What is Cumulative Frequency Curve or the Ogive in Statistics

What is Cumulative Frequency Curve or the Ogive in Statistics

First we prepare the cumulative frequency table, then the cumulative frequencies are plotted against the upper or lower limits of the corresponding class intervals. By joining the points the curve so obtained is called a cumulative frequency curve or ogive.
There are two types of ogives :

  1. Less than ogive : Plot the points with the upper limits of the class as abscissae and the corresponding less than cumulative frequencies as ordinates. The points are joined by free hand smooth curve to give less than cumulative frequency curve or the less than Ogive. It is a rising curve.
  2. Greater than ogive : Plot the points with the lower limits of the classes as abscissa and the corresponding Greater than cumulative frequencies as ordinates. Join the points by a free hand smooth curve to get the “More than Ogive”. It is a falling curve.

When the points obtained are joined by straight lines, the picture obtained is called cumulative frequency polygon.
Less than ogive method:
To construct a cumulative frequency polygon and an ogive by less than method, we use the following algorithm.
Algorithm
Step 1 :     Start with the upper limits of class intervals and add class frequencies to obtain the cumulative frequency distribution.
Step 2 :     Mark upper class limits along X-axis on a suitable scale.
Step 3 :     Mark cumulative frequencies along Y-axis on a suitable scale.
Step 4 :     Plot the points (xi, fi) where xi is the upper limit of a class and fi is corresponding cumulative frequency.
Step 5 :     Join the points obtained in step 4 by a free hand smooth curve to get the ogive and to get the cumulative frequency polygon join the points obtained in step 4 by line segments.

More than ogive method:
To construct a cumulative frequency polygon and an ogive by more than method, we use the following algorithm.
Algorithm
Step 1 :     Start with the lower limits of the class intervals and from the total frequencysubtract the frequency of each class to obtain the cumulative frequency distribution.
Step 2 :     Mark the lower class limits along X-axis on a sutiable scale.
Step 3 :     Mark the cumulative frequencies along Y-axis on a suitable scale.
Step 4 :     Plot the points (xi, fi) where xi is the lower limit of a class and fi is corresponding cumulative frequency.
Step 5 :     Join the points obtained in step 4 by a free hand smooth curve to get the ogive and to get the cumulative frequency polygon join these points by line segments

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Cumulative Frequency Curve or the Ogive Example Problems with Solutions

Example 1:    Draw a less than ogive for the following frequency distribution :

I.Q. Frequency
60 – 70 2
70 – 80 5
80 –90 12
90 – 100 31
100 – 110 39
110 – 120 10
120 – 130 4

Find the median from the curve.
Solution:     Let us prepare following table showing the cumulative frequencies more than the upper limit.

Class interval (I. Q) Frequency (f) Cumulative frequency
60 – 70 2 2
70 – 80 5 2 + 5 = 7
80 –90 12 2 + 5 + 12 = 19
90 – 100 31 2 + 5 + 12 + 31 = 50
100 – 110 39 2 + 5 + 12 + 31 + 39 = 89
110 – 120 10 2 + 5 + 12 + 31 + 39 + 10 = 99
120 – 130 4 2 + 5 + 12 + 31 + 39 + 10 + 4 = 103

Less than ogive :
I.Q. is taken on the x-axis. Number of students are marked on y-axis.
Points (70, 2), (80, 7), (90, 19), (100, 50), (110, 89), (120, 99), (130, 103), are plotted on graph paper and these points are joined by free hand. The curve obtained is less than ogive.
What is Cumulative Frequency Curve or the Ogive in Statistics 1
The value \(\frac{N}{2}\) = 51.5 is marked on y-axis and from  this point a line parallel to x-axis is drawn. This line meets the curve at a point P. From P draw a perpendicular PN to meet x-axis at N. N represents the median.
Here median is 100.5.
Hence, the median of given frequency distribution is 100.5

Example 2:    The following table shows the daily sales of 230 footpath sellers of Chandni Chowk.

Sales in Rs. No. of sellers
0 – 500 12
500 – 1000 18
1000 – 1500 35
1500 – 2000 42
2000 – 2500 50
2500 – 3000 45
3000 – 3500 20
3500 – 4000 8

Locate the median of the above data using only the less than type ogive.
Solution:     To draw ogive, we need to have a cumulative frequency distribution.

