Open In Colab

Getting Started With Python an Assignment

Taxes

U.S. uses a progressive tax system. Using the 2023 data provided below, write a function that will compute the total tax properly.

![image.png](data:image/png;base64,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)

Lists

Perhaps the greatest strength of python is iterating over lists. Use the difference formula of calculus to show that the derivative of \(\ln x\) at 1 is 1.

In other words show that as \(h\) gets smaller and smaller \(\frac{\ln(1+h)-\ln(1)}h\) approaches 1. Mathematically we write this as $\( \lim_{h\to 0} \frac{\ln(1+h)-\ln(1)}h = 1 \)$

Use the list provided below.

Extra challenge: Use the sympy package to compute the limit and derivative.

h = [1,0.1,0.001,0.002,0.0001,0.0000000001]

Truth of Summation

Verify the following summation formula using python for all \(n\) where \(n\in\mathbb{Z}\) and \(n\leq 1000\).

\[ \sum_{i = 0}^n i^3 = \left(\frac{n(n+1)}{2}\right)^2 \]

Extra challenge: Reduce the output to a single true or false. Do not attempt until original has been verified with a clean code.