_fat', 'sat_fat', 'cholesterol', 'sodium','calories']] # In[4]: df.head() # display few rows. # In[5]: # Get X and Y as ndarray using .values X = df[['total_fat', 'sat_fat', 'cholesterol', 'sodium']].values Y = df[['calories']].values # In[6]: # Adding the constant X = sm.add_constant(X) # In[7]: # Create and fit OLS model on X and Y sm_model = sm.OLS(Y,X) model = sm_model.fit() # In[8]: # print the desired output. print(model.mse_total.round(2)) print(model.rsquared.round(2)) print(model.params.round(2)) print(model.pvalues.round(2))

Computer Networking: A Top-Down Approach (7th Edition)
7th Edition
ISBN:9780133594140
Author:James Kurose, Keith Ross
Publisher:James Kurose, Keith Ross
Chapter1: Computer Networks And The Internet
Section: Chapter Questions
Problem R1RQ: What is the difference between a host and an end system? List several different types of end...
icon
Related questions
Question
importing the necessary library import pandas as pd import statsmodels.api as sm # In[2]: # Read the dataset df = pd.read_csv('fastfood.csv') # In[3]: # getting the necessary columns for the prediction of calories. df = df[['total_fat', 'sat_fat', 'cholesterol', 'sodium','calories']] # In[4]: df.head() # display few rows. # In[5]: # Get X and Y as ndarray using .values X = df[['total_fat', 'sat_fat', 'cholesterol', 'sodium']].values Y = df[['calories']].values # In[6]: # Adding the constant X = sm.add_constant(X) # In[7]: # Create and fit OLS model on X and Y sm_model = sm.OLS(Y,X) model = sm_model.fit() # In[8]: # print the desired output. print(model.mse_total.round(2)) print(model.rsquared.round(2)) print(model.params.round(2)) print(model.pvalues.round(2))
 
Expert Solution
steps

Step by step

Solved in 3 steps with 2 images

Blurred answer
Recommended textbooks for you
Computer Networking: A Top-Down Approach (7th Edi…
Computer Networking: A Top-Down Approach (7th Edi…
Computer Engineering
ISBN:
9780133594140
Author:
James Kurose, Keith Ross
Publisher:
PEARSON
Computer Organization and Design MIPS Edition, Fi…
Computer Organization and Design MIPS Edition, Fi…
Computer Engineering
ISBN:
9780124077263
Author:
David A. Patterson, John L. Hennessy
Publisher:
Elsevier Science
Network+ Guide to Networks (MindTap Course List)
Network+ Guide to Networks (MindTap Course List)
Computer Engineering
ISBN:
9781337569330
Author:
Jill West, Tamara Dean, Jean Andrews
Publisher:
Cengage Learning
Concepts of Database Management
Concepts of Database Management
Computer Engineering
ISBN:
9781337093422
Author:
Joy L. Starks, Philip J. Pratt, Mary Z. Last
Publisher:
Cengage Learning
Prelude to Programming
Prelude to Programming
Computer Engineering
ISBN:
9780133750423
Author:
VENIT, Stewart
Publisher:
Pearson Education
Sc Business Data Communications and Networking, T…
Sc Business Data Communications and Networking, T…
Computer Engineering
ISBN:
9781119368830
Author:
FITZGERALD
Publisher:
WILEY