Sales in Rs. No. of sellers Less than type cumulative frequency
0 – 500 12 12
500 – 1000 18 30
1000 – 1500 35 65
1500 – 2000 42 107
2000 – 2500 50 157
2500 – 3000 45 202
3000 – 3500 20 222
3500 – 4000 8 230

Less than ogive :
Seles in Rs. are taken on the y-axis and number of sellers are taken on x-axis. For drawing less than ogive, points (500, 12), (1000, 30), (1500, 65), (2000, 107), (2500, 157), (3000, 202), (3500, 222), (4000, 230) are plotted on graph paper and these are joined free hand to obtain the less than ogive.
What is Cumulative Frequency Curve or the Ogive in Statistics 2
The value \(\frac{N}{2}\) = 115 is marked on y-axis and a line parallel to x-axis is drawn. This line meets the curve at a point P. From P draw a perpendicular PN to meet x-axis at median. Median = 2000.
Hence, the median of given frequency distribution is 2000.

Example 3:    Draw the two ogives for the following frequency distribution of the weekly wages of (less than and more than) number of workers.

Weekly wages Number of workers
0 – 20 41
20 – 40 51
40 – 60 64
60 – 80 38
80 – 100 7

Hence find the value of median.
Solution:     

Weekly wages Number of workers C.F (less than) C.F (More than)
0 – 20 41 41 201
20 – 40 51 92 160
40 – 60 64 156 109
60 – 80 38 194 45
80 – 100 7 201 7

Less than curve :  
Upper limits of class intervals are marked on the x-axis and less than type cumulative frequencies are taken on y-axis. For drawing less than type curve, points (20, 41), (40, 92), (60, 156), (80, 194), (100, 201) are plotted on the graph paper and these are joined by free hand to obtain the less than ogive.
What is Cumulative Frequency Curve or the Ogive in Statistics 3
Greater than ogive
Lower limits of class interval are marked on x-axis and greater than type cumulative frequencies are taken on y-axis. For drawing greater than type curve, points (0, 201), (20, 160), (40, 109), (60, 45) and (80, 7) are plotted on the graph paper and these are joined by free hand to obtain the greater than type ogive. From the point of intersection of these curves a perpendicular line on x-axis is drawn. The point at which this line meets x-axis determines the median. Here the median is 42.652.

Example 4:    Following table gives the cumulative frequency of the age of a group of 199 teachers.
Draw the less than ogive and greater than ogive and find the median.

Age in years Cum. Frequency
20 – 25 21
25 – 30 40
30 – 35 90
35 – 40 130
40 – 45 146
45 – 50 166
50 – 55 176
55 – 60 186
60 – 65 195
65 – 70 199

Solution:     

Age in years Less than cumulative frequency Frequency Greater than type
20 – 25 21 21 199
25 – 30 40 19 178
30 – 35 90 50 159
35 – 40 130 40 109
40 – 45 146 16 69
45 – 50 166 20 53
50 – 55 176 10 33
55 – 60 186 10 23
60 – 65 195 9 13
65 – 70 199 4 4

Find out the frequencies by subtracting previous  frequency from the next frequency to get simple frequency. Now we can prepare the greater than type frequency. Ages are taken on x-axis and number of teachers on y-axis.
Less than ogive :
Plot the points (25, 21), (30, 40), (35, 90), (40, 130), (45, 146), (50, 166), (55, 176), (60, 186), (65, 195), (70, 199) on graph paper. Join these points free hand to get less than ogive.
Greater than ogive :
Plot the points (20, 199), (25, 178), (30, 159), (35, 109), (40, 69), (45, 53), (50, 33), (55, 23), (60, 13), (65, 4) on graph paper. Join these points freehand to get greater than ogive. Median is the point of intersection of these two curves.
What is Cumulative Frequency Curve or the Ogive in Statistics 4
Here median is 37.375.

Example 5:    Following is the age distribution of a group of students. Draw the cumulative frequency polygon, cumulative frequency curve (less than type) and hence obtain the median value.

