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Randomize Time

Goal

Write randomize rule logic to

  • Takes the original values of the type time, and adds random noise
  • Specify the random noise by using the offset and flat-noise parameters (percentage-noise excluded)

Ano Structure and Example

        ...
randomize <column> <rule-name>
type time
format %tT
convert String2Time
offset <offset>
flat-noise <flat-noise>
...
  • type: time
  • format: %tT - time format
  • convert: String2Time - a built-in conversion function.
  • offset: A fixed (double) value, in seconds, that is added to the original value.
  • flat-noise: A fixed noise value, in seconds, that is multiplied with the random number r
    • large flat-noise - larger spread of generated values

Noise Formula

  1. A random number r is drawn (at runtime) from the Standard Normal (Gaussian) Distribution Function
  2. We use r, together with given noise parameters to add noise to the original value

Noise formula for time

original_value + offset + (flat-noise * r)