> ## Documentation Index
> Fetch the complete documentation index at: https://aidflow.aigensys.com/llms.txt
> Use this file to discover all available pages before exploring further.

# WoeStabilizerWorker.transform

**def WoeStabilizerWorker.transform**(self, data) [\[source\]](https://github.com/aigensys-labs/aidflow/blob/main/AID/\TRUENAS\aig_modeling_Products\AID\1_0_Lib\AID\data\encode\woe_stabilizer.py#L854)

Select the stable WOE features from the input data.

This is a pass-through selection (no value
transformation) — the WOE values were already computed
in the previous stage. Only the stable features (per
the fit/update verdict) are retained.

#### Parameters

**`data`** : *`pDF`*
Data containing WOE features.

#### Returns

*`WoeStabilizerResult`*
Stable WOE data + full feature lineage metadata.


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