Dry run \(\alpha\)
Write a list containing the information of the Porphyrian Tree. Then select the insensitive part of the tree.
![](data:image/png;base64,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)
Dry run \(\beta\)
Write a function that, given a matrix \(A\) and an integer \(n \geq 0\), computes the product of the eigenvalues of the power \(A^n\).
Dry run \(\gamma\)
- Read the CSV file rank.csv into a data frame with function
read.csv()
- select the rows with rating above the 3rd quartile (75% quantile) and put the result in a new data frame called top (use
quantile()
function)
- select the rows with rating below the 1st quartile (25% quantile) and put the result in a new data frame called bottom (use
quantile()
function)
- build a nested data frame with the top and bottom data frames created above an take a look at its structure with function
str()
- retrieve the teams of the top data frame from the nested data frame