Lecture 4 - Measures of Spread - Range, Variance, Standard Deviation, IQR Flashcards
Relationship between Shape and Center
Skewed Left - Report median (Q2)
- Robust, not affected by outliers
Symmetric - typically report mean
Skewed, right - Report Q2 (median)
Question
For the following data
2, 1, 3, 1, 1, 2, 1
which of the following is true:
A) The median is less than the mean.
B) The mode is equal to the median.
C) The shape of the data is skewed right
D) All of the above
E) None of the above
1, 1, 1, 1, 2, 2, 3
D) All of the above
Measures of Spread
Range
Difference between the largest and smallest data values
Sample Variance and Standard Deviation
Deviation
A measure of spread might be the average deviation, avg. deviation always = 0
Sample Variance and Standard Deviation
Varience
Average of the squared deviations
Units2 (m2, kg2)
Sample Variance and Standard Deviation
Varience Formulas
Sample Variance and Standard Deviation
Sample Variance, sx2
(or Variance)
sx2
Average of the squared deviations
Sample Variance and Standard Deviation
Standard Deviation, sx
sx=√sx2
square root of variance
Standard deviation has the same units as the data
Why n-1?
Variance Calculation
Calculate the standard deviation
Quartiles
Calculating Quartiles
Calculating 𝑸1
- Find the median, 𝑄2
- Remove all data values positionally at the median or above
- Calculate the median of the remaining data and call it 𝑄1
Calculating 𝑸3
- Find the median, 𝑄2
- Remove all data values positionally at the median or below
- Calculate the median of the remaining data and call it 𝑄3
Example
Find the third quartile for the following dataset: 2, 3, 3, 4, 7, 8