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Following table shows the amount of sugar production (in lakh tonnes) for the years 1931 to 1941: Year Production Year Production 1931 1 1937 8 1932 0 1938 6 1933 1 1939 5 1934 2 1940 1 1935

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प्रश्न

Following table shows the amount of sugar production (in lakh tonnes) for the years 1931 to 1941:

Year Production Year Production
1931 1 1937 8
1932 0 1938 6
1933 1 1939 5
1934 2 1940 1
1935 3 1941 4
1936 2    

Complete the following activity to fit a trend line by method of least squares:

सारिणी
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उत्तर

Let yt be the trend line represented by the equation

yt = a + bt

Let u = `(t - "Midvalue")/h`

Midvalue = 1936, h = 1

∴ u = `(t - 1936)/1` = t – 1936

Year (t) yt u u2 u.yt
1931 1 – 5 25 – 5
1932 0 – 4 16 0
1933 1 – 3 09 – 3
1934 2 – 2 04 – 4
1935 3 – 1 01 – 3
1936 2 0 00 0
1937 8 1 01 8
1938 6 2 04 12
1939 5 3 09 15
1940 1 4 16 04
1941 4 5 25 20
  `sumy_t` = 33 `sumu` = 0 `sumu^2` = 110 44

The equation of trend line becomes,

yt = a' + b'u     .......(1)

The normal equations are

`sumy_t = na^' + b^'sumu`  .......(2)

`sumu.y_t = u^'sumu + b^'sumu^2`  ......(3)

From equation (2), we get

∴ Normal equations are

33 = 11a' + 0.b'

⇒ 11a' = 33

⇒ a' = 3

From equation (3), we get

44 = a'.0 + 110.b'

⇒ b' = `44/110` = 0.4

∴ b' = 0.4

∴ The equation of the trend line is given by yt = 3 + (0.4)u.

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Measurement of Secular Trend
  क्या इस प्रश्न या उत्तर में कोई त्रुटि है?
2021-2022 (March) Set 1

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Use the method of least squares to fit a trend line to the data given below. Also, obtain the trend value for the year 1975.

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0 0 1 1 2 3 4 5
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Solution:

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moving total
3-yearly moving
average

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2000 3 8 `square`
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2010 0

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2011 16 1 1 16
2012 18 3 9 54
2013 17 5 25 85
2014 21 7 49 147
2015 19 9 81 171
Total 177 0 330 27

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moving
total
4 yearly
centered
total
4 yearly centered
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    `square`    
2007 20   `square`
    72    
2008 17   142 17.75
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2009 16   `square` 17
    `square`    
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2011 16   `square` `square`
    `square`    
2012 18   140 17.5
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2013 17   147 18.375
    75    
2014 21  
       
2015 19  

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