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Time Series

This directory contains 17 workflows.

Inspect Seasonality 

This component calculates autocorrelation with Pearson Correlation for lagged copies of time series. Additionally, it produces an interactive view that […]

Remove Seasonality 

Removes seasonality trend in input data. Required extensions: KNIME Quick Forms […]

Return Seasonality 

Re-add seasonality back into the input data. Required extensions: KNIME Quick Forms […]

SARIMA Learner 

Trains a Seasonal AutoRegressive Integrated Moving Average (SARIMA) model. SARIMA models capture temporal structures in time series data in the following […]

SARIMA Predictor 

Computes predictions from an estimated Seasonal AutoRegressive Integrated Moving Average (SARIMA) model. Two types of predictions are computed: 1. […]

Spark Lag Column 

This component copies column values from preceding rows into the current row in a Spark DataFrame/RDD. The component can be used to - make a copy of the […]

Timestamp Alignment 

This component checks whether the selected timestamp column is uniformly sampled in the selected time scale. Missing values will be inserted at skipped […]