"Five-number summary and interquartile range"
Overview of the Five-Number Summary and Interquartile Range
- The five-number summary is a descriptive statistic that provides a quick overview of a dataset. It consists of the following components:
- Minimum: Lowest data value.
- Lower Quartile (Q1): The median of the lower half of the data (25th percentile).
- Median (Q2): Middle value of the ordered data set (50th percentile).
- Upper Quartile (Q3): The median of the upper half of the data (75th percentile).
- Maximum: Highest data value.
Steps to Calculate Five-Number Summary
Order the Data: Start with organizing the data from least to greatest.
Example Data: [51, 51, 53, 57, 57, 63, 64, 70, 73, 76, 77, 79, 81, 83]
Determine the Minimum and Maximum:
- Minimum: 51
- Maximum: 83
Calculate the Median:
- For an ordered list with an odd number of values, the median is the middle value.
- For even numbers, average the two middle numbers.
- Given the data above, the median is 70
Find Lower and Upper Quartiles:
- Lower Quartile (Q1): Median of the lower half (values left of the median).
- Values: [51, 51, 53, 57, 57, 63, 64]
- Q1 Calculation: rac{57 + 57}{2} = 57
- Upper Quartile (Q3): Median of the upper half (values right of the median).
- Values: [73, 76, 77, 79, 81, 83]
- Q3 Calculation: rac{79 + 81}{2} = 80
- Lower Quartile (Q1): Median of the lower half (values left of the median).
Calculate the Interquartile Range (IQR):
- IQR = Q3 - Q1
- IQR Calculation: 80 - 57 = 23
Summary of Results:
- Minimum: 51
- Lower Quartile (Q1): 57
- Median (Q2): 70
- Upper Quartile (Q3): 80
- Maximum: 83
- Interquartile Range (IQR): 23