NoiseFloat

Add or subtract a random fraction to the original float value.

Parameters

Name	Description	Default	Required	Supported DB types
column	The name of the column to be affected		Yes	float4, float8
decimal	The decimal of the noised float value (number of digits after the decimal point)	4	No	-
min_ratio	The minimum random percentage for noise, from 0 to 1, e. g. 0.1 means "add noise up to 10%"	0.05	No	-
max_ratio	The maximum random percentage for noise, from 0 to 1, e. g. 0.1 means "add noise up to 10%"		Yes	-
min	Min threshold of noised value		No	-
max	Max threshold of noised value		No	-
engine	The engine used for generating the values [random, hash]. Use hash for deterministic generation	random	No	-

Dynamic parameters

Parameter	Supported types
min	float4, float8, int2, int4, int8
max	float4, float8, int2, int4, int8

Description

The NoiseFloat transformer multiplies the original float value by randomly generated value that is not higher than the max_ratio parameter and not less that max_ratio parameter and adds it to or subtracts it from the original value. Additionally, you can specify the number of decimal digits by using the decimal parameter.

In case you have constraints on the float range, you can set the min and max parameters to specify the threshold values. The values for min and max must have the same format as the column parameter. Parameters min and max support dynamic mode. Engine parameter allows you to choose between random and hash engines for generating values. Read more about the engines

info

If the noised value exceeds the max threshold, the transformer will set the value to max. If the noised value is lower than the min threshold, the transformer will set the value to min.

The engine parameter allows you to choose between random and hash engines for generating values. Read more about the engines in the Transformation engines section.

Example: Adding noise to the purchase price

In this example, the original value of standardprice will be noised up to 50% and rounded up to 2 decimals.

NoiseFloat transformer example

- schema: "purchasing"
  name: "productvendor"
  columns_type_override: # (1)
    lastreceiptcost: "float8"
    standardprice: "float8"
  transformers:
    - name: "NoiseFloat"
      params:
        column: "lastreceiptcost"
        max_ratio: 0.15
        decimal: 2
      dynamic_params:
        min:
          column: "standardprice"

1. The type overrides applied for example because the playground database does not contain any tables with float columns.

Result

Column	OriginalValue	TransformedValue
lastreceiptcost	50.2635	47.87