Overview
This lecture covers frequency distributions, including definitions of frequency, relative frequency, and cumulative frequency, and demonstrates how to calculate and interpret them using examples.
Frequency Distributions
- A frequency distribution lists each category of data and the number of times it occurs (frequency).
- Frequency distributions apply to both qualitative (categories) and quantitative (numerical) data.
Relative Frequency
- Relative frequency is the ratio of a category's frequency to the total number of outcomes.
- Calculate relative frequency by dividing each frequency by the total sample size.
- Relative frequency can be expressed as a fraction, decimal, or percent.
Cumulative Relative Frequency
- Cumulative relative frequency is the running total of relative frequencies as you move through the categories.
- Add each new relative frequency to the sum of the previous relative frequencies.
- The cumulative relative frequency should be close to 1 (or 100%) when all categories are included.
Example: Blood Type Data
- Sample size: 30 patients' blood types observed (O, A, B, AB).
- Frequencies: O = 11, A = 11, B = 5, AB = 3.
- Relative frequencies: O = 0.37, A = 0.37, B = 0.17, AB = 0.10.
- Cumulative relative frequencies: 0.37, 0.74, 0.91, 1.01 (rounding may cause slight deviation from 1).
Example: Number of TVs in Households
- Sample size: 40 households, TVs per household recorded (0, 1, 2, 3, 4, 5).
- Frequencies: 0 TVs = 1, 1 TV = 14, 2 TVs = 14, 3 TVs = 8, 4 TVs = 2, 5 TVs = 1.
- Relative frequencies: 0 TVs = 0.025, 1 TV = 0.35, 2 TVs = 0.35, 3 TVs = 0.20, 4 TVs = 0.05, 5 TVs = 0.025.
- For 4 or more TVs: add relative frequencies for 4 and 5 TVs (0.05 + 0.025 = 0.075 or 7.5%).
Key Terms & Definitions
- Frequency — Number of times a value or category occurs in a data set.
- Relative Frequency — Frequency divided by total outcomes; shown as decimal, fraction, or percent.
- Cumulative Relative Frequency — Running total of relative frequencies up to a certain category.
- Discrete Data — Data that can only take certain distinct values (e.g., number of TVs, cannot be 2.5).
Action Items / Next Steps
- Prepare a table including frequency, relative frequency, and cumulative relative frequency for homework data sets.