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AppsDataRobot ToolsDatarobot Create Insights Shap Distributions
DataRobot Tools

Datarobot Create Insights Shap Distributions

Tool to request calculation of SHAP Distributions in DataRobot. Use when you need to analyze the distribution of SHAP values across features with optional data slicing. SHAP (SHapley Additive exPlanations) Distributions help understand how feature values contribute to model pred…

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Use Datarobot Create Insights Shap Distributions

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Inputs

  • sourcestring
    Required
    The subset of data used to compute the SHAP Distributions 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 Distributions.
  • rowCountinteger
    (Deprecated) The number of rows to use for calculating SHAP Impact.
  • 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 Distributions calculation. If provided, the insight will be computed only on the specified data slice.
  • quickComputeboolean
    (Deprecated) Limits the number of rows used from the selected source by default. Cannot be set to False for this insight.
  • externalDatasetIdstring
    Optional ID of an external dataset to use for SHAP Distributions 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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