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The Statistics and Calculus with Python Workshop

You're reading from   The Statistics and Calculus with Python Workshop A comprehensive introduction to mathematics in Python for artificial intelligence applications

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Product type Paperback
Published in Aug 2020
Publisher Packt
ISBN-13 9781800209763
Length 740 pages
Edition 1st Edition
Languages
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Authors (6):
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Ajinkya Sudhir Kolhe Ajinkya Sudhir Kolhe
Author Profile Icon Ajinkya Sudhir Kolhe
Ajinkya Sudhir Kolhe
Quan Nguyen Quan Nguyen
Author Profile Icon Quan Nguyen
Quan Nguyen
Marios Tsatsos Marios Tsatsos
Author Profile Icon Marios Tsatsos
Marios Tsatsos
Alexander Joseph Sarver Alexander Joseph Sarver
Author Profile Icon Alexander Joseph Sarver
Alexander Joseph Sarver
Peter Farrell Peter Farrell
Author Profile Icon Peter Farrell
Peter Farrell
Alvaro Fuentes Alvaro Fuentes
Author Profile Icon Alvaro Fuentes
Alvaro Fuentes
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Table of Contents (14) Chapters Close

Preface
1. Fundamentals of Python 2. Python's Main Tools for Statistics FREE CHAPTER 3. Python's Statistical Toolbox 4. Functions and Algebra with Python 5. More Mathematics with Python 6. Matrices and Markov Chains with Python 7. Doing Basic Statistics with Python 8. Foundational Probability Concepts and Their Applications 9. Intermediate Statistics with Python 10. Foundational Calculus with Python 11. More Calculus with Python 12. Intermediate Calculus with Python Appendix

4. Functions and Algebra with Python

Activity 4.01: Multi-Variable Break-Even Analysis

Solution:

  1. Let x be the number of burgers that the restaurant produces each month and y be the price of each burger. Then, the monthly revenue will be xy, the cost will be 6.56x + 1312.13, and finally, the total profit will be the difference between the two: xy - 6.56x - 1312.13.
  2. To break even, the number of burgers produced, x, must be equal to the demand, which gives us the equation: x = 4000/y. Furthermore, the total profit should be zero, which leads to xy - 6.56x = 1312.13.

    Overall, we have the following system of equations:

    Figure 4.48: System of equations

  3. From the first equation, we can solve for x = 409.73628. Plugging this into the second equation, we can solve for y = 9.76237691.

    To solve this system in Python, we first declare our variables and constants:

    COST_PER_BURGER = 6.56
    FIXED_COST = 1312.13
    AVG_TOWN_BUDGET = 4000
    x = Symbol('x')  # number of burgers to be...
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