{% if sections.time_series_decomposition is defined and sections.time_series_decomposition.chart is defined and sections.time_series_decomposition.chart.images is defined %} {% set images = sections.time_series_decomposition.chart.images %}

📊 〜 Time Series Decomposition

This section shows decomposition of the target series into observed, trend, seasonal, and residual components.

Description Chart
Actual (Observed) KPI values over time before decomposition. {% if images.observed %} Observed series chart {% else %} - {% endif %}
Trend component showing the underlying trend in the data over time. {% if images.trend %} Trend component chart {% else %} - {% endif %}
Seasonal component showing repeating patterns or cycles in the data over time. {% if images.seasonal %} Seasonal component chart {% else %} - {% endif %}
Unexplained residuals after removing trend and seasonal components, indicating noise or irregular patterns in the data. {% if images.residuals %} Residuals component chart {% else %} - {% endif %}
{% endif %}