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Cumulative Frequency

Cumulative frequency is obtained by adding the frequency of a class interval and the frequencies of the preceding intervals up to that class interval.

The whole frequency of all classes less than the upper class boundary of a specified class is called the cumulative frequency of that class.

If cumulative frequencies are represented in a table then it is called as cumulative frequency distribution. Now let’s see the types of cumulative frequency distribution.

If instead of taking the simple cumulative frequency, as in the case of ogive, we take the ordinate as the percentage cumulative frequency, we shall get a percentage cumulative frequency curve. To draw such a curve, first of all the simple frequency must be expressed as percentage of the total frequency. Then such percentages are cumulated and plotted as in the case of an ogive. Such a curve is useful for comparing different frequency distributions as they are adjusted to a uniform standard. It is to be noted that the ogive for a discrete series is drawn on the assumption that the data is continuous. When the class frequencies run up to a maximum at one end of the range, they form a J-shaped curve.

 

Types of Cumulative Frequency

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One of the important type of frequency distribution is Cumulative frequency distribution. In cumulative frequency distribution, the frequencies are shown in the cumulative manner.

Less than cumulative frequency distribution


In this frequency distribution, the frequencies of all preceding classes are added to the frequency of a class.

It is constructed by adding the first class frequency to second class frequency that to the third class frequency and so on. The downward cumulation result in the less than cumulative series.

Example

Marks are cumulated downwards in the following distribution. This is a less than cumulative distribution

Marks Less than Cumulative frequency
Less than 10 5
Less than 15
7
Less than 20
12
Less than 25
25
Less than 30
37
Less than 35
64
Less than 40
76
Less than 45
82
Less than 50
100

So we can say that the number of students scoring marks less than 30 is 37.

More than cumulative frequency distribution

In this frequency distribution, the frequencies of succeeding classes are added to the frequency of a class.

It is constructed by subtracting the first class second class frequency from the total, third class frequency from that and so on. The upward cumulation result in the greater than or more than cumulative series.

Example

Marks are cumulated upwards in the following distribution. This is a greater than cumulative distribution

Marks Less than Cumulative frequency
More than 0
80
More than 10
75
More than 15
70
More than 20
62
More than 25
60
More than 30
37
More than 35
24
More than 40
12
More than 45
2

So we can say that the number of students scoring marks between 20 and 25 is
$62 - 60 = 2$

Cumulative Percentage Frequency

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To form the cumulative percentage frequency distribution table ensure the given steps

  • Frequency distribution table is constructed.
  • Calculate the cumulative frequency for the given individual data according to their frequencies.
  • Substitute the cumulative frequency in the given formula and calculate the cumulative percentage values.

How to calculate the cumulative percentage frequency?

Cumulative frequency% = $\left(\frac{(Cumulative\ Frequency)}{Total\ Number (N)} \times 100\right )$

where N is total number of frequencies.

Example- Cumulative percentage frequency distribution

Form a cumulative percentage frequency distribution table with the given following data

4, 3, 1, 5, 6, 3, 4, 3, 4, 1, 5, 6, 4, 2, 1, 3, 5.

Solution:

Step 1- Cumulative percentage frequency distribution

Form the frequency distribution table as follows,

Classes

Class boundaries

Frequency

1

0.5- 1.5

3

2

1.5- 2.5

1

3

2.5-3 .5

4

4

3.5- 4.5

4

5

4.5- 5.5

3

6

5.5-6.5

2

Step 2 - Cumulative percentage frequency distribution

Form the cumulative frequency for the given table,

Classes

Class boundaries

Frequency

Cumulative Frequency

1

0.5-1.5

3

3

2

1.5-2.5

1

3 + 1 = 4

3

2.5-3.5

4

4+ 4 = 8

4

3.5-4.5

4

8 + 4 =12

5

4.5-5.5

3

12 + 3 = 15

6

5.5-6.5

2

15 + 2 = 17

N = 17

Step 3 -Cumulative percentage frequency distribution

Calculate the cumulative percentage using the formula,

cumulative frequency %= $\left(\frac{(Cumulative\ Frequency)}{Total\ Number (N)} \times 100\right )$

where N is total number of frequencies.

