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7 questions · timed · auto-graded

Question 15 Marks
A sample of seven students is taken from the students, who came to study from abroad in the current year in a university of Gujarat State. The information of their intelligence quotient $(I.Q)\ X$ and the marks obtained by them in a test of $75$ marks $Y$ is as follows.
$\Sigma x=675, \Sigma y=361$ $\Sigma\left(\frac{x-95}{5}\right)^2=76, \Sigma(y-50)^2=641$
$\Sigma\left(\frac{x-95}{5}\right)^2(y-50)=213$
Obtain the regression line of $Y$ on $X$ from this data and check the reliability of the regression model.
Answer
$\hat{y}=-2.43+0.56 x, R^2=0.94$ Regression model is reliable.
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Question 25 Marks
Obtain the regression line of production of groundnuts on the consumption of fertilizers from this data. Estimate the production of groundnuts if the consumption of fertilizers is $250 \ kg$.
Production of groundnuts $y (10,000\ kg)$ $20$ $24$ $16$ $18$ $28$ $32$ $17$
Consumption of fertilizers $x (10\ kg)$ $10$ $16$ $10$ $12$ $17$ $18$ $14$
Answer
$\hat{y}=0.34+0.29 x$, For $x=100($ lakh $₹), \hat{y}=29.34 ($crore $₹), e=10.66$
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Question 35 Marks
A sample data collected to study the effects of the consumption of fertilizer $(X)$ on the production of groundnuts $(Y)$ are as follows:
Production of groundnuts $y (10,000\ kg)$ $20$ $24$ $16$ $18$ $28$ $32$ $17$
Consumption of fertilizers $x (10\ kg)$ $10$ $16$ $10$ $12$ $17$ $18$ $14$
Obtain the regression line of production of groundnuts on the consumption of fertilizers from this data. Estimate the production of groundnuts if the consumption of fertilizers is $250\ kg$.
Answer
$\hat{y}=0.38+1.57 x$, When the consumption of fertilizer is $250 \ kg$, the yield in the farm will be $3,96,300 \ kg$.
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Question 45 Marks
The following results are obtained for a particular data : $n=6, \Sigma x=40, \Sigma y=58, \Sigma x y=431$ and $\Sigma x^2=316$ Later on, it was found that one pair was taken as $(15,12)$ instead of $(12,15)$. Obtain the regression line of $Y$ on $X$ from this data and estimate $Y$ for $X=7$.
Answer
$\hat{y}=-39.31+8.02 x$, For $x=7, \hat{y}=16.83$
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Question 55 Marks
Obtain the regression line of sale of raincoats on the rain from the data given below about the rains $X$ (in $cms$ ) and the sale of raincoats $Y ($in $100$ pieces$)$ of various districts during the monsoon season. Also find coefficient of determination and interpret it.
District $A$ $B$ $C$ $D$ $E$ $F$ $G$
Rain $x(cms)$ $65$ $52$ $38$ $30$ $100$ $70$ $50$
Sales of raincoats $y (100$ pieces$)$ $1.7$ $1.8$ $1$ $1$ $2.32$ $1.9$ $2$
Answer
$\hat{y}=0.51+0.02 x, R^2=0.72$ The assumption of linear regression is valid
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Question 65 Marks
The following results are obtained showing the relation between the price of mobile phones $X( $in thousand $₹)$ and their demand $Y ($in pieces$)$ on a particular day.
Price of mobile phone $x ($thousand $₹)$ $8.5$ $6$ $20$ $12.5$ $14$ $18.5$ $24.5$
Demand $y ($pieces$)$ $40$ $30$ $120$ $80$ $45$ $100$ $15$

Obtain the regression line of $Y$ on $X$ from this data and if the price of the mobile is $₹ 15,000$ then obtain its estimated demand.
Answer
$\hat{y}=39.59+1.47 x$, For $x=15 ($thousand $₹), \hat{y}=62$ items
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Question 75 Marks
The data of the sales $($in lakh $₹)$ of two commodities made by a manufacturing company in the last six months are as follows :
Sales of commodity $Ax ($ lakh $₹)$ $7$ $5$ $2$ $10$ $8$ $4$
Sales of commodity $By ($in lakh $₹)$ $10$ $8$ $6$ $8$ $5$ $5$

Obtain the regression line of $Y$ on $X$ and find the value of error when the sales of commodity $A$ is $₹ 2,00,000$.
Answer
$\hat{y}=5.56+0.24 x$, For $x=2,00,000(₹), \hat{y}=6,04,000(₹), e=-0.04$
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5 Mark Each - Statistics STD 12 Commerce Questions - Vidyadip