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articles/machine-learning/how-to-configure-auto-features.md

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The following table shows the accepted settings for `featurization` in the [AutoMLConfig class](/python/api/azureml-train-automl-client/azureml.train.automl.automlconfig.automlconfig).
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Featurization Configuration | Description
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------------- | -------------
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**`"featurization": 'auto'`**| Indicates that as part of preprocessing, [data guardrails and featurization steps](#featurization) are performed automatically. **Default setting**.
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**`"featurization": 'off'`**| Indicates featurization steps shouldn't be done automatically.
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**`"featurization":` `'FeaturizationConfig'`**| Indicates customized featurization step should be used. [Learn how to customize featurization](#customize-featurization).|
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|Featurization Configuration | Description|
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------------- | ------------- |
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|**`"featurization": 'auto'`**| Indicates that as part of preprocessing, [data guardrails and featurization steps](#featurization) are performed automatically. **Default setting**.|
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|**`"featurization": 'off'`**| Indicates featurization steps shouldn't be done automatically.|
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|**`"featurization":` `'FeaturizationConfig'`**| Indicates customized featurization step should be used. [Learn how to customize featurization](#customize-featurization).|
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<a name="featurization"></a>
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Data guardrails will display one of three states: **Passed**, **Done**, or **Alerted**.
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State| Description
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----|----
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**Passed**| No data problems were detected and no user action is required.
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**Done**| Changes were applied to your data. We encourage users to review the corrective actions Automated ML took to ensure the changes align with the expected results.
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**Alerted**| A data issue that could not be remedied was detected. We encourage users to revise and fix the issue.
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|State| Description |
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|----|---- |
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|**Passed**| No data problems were detected and no user action is required. |
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|**Done**| Changes were applied to your data. We encourage users to review the corrective actions Automated ML took to ensure the changes align with the expected results. |
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|**Alerted**| A data issue that could not be remedied was detected. We encourage users to revise and fix the issue.|
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The following table describes the data guardrails currently supported, and the associated statuses that users may come across when submitting their experiment.
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