diff --git a/osu.Game/Screens/Ranking/Statistics/HitEventTimingDistributionGraph.cs b/osu.Game/Screens/Ranking/Statistics/HitEventTimingDistributionGraph.cs
index 8ec7e863b1..527da429ed 100644
--- a/osu.Game/Screens/Ranking/Statistics/HitEventTimingDistributionGraph.cs
+++ b/osu.Game/Screens/Ranking/Statistics/HitEventTimingDistributionGraph.cs
@@ -48,7 +48,7 @@ namespace osu.Game.Screens.Ranking.Statistics
         /// <param name="hitEvents">The <see cref="HitEvent"/>s to display the timing distribution of.</param>
         public HitEventTimingDistributionGraph(IReadOnlyList<HitEvent> hitEvents)
         {
-            this.hitEvents = hitEvents;
+            this.hitEvents = hitEvents.Where(e => !(e.HitObject.HitWindows is HitWindows.EmptyHitWindows)).ToList();
         }
 
         [BackgroundDependencyLoader]