How to resolve the algorithm Fivenum step by step in the Ruby programming language

Published on 12 May 2024 09:40 PM

How to resolve the algorithm Fivenum step by step in the Ruby programming language

Table of Contents

Problem Statement

Many big data or scientific programs use boxplots to show distributions of data.   In addition, sometimes saving large arrays for boxplots can be impractical and use extreme amounts of RAM.   It can be useful to save large arrays as arrays with five numbers to save memory. For example, the   R   programming language implements Tukey's five-number summary as the fivenum function.

Given an array of numbers, compute the five-number summary.

While these five numbers can be used to draw a boxplot,   statistical packages will typically need extra data. Moreover, while there is a consensus about the "box" of the boxplot,   there are variations among statistical packages for the whiskers.

Let's start with the solution:

Step by Step solution about How to resolve the algorithm Fivenum step by step in the Ruby programming language

The provided Ruby code defines a method fivenum that takes an array of numbers as input and calculates the five-number summary for that array. The five-number summary includes the minimum, first quartile, median, third quartile, and maximum of the array.

Let's go through the code step by step:

  1. The fivenum method starts by sorting the input array in ascending order using the sort method. The sorted array is stored in the sorted_arr variable.

  2. It calculates the size of the sorted array and stores it in the variable n.

  3. It calculates the index of the first quartile, Q1, using the formula:

    n4 = (((n + 3).to_f / 2.to_f) / 2.to_f).floor

    This formula ensures that n4 represents the index that divides the sorted array into four equal parts.

  4. It calculates the following five indices:

    d = Array.[](1, n4, ((n.to_f + 1) / 2).to_i, n + 1 - n4, n)

    These indices represent the positions of the five values in the sorted array that will be used to calculate the five-number summary.

  5. It initializes an empty array called sum_array to store the five values.

  6. It enters a loop that iterates from 0 to 4. During each iteration of the loop:

    • It calculates the floor and ceiling indices for the current position in the d array using the formulas:

      index_floor = (d[e] - 1).floor
      index_ceil  = (d[e] - 1).ceil
    • It calculates the average of the values at the floor and ceil indices and stores it in the sum_array.

  7. Finally, the sum_array containing the five values is returned as the five-number summary.

  8. In the provided test cases, the fivenum method is called with different input arrays, and the resulting five-number summaries are printed using the p method.

Source code in the ruby programming language

def fivenum(array)
  sorted_arr = array.sort
  n = array.size
  n4 = (((n + 3).to_f / 2.to_f) / 2.to_f).floor
  d = Array.[](1, n4, ((n.to_f + 1) / 2).to_i, n + 1 - n4, n)
  sum_array = []
  (0..4).each do |e| # each loops have local scope, for loops don't
    index_floor = (d[e] - 1).floor
    index_ceil  = (d[e] - 1).ceil
    sum_array.push(0.5 * (sorted_arr[index_floor] + sorted_arr[index_ceil]))
  end
  sum_array
end

test_array = [15, 6, 42, 41, 7, 36, 49, 40, 39, 47, 43]
tukey_array = fivenum(test_array)
p tukey_array
test_array = [36, 40, 7, 39, 41, 15]
tukey_array = fivenum(test_array)
p tukey_array
test_array = [0.14082834, 0.09748790, 1.73131507, 0.87636009, -1.95059594,
              0.73438555, -0.03035726, 1.46675970, -0.74621349, -0.72588772,
              0.63905160,  0.61501527, -0.98983780, -1.00447874, -0.62759469,
              0.66206163,  1.04312009, -0.10305385, 0.75775634,  0.32566578]
tukey_array = fivenum(test_array)
p tukey_array


  

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