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Percentiles indicate the value below which a given percentage of observations fall. P25 is the 25th percentile, P50 is the 50th percentile (median), and P75 is the 75th percentile. how did it com Explain

Question

Percentiles indicate the value below which a given percentage of observations fall. P25 is the 25th percentile, P50 is the 50th percentile (median), and P75 is the 75th percentile. how did it com Explain

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Solution

Percentiles are a way of ranking data points in a data set. They are often used in statistics to provide a relative standing of an observed value.

Here's how they work:

  1. Arrange the data in ascending order: The first step in calculating percentiles is to sort your data from smallest to largest.

  2. Determine the percentile rank: The percentile rank is the percentage of values that a particular value is greater than. For example, if you're looking for the 25th percentile (P25), you're looking for the value below which 25% of the data fall.

  3. Use the percentile rank to find the corresponding value: Once you have the percentile rank, you can use it to find the corresponding value in your sorted data set.

For example, if you have a data set of 100 values, the 25th percentile (P25) would be the value below which 25% of the data fall. This would be the 25th value when the data is sorted in ascending order.

Similarly, the 50th percentile (P50) or median would be the value below which 50% of the data fall. This would be the 50th value in the sorted data set.

The 75th percentile (P75) would be the value below which 75% of the data fall. This would be the 75th value in the sorted data set.

In this way, percentiles give you a way to understand the distribution of your data, providing a snapshot of how a particular value compares to the rest of the data set.

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