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Data Science Study Support Material (SSM) Chapter 09 – Advanced Data Science Applications and Revision Notes

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This document covers Chapter 09 of the Data Science Study Support Material (SSM). It focuses on advanced data science applications, including integration of analytical techniques and interpretation of complex datasets. It is intended to support higher-level understanding and exam preparation by reinforcing advanced concepts and applied methodologies.

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Institution
Principles Of Data Science
Course
Principles of Data Science

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Principles of Data Science




11/5/24 For more free, peer-reviewed, openly licensed resources visit OpenStax.org. 1

, Principles of Data Science



Chapter 9
Visualizing Data

Critical Thinking
[9.1, LO 9.1.1]
1.
a. For the following five-number summary of a dataset of textbook cost per student per
semester, create a horizontal boxplot.
Minimum=$ 83 First Quartile=$ 255 Median=$ 481Third Quartile=$ 604 Maximum=$ 793
b. Analyze the boxplot and comment on variability, symmetry, and skewness.

Solution a:
Python code:
# import matplotlib

import matplotlib.pyplot as plt
import numpy as np

# Given values for the five-number summary
minimum = 83
q1 = 255
median = 481
q3 = 604
maximum = 793

# Create a boxplot using the given values
plt.boxplot([[minimum, q1, median, q3, maximum]], vert=False,
widths=0.1)

# Add labels and title
plt.xlabel('Textbook Cost ($)')
plt.title('Boxplot Showing Textbook Cost per Student per
Semester')

# Show the plot
plt.show()




11/5/24 For more free, peer-reviewed, openly licensed resources visit OpenStax.org. 2

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Institution
Principles of Data Science
Course
Principles of Data Science

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