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The following data represent the age of U.S. presidents on their respective inauguration days (through Barack Obama). $$ \begin{array}{lllllllll} \hline 42 & 47 & 50 & 52 & 54 & 55 & 57 & 61 & 64 \\ \hline 43 & 48 & 51 & 52 & 54 & 56 & 57 & 61 & 65 \\ \hline 46 & 49 & 51 & 54 & 55 & 56 & 57 & 61 & 68 \\ \hline 46 & 49 & 51 & 54 & 55 & 56 & 58 & 62 & 69 \\ \hline 47 & 50 & 51 & 54 & 55 & 57 & 60 & 64 & \\ \hline \end{array} $$ (a) Find the five-number summary. (b) Construct a boxplot. (c) Comment on the shape of the distribution.

Short Answer

Expert verified
Five-number summary: 42, 50, 55, 61, 69. The boxplot is roughly symmetrical.

Step by step solution

01

Title - Organize Data

Combine and arrange the given ages in ascending order: 42, 43, 46, 46, 46, 47, 47, 48, 49, 49, 50, 50, 51, 51, 51, 51, 52, 52, 52, 54, 54, 54, 54, 54, 55, 55, 55, 55, 56, 56, 56, 56, 57, 57, 57, 57, 58, 60, 61, 61, 61, 61, 62, 64, 64, 65, 68, 69.
02

Title - Find Minimum

Identify the smallest value in the data set: 42
03

Title - Find Q1 (First Quartile)

Find the median of the lower half (excluding the overall median):Lower half: 42, 43, 46, 46, 46, 47, 47, 48, 49, 49, 50, 50, 51, 51, 51, 51, 52, 52, 52, 54, 54, 54, 54.First Quartile (Q1) is the median of this set, which is 50.
04

Title - Find Median

Find the overall median of the complete data set:The median is the middle number between the 24th and 25th values in the ordered list, which is 55.
05

Title - Find Q3 (Third Quartile)

Find the median of the upper half (excluding the overall median):Upper half: 55, 55, 55, 56, 56, 56, 56, 57, 57, 57, 57, 58, 60, 61, 61, 61, 61, 62, 64, 64, 65, 68, 69.Third Quartile (Q3) is the median of this set, which is 61.
06

Title - Find Maximum

Identify the largest value in the data set: 69.
07

Title - Construct the Five-Number Summary

Combine all the above results:Minimum: 42Q1: 50Median: 55Q3: 61Maximum: 69
08

Title - Construct a Boxplot

Draw a number line that includes the range of the data. Mark the five-number summary on this number line using a box from Q1 to Q3 with a line at the median and whiskers extending to the minimum and maximum.
09

Title - Comment on the Shape of the Distribution

Based on the boxplot, observe the distribution's symmetry or skewness. The distribution is roughly symmetrical since the box (which contains the middle 50% of the data) and the whiskers are of approximately similar lengths.

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Key Concepts

These are the key concepts you need to understand to accurately answer the question.

Boxplot construction
A boxplot is a graphical representation of a data set that highlights key descriptive statistics. To create a boxplot, follow these steps: First, prepare your data by arranging it in ascending order, making it easier to identify key statistics. Then, identify the five-number summary: Minimum, First Quartile (Q1), Median, Third Quartile (Q3), and Maximum. Draw a number line covering the range of your data. Mark the minimum, Q1, median, Q3, and maximum. Draw a box from Q1 to Q3 and add a line at the median within the box. Finally, extend whiskers from Q1 to the minimum and from Q3 to the maximum. By doing this, you visually summarize the distribution of your data and highlight central tendencies and variability.
Distribution shape analysis
Analyzing the shape of your data distribution helps you understand underlying patterns and trends. When looking at a boxplot, note the symmetry or skewness of the distribution:
* **Symmetry:** If the boxplot is roughly symmetrical, then the median line is centered within the box, and the whiskers are of similar lengths.
* **Skewness:** If the median line is closer to Q1 or Q3, the whiskers are uneven, indicating skewness. A longer whisker on the right points to right skew. Conversely, a longer left whisker shows left skew.
In the provided data, the boxplot demonstrates a roughly symmetrical distribution, as the median is centered within the box, and both whiskers are relatively equal in length. Symmetry suggests a balanced distribution of presidential ages.
Descriptive statistics
Descriptive statistics provide quantitative insights into the characteristics of a data set. Key metrics include the mean, median, mode, range, variance, and standard deviation. For our example of U.S. presidents' ages during inaugurations, the five-number summary (minimum, Q1, median, Q3, maximum) is:
* **Minimum**: 42
* **Q1**: 50
* **Median**: 55
* **Q3**: 61
* **Maximum**: 69
This summary helps identify central values and spread by presenting:
* **Central tendency**: The median (55) is the middle value, providing a central tendency measure.
* **Spread**: The range (69 - 42 = 27) shows how widely the values are dispersed.
* **Interquartile Range (IQR)**: Q3 - Q1 (61 - 50 = 11) measures middle 50% spread, reducing outlier impact.
Using these descriptive statistics, we appreciate data characteristics better, revealing central tendencies and variability.

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Most popular questions from this chapter

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