Exercise

Interpreting Seasonal-Hybrid ESD output

The Seasonal-Hybrid ESD algorithm provides some useful output for understanding where the anomalies occur within the data.

In particular, the AnomalyDetectionVec() function generates output as a list with the two elements

$anoms, a data frame containing the columns index and anoms
$plot a plot of the time series with anomalies highlighted (if plot = T)

Instructions 1/2

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Use the AnomalyDetectionVec() function to find either large or small anomalies in the river nitrate data assuming a period of 12 and set the plot flag to TRUE.
Assign the result to a new object named river_anomalies.