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Q4. Suppose you are aggregating data and one of your variables has the following properties: Numerical/continuous data?: Yes Should be increasing with respect to output?:

Q4.

Suppose you are aggregating data and one of your variables has the following properties:

Numerical/continuous data?: Yes

Should be increasing with respect to output?: Yes

Highest value: 23.6

Lowest value: 4.8

Distribution (skewed,normal,uniform etc): normal

Which of the following could be appropriate for transforming the data so that it ranges over the unit interval?

(select all that are reasonable, not just the best one)

Question 4 options:

Standardize to unit interval. Use

x'=0.15(xAM(x))+0.5{"version":"1.1","math":"x'=0.15x-AM(x)+0.5"}

___________________________________

Standardise so that=0,=1{"version":"1.1","math":"=0,=1"}, use

x'=xAM(x){"version":"1.1","math":"x'=x-AM(x)"}

___________________________________

Scale to the unit interval. Use

x'=x4.823.64.8{"version":"1.1","math":"x'=x-4.823.6-4.8"}

___________________________________

Use a log transformation,

x' = ln (x)

___________________________________

Use a piecewise transformation,

x=0.8+0.2x203.6,0.3+0.5x1010,0.3x4.85.2,20

_______________________________________________

Use a negation,

x' = 28.4 - x

___________________________________

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