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Which one of the following is  not the characteristics of normal distribution?
Question

Which one of the following is  not the characteristics of normal distribution?

A.

Bell - shaped and symmetric

B.

Mean, Median and Mode of the distribution are equal

C.

The total area under the curve for the normal probability distribution is one

D.

The two tails of the distribution in both the directions touches the horizontal axis

Correct option is D


The correct answer is (d) The two tails of the distribution in both the directions touches the horizontal axis.
In a normal distribution, the curve is asymptotic to the horizontal axis. This means the tails extend infinitely in both directions, getting closer and closer to the x-axis but never actually touching or crossing it.
Information Booster
· Symmetry: The curve is perfectly symmetrical around the center; the left half is a mirror image of the right.
· Central Tendency: For a perfectly normal distribution, the relationship is $Mean = Median = Mode$.
· Total Probability: The area under the entire curve is exactly 1 (or 100%), representing the total probability.
· Empirical Rule: Approximately 68%, 95%, and 99.7% of data points fall within one, two, and three standard deviations of the mean, respectively.
Additional Knowledge
· Bell-shaped and symmetric: This is a defining physical trait; any skewness would make it a non-normal distribution.
· Mean, Median and Mode are equal: This occurs because the peak (mode) is in the exact middle of the symmetric spread.
· Total area is one: This is a fundamental requirement for any continuous probability density function.

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