RandomChoice
Replace values randomly chosen from a provided list.
Parameters¶
Name | Description | Default | Required | Supported DB types |
---|---|---|---|---|
column | The name of the column to be affected | Yes | any | |
values | A list of values in any format. The string with value \N is considered NULL. |
Yes | - | |
validate | Performs a decoding procedure via the PostgreSQL driver using the column type to ensure that values have correct type | true |
No | |
keep_null | Indicates whether NULL values should be replaced with transformed values or not | true |
No | |
engine | The engine used for generating the values [random , hash ]. Use hash for deterministic generation |
random |
No | - |
Description¶
The RandomChoice
transformer replaces one randomly chosen value from the list provided in the values
parameter. You
can use the validate
parameter to ensure that values are correct before applying the transformation. The behaviour for
NULL values can be configured using the keep_null
parameter.
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: Choosing randomly from provided dates¶
In this example, the provided values undergo validation through PostgreSQL driver decoding, and one value is randomly chosen from the list.
RandomChoice transformer example
- schema: "humanresources"
name: "jobcandidate"
transformers:
- name: "RandomChoice"
params:
column: "modifieddate"
validate: true
engine: hash
values:
- "2023-12-21 07:41:06.891"
- "2023-12-21 07:41:06.896"
Result
Column | OriginalValue | TransformedValue |
---|---|---|
modifieddate | 2007-06-23 00:00:00 | 2023-12-21 07:41:06.891 |