BA as on 17th of September 2012:
Team C made by Nitin Dhantole
Revision in class was
conducted and for my revision I have selected factor analysis for which I have
taken sample data from internet on Film viewership.
I have used the data
on factor analysis and got following results:
Descriptive
Statistics
|
|
Mean
|
Std. Deviation
|
Analysis N
|
|
Type of
film viewed
|
2.06
|
.854
|
16
|
|
Age
group of respondent
|
1.50
|
.516
|
16
|
|
Anxiety
rating before watching film
|
4.56
|
1.861
|
16
|
|
Anxiety
rating after watching film
|
5.63
|
2.604
|
16
|
|
Pulse
rate before watching film
|
70.19
|
5.913
|
16
|
|
Pulse
rate after watching film
|
73.06
|
6.913
|
16
|
|
Breathing
rate before watching film
|
15.94
|
1.843
|
16
|
|
Breathing
rate after watching film
|
17.13
|
2.363
|
16
|
Communalities
|
|
Initial
|
Extraction
|
|
Type of
film viewed
|
1.000
|
.940
|
|
Age group
of respondent
|
1.000
|
.566
|
|
Anxiety
rating before watching film
|
1.000
|
.949
|
|
Anxiety
rating after watching film
|
1.000
|
.856
|
|
Pulse
rate before watching film
|
1.000
|
.847
|
|
Pulse
rate after watching film
|
1.000
|
.816
|
|
Breathing
rate before watching film
|
1.000
|
.931
|
|
Breathing
rate after watching film
|
1.000
|
.930
|
Extraction Method:
Principal Component Analysis.
In this matrix all of
the components are above 0.5 so I have selected all of them for my analysis.
This scree plot is perfect as per sir’s definition.
Component
Matrix(a)
|
|
Component
|
||
| 1 |
2
|
3
|
|
|
Type of
film viewed
|
.595
|
.729
|
-.230
|
|
Age
group of respondent
|
-.168
|
.127
|
.722
|
|
Anxiety
rating before watching film
|
.828
|
-.457
|
.234
|
|
Anxiety
rating after watching film
|
.844
|
.267
|
.270
|
|
Pulse
rate before watching film
|
.658
|
-.499
|
-.406
|
|
Pulse
rate after watching film
|
.798
|
.187
|
-.380
|
|
Breathing
rate before watching film
|
.828
|
-.439
|
.229
|
|
Breathing
rate after watching film
|
.874
|
.323
|
.249
|
Extraction Method:
Principal Component Analysis.
a 3 components extracted.
Rotated
Component Matrix (a)
|
|
Component
|
||
| 1 |
2
|
3
|
|
|
Type of
film viewed
|
-.101
|
.946
|
.188
|
|
Age
group of respondent
|
.030
|
-.031
|
-.751
|
|
Anxiety
rating before watching film
|
.951
|
.200
|
.067
|
|
Anxiety
rating after watching film
|
.523
|
.753
|
-.126
|
|
Pulse
rate before watching film
|
.652
|
.070
|
.645
|
|
Pulse
rate after watching film
|
.334
|
.677
|
.497
|
|
Breathing
rate before watching film
|
.938
|
.215
|
.068
|
|
Breathing
rate after watching film
|
.503
|
.815
|
-.112
|
Extraction Method:
Principal Component Analysis.
Rotation Method: Varimax with Kaiser
Normalization.
a Rotation converged in 5 iterations.
From rotated component matrix I have go two components as
liable which was labeled in excel as follows:
|
Component
|
|||||
|
Reaction of people before watching film
|
Reaction of people after watching film
|
3
|
|||
|
Type of film viewed
|
-0.101
|
0.946
|
0.188
|
||
|
Age group of respondent
|
0.030
|
-0.031
|
-0.751
|
||
|
Anxiety rating before watching film
|
0.951
|
0.200
|
0.067
|
||
|
Anxiety rating after watching film
|
0.523
|
0.753
|
-0.126
|
||
|
Pulse rate before watching film
|
0.652
|
0.070
|
0.645
|
||
|
Pulse rate after watching film
|
0.334
|
0.677
|
0.497
|
||
|
Breathing rate before watching film
|
0.938
|
0.215
|
0.068
|
||
|
Breathing rate after watching film
|
0.503
|
0.815
|
-0.112
|
||
|
Extraction Method: Principal Component Analysis.
Rotation Method: Varimax with Kaiser Normalization. |
|||||
|
a
|
Rotation converged in 5 iterations.
|
||||
Under this I have saved the components in the factor
reduction save option and generated the graph of above two components and
labeled as age to classify and generated following conclusion:
Conclusion:
As most of the people
fewer than 18 are liable to react before watching a movie than the older ones.
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