diff --git a/nannyml/plots/components/figure.py b/nannyml/plots/components/figure.py
index 446223d1..1fb466cf 100644
--- a/nannyml/plots/components/figure.py
+++ b/nannyml/plots/components/figure.py
@@ -181,6 +181,7 @@ def add_confidence_band(
                 line=dict(shape='hv', color='rgba(0,0,0,0)'),
                 hoverinfo='skip',
                 showlegend=False,
+                connectgaps=True,
                 **kwargs,
             ),
             **subplot_args,
@@ -196,6 +197,7 @@ def add_confidence_band(
                 fillcolor='rgba{}'.format(matplotlib.colors.to_rgba(matplotlib.colors.to_rgb(color), alpha=0.2)),
                 hoverinfo='skip',
                 showlegend=show_in_legend,
+                connectgaps=True,
                 **kwargs,
             ),
             **subplot_args,