diff --git a/docs/_quarto.yml b/docs/_quarto.yml
index 4bf6f66..12fbed9 100644
--- a/docs/_quarto.yml
+++ b/docs/_quarto.yml
@@ -285,6 +285,9 @@ website:
                   - section:
                     href: notes/predictive-modeling/regression/time-series-forecasting.qmd
                     text: "Time Series Forecasting"
+                  - section:
+                    href: notes/predictive-modeling/regression/seasonality.qmd
+                    text: "Seasonality Analysis"
 
                   - section:
                     href: notes/predictive-modeling/regression/autoregressive-models.qmd
diff --git a/docs/notes/predictive-modeling/regression/time-series-forecasting.qmd b/docs/notes/predictive-modeling/regression/time-series-forecasting.qmd
index 8720993..6108f00 100644
--- a/docs/notes/predictive-modeling/regression/time-series-forecasting.qmd
+++ b/docs/notes/predictive-modeling/regression/time-series-forecasting.qmd
@@ -1,11 +1,6 @@
----
-format:
-  html:
-    code-overflow: scroll
----
-
 # Regression for Time Series Forecasting
 
+
 Let's explore an example of how to use regression to perform trend analysis with time series data.
 
 ```{python}