.. _auto_dataset_analyze_robustness:

*DATASET ANALYZE ROBUSTNESS*
============================

Analyzes the robustness of a dataset by evaluating how stable the relationship between input features and target variables is across the data. Use this worker to assess whether a dataset is reliable and well-conditioned before model training or design-exploration studies.

When to use
-----------

Classification: **process**.

Tagged: ``data_quality``, ``dataset``, ``eda``, ``feature_analysis``, ``robustness``.

Inputs
------

.. list-table::
   :header-rows: 1
   :widths: 20 20 20 20 20 20

   * - Label
     - ID
     - Type
     - Default
     - Required
     - Description
   * - Dataset
     - dataset_1
     - dataset
     - —
     - ✓
     - The tabular dataset to be analyzed; must contain both input feature columns and target columns as named fields.
   * - Inputs
     - inputs
     - text
     - —
     - ✓
     - One or more column names from dataset_1 to treat as input (predictor) features for the robustness analysis; select all relevant design or measurement variables.
   * - Targets
     - targets
     - text
     - —
     - ✓
     - One or more column names from dataset_1 to treat as response (target) variables whose sensitivity to the inputs will be assessed.

Outputs
-------

.. list-table::
   :header-rows: 1
   :widths: 20 20 20 20

   * - Label
     - ID
     - Type
     - Description
   * - Robustness Analysis
     - robustness_analysis
     - dataset
     - A dataset containing the computed robustness metrics (e.g., stability scores, variance contributions) for each input–target combination, suitable for downstream reporting or decision-making.

Disciplines
-----------

- ai_ml.preprocessing
- ai_ml.prognosis
- data.statistics

Runnable example
----------------

A runnable example is registered for this worker. Open the example workflow on the d3VIEW canvas: `/api/workflow/example?id=dataset_analyze_robustness <https://www.d3view.com/api/workflow/example?id=dataset_analyze_robustness>`_

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   Auto-generated from <code>transformation</code> schema. Worker id: <code>dataset_analyze_robustness</code>. Schema hash: <code>9e70020657ea</code>. Hand-curated docs in <code>workerexamples/</code> override this page when present.
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