Ch 2; Describing Distributions w/ Numbers Flashcards

1
Q

Using Numerical Summary of Distribution (2)

A

Center & Variability

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2
Q

Measures of Center (2)

A

Mean (x̃) & Median (M)

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3
Q

Mean

A

Ordinary arithmetic average. (Add values & divide by # of values) (x̃ = (x1, x2, …, xn) / n)

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4
Q

Median

A

Midpoint of distribution. (# where 1/2 observations smaller & 1/2 observations bigger)

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5
Q

How to Find M

A

1) Arrange observations from smallest to largest
2) Odd # observations (M is center observation), Even # observations (M is midway b/w 2 center observations)
3) Locate median by counting (n+1/ 2) observations from start of list

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6
Q

Comparing Mean & Median in a Symmetrical Distribution vs a Skewed Distribution

A

Symmetrical; Mean & Median the same or very close

Skewed; Mean farther out in tail than median

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7
Q

How to Measure Variability

A

Quartiles

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8
Q

How to Find Quartiles

A

1) Arrange observations in increasing order & locate median
2) First Quartile is the median of observations to left of overall median
3) Third Quartile is the median of observations to right of overall median
4) If odd # median, leave out overall median when determining quartiles. If even # median use all observations.

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9
Q

The 5 Number Summary

A

Consists of smallest observation, first quartile, median, third quartile, largest observation.

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10
Q

Box Plot

A

A graph of the 5 number summary. Central box spans quartiles, line in box marks the median, lines extending from box go out to largest/smallest observations

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11
Q

Interquartile Range (IQR)

A

Distance b/w Q1 & Q3 or range that encloses middle 50%.

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12
Q

The 1.5 x IQR Rule for Outliers

A

Call an observations an outlier if falls more than 1.5 x IQR above Q3 or below Q1

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13
Q

Resistant Measure

A

Any aspect of distribution relatively unaffected by changes in the numerical value of a small proportion of the total # of observations, no matter how large changes.

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14
Q

Which Measures are Resistant (2)

A

Median & Quartiles

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15
Q

Which Measures are Not Resistant (2)

A

Mean & Standard Deviation

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16
Q

Standard Deviation (s)

A

Square Root of Variance (s^2)

17
Q

Variance (s^2)

A

Average of the squares of the deviations of the observations from their mean.

18
Q

Best Measures to Describe A Skewed Distribution/ Distribution w/ Strong Outliers

A

5# summary generally better than the mean & standard deviation.

19
Q

Best Measures to Describe a Symmetric Distributions that are Free of Outliers

A

Mean & standard deviation.

20
Q

Mode

A

Most frequently occurring value