Frequency Distribution
Definition:
A frequency distribution is a tabular summary of grouped data that describes the frequency of occurrence of different values or classes. It provides a breakdown of the data into intervals, or classes, and the number of observations that fall into each interval.
Components of a Frequency Distribution:
- Class Intervals: The intervals used to group the data.
- Class Boundaries: The limits of each class interval.
- Class Frequencies: The number of observations that fall into each interval.
- Relative Frequencies: The frequencies divided by the total number of observations, expressed as a proportion.
- Cumulative Frequencies: The sum of the frequencies of all intervals up to a given interval.
Types of Frequency Distributions:
- Discrete: Data that can be counted or grouped into discrete intervals.
- Continuous: Data that can be measured continuously, such as height or weight.
Uses of Frequency Distributions:
- Describing the distribution of data.
- Analyzing trends and patterns.
- Comparing groups or samples.
- Constructing histograms and ogives.
- Calculating measures of central tendency and dispersion.
Example:
| Class Interval | Frequency ||—|—|| 0-10 | 20 || 10-20 | 30 || 20-30 | 40 || 30-40 | 20 |
This frequency distribution describes a set of data with three classes: 0-10, 10-20, and 20-30. The frequency of each class is shown in the table, with a total frequency of 110.
Key Points:
- Frequency distribution summarizes grouped data by describing the frequency of occurrence of different values or classes.
- Components of a frequency distribution include class intervals, class boundaries, class frequencies, relative frequencies, and cumulative frequencies.
- Types of frequency distributions include discrete and continuous.
- Frequency distributions are used for various purposes, such as describing data distribution, analyzing trends, and comparing groups.
FAQs
What do you mean by frequency distribution?
Frequency distribution is a statistical method that shows how often each value in a data set occurs. It organizes data into categories and displays the frequency (count) of observations in each category.
What is the meaning of frequency distribution in PDF?
In a statistical context, a frequency distribution in PDF (Probability Density Function) refers to a function that describes the likelihood of different outcomes in a continuous random variable, not just in tabular form but also mathematically.
What is frequency in statistics?
Frequency in statistics refers to how often a particular data point or range of data points appears in a given data set.