Classes

Class boundaries

Frequency

Cumulative Frequency

C. F % = c.f / N * 100

1

0.5-1.5

3

3

3/ 17 * 100 = 17

2

1.5-2.5

1

3 + 1 = 4

4/ 17 * 100 = 23

3

2.5-3.5

4

4+ 4 = 8

8/ 17 * 100 = 47

4

3.5-4.5

4

8 + 4 =12

12/ 17 * 100 = 70

5

4.5-5.5

3

12 + 3 = 15

15/ 17 * 100 = 88

6

5.5-6.5

2

15 + 2 = 17

17/ 17 * 100 = 100

N = 17

Thus a cumulative percentage frequency distribution table is created.

Step 4 -Cumulative percentage frequency distribution

we can plot the graph for the cumulative percentage frequency as follows,


Cumulative percentage frequency

Cumulative Frequency Graph

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An Ogive (cumulative frequency graph) is a graph that represents the cumulative frequencies of the classes in a frequency distribution. It shows the data below or above a particular value. The two types of Ogives are less than Ogive and greater than or more than Ogive.

Steps for constructing a less than Ogive chart (less than Cumulative frequency graph): -

1. Draw and label the horizontal and vertical axes.

2. Take the cumulative frequencies along the y axis (vertical axis) and the upper class limits on the x axis (horizontal axis)

3. Plot the cumulative frequencies against each upper class limit.

4. Join the points with a smooth curve.

Steps for constructing a greater than or more than Ogive chart (more than Cumulative frequency graph): -

1. Draw and label the horizontal and vertical axes.

2. Take the cumulative frequencies along the y axis (vertical axis) and the lower class limits on the x axis (horizontal axis)

3. Plot the cumulative frequencies against each lower class limit.

4. Join the points with a smooth curve.

Example

Draw the less than cumulative frequency curve for the following data

Class
20-25 25-30 30-35 35-40 40-45
45-50 50-55
F 10 12 8 20 11 4 5


Solution

First lets find the less than cumulative frequency corresponding to each class. For this the frequencies of all preceding classes are added to the frequency of a class. The less than cumulative frequency table is given below.

Upper Limit
Frequency Less than Cumulative frequency
25 10 10
30 12 10 + 12 = 22
36 8 22 + 8 = 30
40 20 30 + 20 = 50
45 11 50 + 11 = 61
50 4 61 + 4 = 65
55 5 65 + 5 = 70

Now we draw the horizontal and vertical axes and label it. Plot the cumulative frequencies corresponding to the upper limit of each class and join the points using a smooth curve.

The less than cumulative frequency curve is shown below.

cumulative frequency curve

Cumulative Frequency Polygon

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When the cumulative frequencies plotted against the class limits are joined by straight lines, we get a cumulative frequency polygon.

The cumulative frequency polygon of the above problem is given by

cumulative frequency polygon

Relative Cumulative Frequency

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Relative cumulative frequency of a class is the frequency obtained by dividing cumulative frequency by the total frequency.

The relative frequency calculation is illustrated below

Upper Limit Frequency Less than Cumulative frequency
Relative Cumulative Frequency
25 10 10 10 / 70 = 0.143
30 12 10 + 12 = 22 22 / 70 = 0.314
35 8 22 + 8 = 30 30 / 70 = 0.429
40 20 30 + 20 = 50 50 / 70 = 0.714
45 11 50 + 11 = 61
61 / 70 =0. 871
50 4 61 + 4 = 65 65 / 70 = 0.929
55 5 65 + 5 = 70 70 / 70 =1
Total 70

Cumulative Frequency Example

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Example:

The following frequency distribution table gives the marks obtained by 40 students:

cumulative frequency distribution

Table (a)

Note: The frequencies can be added, as indicated by the arrows, to obtain the cumulative frequency.

In the table(a), it is observed that 4 students got marks 'less than 10', 9 students got marks 'less than 20' and so on.

Therefore, the above distribution is called 'less than' cumulative frequency distribution.

Table (a) can be re-written as table (b).

Class Cumulative Frequency
Less than 10 4
Less than 20 9
Less than 30 21
Less than 40 32
Less than 50 40

Table (b)

In the same way 'more than' cumulative frequency distribution can be obtained by adding to the other frequencies in the reverse order.

cumulative frequency distribution

Table (c)

Note: The frequencies can be added, as indicated by the arrows, to obtain the cumulative frequency.

Table (c) can be re-written as table (d)

Class Cumulative Frequency (c.f.)
More than 0 40
More than 10 36
More than 20 31
More than 30 19
More than 40 8

Table (d)

More topics in  Cumulative Frequency
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