diff --git a/frontend/src/app/components/mempool-graph/mempool-graph.component.ts b/frontend/src/app/components/mempool-graph/mempool-graph.component.ts
index d31044be9..935e79b2c 100644
--- a/frontend/src/app/components/mempool-graph/mempool-graph.component.ts
+++ b/frontend/src/app/components/mempool-graph/mempool-graph.component.ts
@@ -136,7 +136,7 @@ export class MempoolGraphComponent implements OnInit, OnChanges {
   }
 
   generateCountArray(mempoolStats: OptimizedMempoolStats[]) {
-    return mempoolStats.map(stats => [stats.added * 1000, stats.count]);
+    return mempoolStats.filter(stats => stats.count > 0).map(stats => [stats.added * 1000, stats.count]);
   }
 
   mountFeeChart() {