Age Frequency
5 – 6 40
6 – 7 56
7 – 8 60
8 – 9 66
9 – 10 84
10 – 11 96
11 – 12 92
12 – 13 80
13 – 14 64
14 – 15 44
15 – 16 20
16 – 17 8

Solution:     We first prepare the cumulative frequency table by less then method as given below :

Age Frequency Age less than Cumulative frequency
5 – 6 40 6 40
6 – 7 56 7 96
7 – 8 60 8 156
8 – 9 66 9 222
9 – 10 84 10 306
10 – 11 96 11 402
11 – 12 92 12 494
12 – 13 80 13 574
13 – 14 64 14 638
14 – 15 44 15 682
15 – 16 20 16 702
16 – 17 8 17 710

Other than the given class intervals, we assume a class 4-5 before the first class interval 5-6 with zero frequency.
Now, we mark the upper class limits (including the imagined class) along X-axis on a suitable scale and the cumulative frequencies along Y-axis on a suitable scale.
Thus, we plot the points (5, 0), (6, 40), (7, 96),  (8, 156), (9, 222), (10, 306), (11, 402), (12, 494), (13, 574), (14, 638), (15, 682), (16, 702) and (17, 710).
These points are marked and joined by line segments to obtain the cumulative frequency polygon shown in Fig.
What is Cumulative Frequency Curve or the Ogive in Statistics 5
In order to obtain the cumulative frequency curve, we draw a smooth curve passing through the points discussed above. The graph (fig) shows the total number of students as 710. The median is the age corresponding to \(\frac{N}{2}\,\, = \,\,\frac{{710}}{2}\) = 355 students. In order to find the median, we first located the point corresponding to 355th student on Y-axis. Let the point be P. From this point draw a line parallel to the X-axis cutting the curve at Q. From this point Q draw a line parallel to Y-axis and meeting X-axis at the point M. The x-coordinate of M is 10.5 (See Fig.). Hence, median is 10.5.
What is Cumulative Frequency Curve or the Ogive in Statistics 6

Example 6:    The following observations relate to the height of a group of persons. Draw the two type of cumulative frequency polygons and cumulative frequency curves and determine the median.

Height in cms 140–143 143–146 146–149 149–152 152–155 155–158 158–161
Frequency 3 9 26 31 45 64 78
Height in cms 161–164 164–167 167–170 170–173 173–176 176–179 179–182
Frequency 85 96 72 60 43 20 6

Solution:     Less than method :  We first prepare the cumulative frequency table by less than method as given below :

Height in cms Frequency Height less than Frequency
140–143 3 143 3
143–146 9 146 12
146–149 26 149 38
149–152 31 152 69
152–155 45 155 114
155–158 64 158 178
158–161 78 161 256
161–164 85 164 341
164–167 96 167 437
167–170 72 170 509
170–173 60 173 569
173–176 43 176 612
176–179 20 179 632
179–182 6 182 638

Other than the given class intervals, we assume a class interval 137-140 prior to the first class interval 140-143 with zero frequency.
Now, we mark the upper class limits on X-axis and cumulative frequency along Y-axis on a suitable scale.
We plot the points (140, 0), (143, 3), (146, 12),  (149, 38), (152, 69), (155, 114), (158, 178), (161, 256),
(164, 341), (167, 437), (170, 509), (173, 569), (176, 612),.(179, 632) and 182, 638).
What is Cumulative Frequency Curve or the Ogive in Statistics 7
These points are joined by line segments to obtain the cumulative frequency polygon as shown in fig. and by a free hand smooth curve to obtain an ogive by less than method as shown in fig.
What is Cumulative Frequency Curve or the Ogive in Statistics 8
More than method : We prepare the cumulative frequency table by more than method as given below :
Other than the given class intervals, we assume the class interval 182-185 with zero frequency.
Now, we mark the lower class limits on X-axis and the cumulative frequencies along Y-axis on suitable scales to plot the points (140, 638), (143, 635), (146, 626),  (149, 600), (152, 569), (155, 524), (158, 460), (161, 382),  (164, 297), (167, 201), (170, 129), (173, 69), (176, 26) and (179, 6). By joining these points by line segments, we obtain the more than type frequency polygon as shown in fig. By joining these points by a free hand curve, we obtain more than type cumulative frequency curve as points by a free hand curve, we obtain more than type cumulative frequency curves as shown in fig.
We find that the two types of cumulative frequency curves intersect at point P. From point P perpendicular PM is drawn on X-axis. The value of height corresponding to M is 163.2 cm. Hence, median is 163.2 cm.