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  • 00 Data Generation
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00 Data Generation

Data drift Synthetic data Data generation Model monitoring

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Generate 10 years of synthetic data taking into account the dependency columns using the Synthetic Data Generator component. For the first 5 years the data are consistent with the input data. During the remaining 5 years the data drift for the focus column and its and dependent columns. The data generated by this workflow are used to test the model monitoring application able to detect data drift. Learn more about this workflow in the linked blogpost.

External resources

  • How to generate synthetic data for model monitoring
  • Synthetic Data Generator (Numeric) component

Used extensions & nodes

Created with KNIME Analytics Platform version 4.5.2
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    KNIME Base nodes Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.5.2

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    KNIME Data Generation Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.5.0

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    KNIME JavaScript Views Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.5.2

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    KNIME Javasnippet Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.5.0

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    KNIME Math Expression (JEP) Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.5.0

  • Go to item
    KNIME Quick Forms Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.5.2

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    KNIME Statistics Nodes Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.5.0

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