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Quartile
Definition:
The quartile is a measure of quantile that divides a set of data into four equal parts, called quartiles.
Explanation:
- First Quartile (Q1): The value that 25% of the data falls below.
- Second Quartile (Median): The value that 50% of the data falls below.
- Third Quartile (Q3): The value that 75% of the data falls below.
Formula for Calculating Quartiles:
Q1 = Median - 1 (Q3 - Median)Q3 = Median + 1 (Q3 - Median)
Example:
“`Data: 10, 12, 14, 16, 18, 20, 22, 24, 26
Median = (18 + 20) / 2 = 19
Q1 = 19 – 1 = 18
Q3 = 19 + 1 = 20“`
Applications:
- Comparing quantiles between groups or individuals
- Identifying outliers
- Studying data distribution
- Calculating measures of variability (range, interquartile range)
Notes:
- Quartiles are always ordered in ascending order.
- The median is always the midpoint of the quartile range.
- The range of the quartiles (Q3 – Q1) is called the interquartile range (IQR).
- Quartiles are useful for summarizing and visualizing data distributions.