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KNIME Weather Data Cleaning and Model Training

SarimaDataCleaningIoTPreprocessingTraining
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Jul 1, 2021 11:49 AM
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This workflows reads data from Snowflake database containing sensor readings. Seconds are removed in time stamps and temperature readings are averaged over the hour. Missing timestamps are introduced and filled using Linear Interpolation. Reasonable number of rows are considered for training and testing. Data is partitioned and SARIMA model is trained, finally results are visualized in the component along with original values.

External resources

  • An Introduction to Integrated Deployment
  • S.A.R.I.M.A. Seasonal ARIMA Models with KNIME
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Used extensions & nodes

Created with KNIME Analytics Platform version 4.4.0
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    KNIME Base nodesTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

    knime
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    KNIME DatabaseTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

    knime
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    KNIME Data GenerationTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

    knime
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    KNIME JavaScript ViewsTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

    knime
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    KNIME JavasnippetTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

    knime
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    KNIME Math Expression (JEP)Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

    knime
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    KNIME Python Integration

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

    knime
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    KNIME Quick FormsTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

    knime
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    KNIME Snowflake IntegrationTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

    knime
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    KNIME Statistics NodesTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

    knime

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