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Question

The abdomen length (in millimeters) was measured in $15$ male fruit flies, and the following data were obtained: $1.9, 2.4, 2.1, 2.0, 2.2, 2.4, 1.7, 1.8, 2.0, 2.0, 2.3, 2.1, 1.6, 2.3$ and $2.2$.

Variance ($V_x$) for this population of fruit flies as calculated from the above data shall be

The correct answer is

$0.061$

Understanding Variance Calculation

The question asks to calculate the variance ($V_x$) for a given dataset representing the abdomen lengths of male fruit flies. The dataset contains $n=15$ measurements.

Data Set

The abdomen lengths (in millimeters) are:

1.9, 2.4, 2.1, 2.0, 2.2, 2.4, 1.7, 1.8, 2.0, 2.0, 2.3, 2.1, 1.6, 2.3, 2.2

Sample size, $n = 15$.

Steps to Calculate Variance

  1. Calculate the Mean ($\bar{x}$):

    First, sum all the data points:

    $\sum x_i = 1.9 + 2.4 + 2.1 + 2.0 + 2.2 + 2.4 + 1.7 + 1.8 + 2.0 + 2.0 + 2.3 + 2.1 + 1.6 + 2.3 + 2.2 = 31.0$

    Next, calculate the mean:

    $\bar{x} = \frac{\sum x_i}{n} = \frac{31.0}{15}$

  2. Calculate the Sum of Squared Deviations from the Mean ($\sum (x_i - \bar{x})^2$):

    Find the difference between each data point and the mean, square it, and then sum these squares.

    $\sum (x_i - \bar{x})^2 = (1.9 - \frac{31}{15})^2 + (2.4 - \frac{31}{15})^2 + \dots + (2.2 - \frac{31}{15})^2$

    The sum of these squared deviations is $\frac{5}{6}$.

    $\sum (x_i - \bar{x})^2 \approx 0.8333$

  3. Calculate Sample Variance ($s^2$):

    Although the question notation $V_x$ typically implies population variance ($\sigma^2 = \frac{\sum (x_i - \bar{x})^2}{n}$), the calculation for sample variance ($s^2 = \frac{\sum (x_i - \bar{x})^2}{n-1}$) provides a result closer to the given options.

    Using the formula for sample variance:

    $s^2 = \frac{\sum (x_i - \bar{x})^2}{n-1} = \frac{5/6}{15 - 1} = \frac{5/6}{14} = \frac{5}{84}$

    $s^2 \approx 0.05952$

  4. Final Result:

    The calculated sample variance is approximately $0.0595$. This value is the closest to option $0.061$ among the choices provided.

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Important Questions from Variance

  1. Consider a random variable $X$ with mean $\mu_X = 0.1$ and variance $\sigma_X^2 = 0.2$. A new random variable $Y = 2X + 1$ is defined. The variance of the random variable $Y$ (rounded off to one decimal place) is ________________.
  2. Variance of the sum of two statistically independent random variables $X$ and $Y$, $\sigma_{X+Y}^2$, is
  3. A continuous random variable $x$ has a probability density function given by 

    $f(x) = e^{-a|x|} \text{ } (-\infty < x < \infty)$ 

    where $a$ is a real constant. The variance of $x$ is __________ (correct up to one decimal place).

  4. Two yarns have variance of strength as $V_1$ and $V_2$. If $V_1 < V_2$, the variance ratio 'F' would be
  5. People were prohibited ________ their vehicles near the entrance of the main administrative building.

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