Education

Thursday, 22 August 2019

Ogives and its implications


    
OGIVES
                Cumulative histogram also known as ogives, are graph that can be used to determine how many data values lie above or below a particular value in a data set .ogive has the shape of an  elongated 'S'  and it is sometimes called a  double curve with one portion being concave and the other being convex. while constructing, it is necessary to first the  frequency table. To plot  an ogive we need class boundaries and the cumulative frequencies. For grouped data ,ogive is  formed by plotting the cumulative frequency against tbe upper boundary of the class. For ungrouped data cumulative frequency is plotted on the y-axis against the data which is on the x-axis
Note : ogive is used to study the growth rate of the data as it  shows the accumulation of frequency

    Types of ogive
There are mainly two types of ogive and they are less than type ogive and more than type ogive.      
Less than type ogive
Following steps are necessary to plot a less than type ogive curve.
1.      Start from the upper limit of the class intervals and then add class frequency to the cumulative frequency distribution.
2.      Take upper limit in the x-axis direction cumulative frequencies along the y- axis direction.
3.      Plot the points (x,y),where x is the upper limit  of the class and y is the corresponding cumulative frequency.
4.      Join the points by a smooth curve.
             The less than ogive type look like an elongated S and starts at the lowest boundary on the axis and ends at the highest boundary which corresponds to the total frequency of the distribution.
More than type ogive Following steps are necessary to plot a more than type ogive curve:
1.      Starts from the lower limit of the class intervals and the total frequency is subtracted from the frequency to get the cumulative frequency distribution.
2.      In the graph, consider the lower limit  x- axis direction and cumulative frequencies along y- axis direction.
3.      Plot the points (x,y),where 'x' is the lower limit of the class and 'y' is the corresponding cumulative frequency.
4.      Join the points by a smooth curve.

     More than type ogive look like an elongated S turned upside down.
Advantages and disadvantages
Advantages
Disadvantages
Ogive can :
«  Visually approximate raw data
«  Summarize a large data set in visual form
«  Delineate each interval in the frequency distribution.
«  Clarify rates of change between classes better than other graphs.
«  Provide visual check of accuracy or reasonableness of calculations.
«  Become more smooth as data points or classes added
«  Be easily understood due to widespread use in business and the media.
«  Show the number or proportion of the data points above / below a particular value.
 Ogive can:
«  Be somewhat complicated to prepare.
«  Fail to reflect all data points in a data set.
«  Reveal little about central tendency , dispersion , skew or kurtosis
«  Often require additional written or verbal explanation.
«  Be inadequate to describe the attribute ,behavior,or condition of interest.
«  Fail to reveal key assumptions , norms ,causes or effects.
«  Be somewhat easily manipulated to yeild false impressions.










SOLVED EXAMPLE
Question: For the data given below , construct a less than cumulative frequency table and plot its ogive.
Marks
0-10
10-20
20-30
30-40
40-50
50-60
60-70
70-80
80-90
90-100
Frequency
3
5
6
7
8
9
10
12
6
4
SOLUTION:
Marks.       
Frequency
Less than cumilative frequency
0-10
3
3
10-20
5
8
20-30
6
14
30-40
7
21
40-50
8
29
50-60
9
38
60-70
10
48
70-80
12
60
80-90
6
66
90-100
4
70
Plot the points having abscissa as upper limis and ordinates as the cumulative frequencies:(10,3),(20,8),(30,14),(40,21),(50,29),(60,38),(70,48),(80,60),(90,66),(100,70) and join the points by a smooth curve


SOLVED EXAMPLE
Question: For the data given below ,construct more than cumulative frequency and plot its ogive.
Marks
0-5
5-10
10-15
15-20
20-25
25-30
30-35
35-40
40-45
45-50
Frequency
3
5
7
8
10
11
14
19
15
13

SOLUTION :
Marks
Frequency
cumulative frequency
0-5
3
95
5-10
5
95 - 3 = 92
10-15
7
92 -5 = 87
15-20
8
87 -7 = 80
20-25
10
80 - 8 = 72
25-30
11
72  - 10 = 62
30-35
14
62 - 11 = 51
35-40
19
51 - 14 = 37
40-45
15
37 - 19 =18
45-50
13
18 - 15 = 3

On the graph ,plot the points (0,95), (5,92),(10,87), (15,80), (20,72), (25,62),(30,51),(35,37),(40,18),(45,3),and join the point by smooth curve.


References
Ø  https://www.statisticshowto.datasciencecentral.com/ogive-graph
Ø  /https://www.statisticshowto.datasciencecentral.com/ogive-graph/
Ø   http://www.mathcaptain.com/statistics/ogive.html

Ø    www.preciousheart.net/chaplaincy/Auditor_Manual/11grphd.pdf

Ogive - Original Document

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