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Type:
New Feature
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Resolution: Unresolved
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Priority:
Major - P3
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None
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Affects Version/s: None
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Component/s: None
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Query Integration
Shorthand:
$minMaxScaler: <numeric expression>
Or extended:
$minMaxScaler: { input: <numeric expression>, min: <constant numeric expression>, max: <constant numeric expression> }
Using the defaults for min and max (0 and 1 respectively), given a sequence of numbers in the window
X = x0, x1, … xn, this will calculate:
minMaxScaler(xi) =(xi -min(X)) / (max(X) -min(X))
Now adding parameters smin and smax, for the fully general case we get:
minMaxScaler(xi, smin, smax) =((xi -min(X)) / (max(X) -min(X))*(smax-smin) +smin
You can see that these new terms just adjust the value between 0 and 1 to be in the domain (smin, smax)