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DataRobot Tools

Datarobot Create Insights Shap Impact

Tool to request calculation of SHAP Impact insights in DataRobot. Use when you need to understand feature importance based on Shapley values with optional data slicing. SHAP (SHapley Additive exPlanations) Impact provides model-agnostic feature importance by quantifying how much…

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Use Datarobot Create Insights Shap Impact

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Free
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Inputs

  • sourcestring
    Required
    The subset of data used to compute the SHAP Impact insight (e.g., validation, holdout, training, or backtest partitions).
  • entityIdstring
    Required
    ID of the entity (model, custom model, or vector database) for which to calculate SHAP Impact.
  • rowCountinteger
    (Deprecated) The number of rows to use for calculating SHAP Impact. Use quickCompute parameter instead.
  • entityTypestring
    Type of entity for which insights will be calculated. Defaults to 'datarobotModel' if not specified.
  • dataSliceIdstring
    Optional ID of a data slice to filter the data used for SHAP Impact calculation. If provided, the insight will be computed only on the specified data slice.
  • quickComputeboolean
    When enabled, limits the number of rows used from the selected source by default for faster computation. When disabled, all rows are used. Defaults to true.
  • externalDatasetIdstring
    Optional ID of an external dataset to use for SHAP Impact calculation. Use this when computing insights on data not in the training/validation sets.

Observable output

  • data
    Required
    Data from the action execution
  • errorstring
    Error if any occurred during the execution of the action
  • successfulboolean
    Required
    Whether or not the action execution was successful or not

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