BackOrganizing Quantitative Data: Stem-and-Leaf Diagrams
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Section 2.3 – Organizing Quantitative Data
Stem-and-Leaf Diagrams
Stem-and-leaf diagrams are a graphical method for displaying quantitative data, particularly useful for small to moderate-sized datasets. They allow us to visualize the distribution of data while preserving the original values.
Definition: A stem-and-leaf diagram separates each data value into two parts: the stem (all but the rightmost digit) and the leaf (the rightmost digit).
Purpose: This method helps in organizing data to observe its shape, detect outliers, and identify clusters or gaps.
Application: Commonly used in exploratory data analysis for small datasets, such as test scores, investment maturities, or growth measurements.
Steps to Construct a Stem-and-Leaf Diagram
Follow these steps to create a stem-and-leaf diagram from a set of quantitative data:
Step 1: Think of each observation as a stem (all but the rightmost digit) and a leaf (the rightmost digit).
Step 2: Write the stems from smallest to largest in a vertical column, and draw a vertical rule to the right of the stems.
Step 3: Write each leaf to the right of the vertical rule in the row that corresponds to its stem.
Step 4: Arrange the leaves in each row in ascending order.
Example: Maturity of Short-Term Investments
Consider the following dataset representing the time to maturity (in days) for 40 short-term investments:
Data Values |
|---|
55, 64, 89, 87, 65, 70, 68, 95, 86, 99, 68, 95, 86, 70, 55, 81, 80, 98, 36, 55, 81, 79, 83, 80, 98, 51, 99, 68, 95, 86, 70, 55, 81, 80, 98, 36, 55, 81, 79, 83 |
To construct the stem-and-leaf diagram:
Stems: The tens digit (e.g., 3 for 36, 5 for 55, 6 for 68, etc.)
Leaves: The units digit (e.g., 6 for 36, 5 for 55, 8 for 68, etc.)
For example, the number 68 would be split into stem 6 and leaf 8.
Sample Stem-and-Leaf Diagram
Stem | Leaves |
|---|---|
3 | 6, 6 |
5 | 1, 5, 5, 5, 5 |
6 | 4, 5, 8, 8, 8, 8 |
7 | 0, 0, 0, 9, 9 |
8 | 0, 0, 1, 1, 3, 6, 7 |
9 | 5, 5, 8, 8, 9, 9 |
Additional info: The above table is inferred from the provided data and may not include all values due to partial visibility in the source material.
Advantages of Stem-and-Leaf Diagrams
Preserves Original Data: Unlike histograms, stem-and-leaf diagrams retain the actual data values.
Quick Visualization: Allows for rapid assessment of data distribution, central tendency, and spread.
Easy to Construct: Particularly suitable for hand calculations and small datasets.
Comparison: Stem-and-Leaf Diagram vs. Histogram
Feature | Stem-and-Leaf Diagram | Histogram |
|---|---|---|
Data Preservation | Retains original values | Shows frequency, not individual values |
Best for | Small datasets | Large datasets |
Construction | Manual, quick | Requires binning |
Key Formula
While stem-and-leaf diagrams do not require a specific formula, they are often used alongside measures of central tendency and spread, such as:
Mean:
Median: The middle value when data are ordered
Range: