Organizing and Displaying Data
Organizing and Displaying Data
Overview
Frequency Distributions
- Ungrouped
- Grouped (Class intervals)
Graphs
- Frequency Histograms
- Frequency Polygons
- Bar Graphs
Excel Exercise to create a histogram (Horvath p. 53-70)
Frequency Distribution
- Definition: A frequency distribution lists all possible data values or types and the frequency of occurrence of each.
- Purpose: Organize and describe data in table form.
- Can be used to construct a frequency histogram to visualize data patterns.
Types of Frequency Distributions
A) Ungrouped Distribution
Characteristics:
- Lists frequency of all possible data values in the dataset.
- Can be qualitative (nominal/ordinal) or quantitative (small sets of values).
Examples:
- Categorical: Blood Types, Majors, Teams
- Quantitative: Number of kids in a household, Towns lived in.
B) Grouped Distribution (Class Intervals)
When to Use:
- When the dataset contains too many possible values to list individually.
- Data is ranged across intervals for organization.
Examples:
- Annual salary, Reaction times, Weight, Commuting time.
- Can include continuous values or discrete (e.g., age).
Creating Ungrouped Frequency Distribution
Example Data: Chin-up scores: 7, 15, 14, 9, 8, 13, 12, 15, 8, 12, 9, 9, 10, 13, 11, 10, 12
Frequency Table:
Score (X) Tally Frequency 15 II 2 14 I 1 13 II 2 12 III 3 11 I 1 10 II 2 9 III 3 8 II 2 7 I 1
Cumulative Frequency Distribution Example
| Score | Tally | Frequency | Cumulative Frequency |
|---|---|---|---|
| 15 | II | 2 | 17 |
| 14 | I | 1 | 15 |
| 13 | II | 2 | 14 |
| 12 | III | 3 | 12 |
| 11 | I | 1 | 9 |
| 10 | II | 2 | 6 |
| 9 | III | 3 | 3 |
| 8 | II | 2 | 1 |
| 7 | I | 1 | 1 |
Grouped Frequency Distribution
Steps to Construct:
- Count the Scores: Total N = 17.
- Identify Highest and Lowest Scores: (MAX = 15, MIN = 7) gives a range = 8.
- Identify Smallest Unit of Measurement: Smallest = 1.
- Decide Number of Class Intervals (e.g., 5).
- Determine Class Interval Width ($i$): Use formula for width, e.g., .
- Rounding/Adjusting Width (to make a prettier class interval).
- List Out Class Intervals: e.g., 6-7, 8-9, 10-11…
Example Class Interval Frequency Table:
| Class Interval | Frequency (f) | |
|---|---|---|
| 14-15 | 3 | |
| 12-13 | 5 | |
| 10-11 | 3 | |
| 8-9 | 5 | |
| 6-7 | 1 |
Types of Distributions
Ungrouped Distributions
- Used for nominal/ordinal values or when items are few (< 15).
Grouped Distributions
- Used for continuous values (e.g., weight, height) or when there are too many values.
- Class intervals are calculated to effectively group data.
Graphs and Histograms
Bar Graphs
- Used for grouped data.
- Categories on the x-axis with spaces in between bars.
Histograms
- Used for ungrouped data.
- No spaces between bars, showing frequencies of interval/ratio data.
Excel Exercise for Creating Histograms
- Enter data in Excel.
- Select Tools/Data Analysis.
- Choose Histogram from Analysis Tools.
- Input data and class intervals.
- Format the histogram to add title and labels, ensuring bars meet proper spacing for interval/ratio data.