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Frequency distribution is a method used to organize raw data in a structured manner by grouping the data into classes or intervals and showing the number of observations (frequency) in each class. It provides a clear and concise representation of the distribution of data across different categories or intervals, making it easier to analyze and interpret the data.

Components of Frequency Distribution:

  1. Class Intervals (or Classes):
    • Ranges or intervals into which the data is grouped.
    • The width of each class interval should be consistent and not overlap.
    • Examples: 0-10, 11-20, 21-30, …
  2. Frequency:
    • The number of observations or data points falling into each class interval.
    • Represented by 
       

      for individual class frequencies.

  3. Cumulative Frequency:
    • The running total of frequencies as you move down the frequency distribution table.
    • Helps in understanding the total number of observations up to a certain class interval.

Steps to Construct a Frequency Distribution:

  1. Determine the Range and Number of Classes:
    • Calculate the range (difference between the maximum and minimum values) of the data.
    • Decide on the number of classes based on the range and the desired level of detail.
  2. Calculate the Class Width:
    • Determine the width of each class interval by dividing the range by the number of classes and rounding up to a convenient number.
  3. Set Up the Frequency Distribution Table:
    • Create columns for class intervals, frequencies, and cumulative frequencies (optional).
  4. Group the Data into Classes:
    • Sort the data in ascending order.
    • Assign each data point to the appropriate class interval based on its value.
  5. Count the Frequencies:
    • Count the number of data points falling into each class interval.
  6. Calculate Cumulative Frequencies:
    • Calculate the running total of frequencies.

Example of Frequency Distribution:

Suppose you have the following scores of students in a class test:

68,72,75,80,85,88,90,92,95,98

To construct a frequency distribution table:

  1. Determine the Range and Number of Classes:
    • Range = 98 – 68 = 30
    • Number of classes = 5 (for simplicity)
  2. Calculate the Class Width:
    • Class width =

      305

       

       

      = 6 (round up)

  3. Set Up the Frequency Distribution Table:
Class Interval Frequency Cumulative Frequency
68-73 2 2
74-79 2 4
80-85 3 7
86-91 2 9
92-97 1 10

This frequency distribution table provides a clear overview of how the scores are distributed across different intervals, making it easier to analyze and interpret the data.