diff --git a/valhalla/jawn/src/controllers/public/requestController.ts b/valhalla/jawn/src/controllers/public/requestController.ts
index 6e9cec0c4..50c67fa4c 100644
--- a/valhalla/jawn/src/controllers/public/requestController.ts
+++ b/valhalla/jawn/src/controllers/public/requestController.ts
@@ -273,8 +273,6 @@ export class RequestController extends Controller {
       requestBody.filter
     );
 
-    console.log("length of clusters", clusters.data?.length);
-
     if (clusters.error) {
       this.setStatus(500);
     } else {
diff --git a/valhalla/jawn/src/lib/handlers/EmbeddingsHandler.ts b/valhalla/jawn/src/lib/handlers/EmbeddingsHandler.ts
index f3e0db68b..a654aa672 100644
--- a/valhalla/jawn/src/lib/handlers/EmbeddingsHandler.ts
+++ b/valhalla/jawn/src/lib/handlers/EmbeddingsHandler.ts
@@ -49,7 +49,7 @@ export class EmbeddingsHandler extends AbstractLogHandler {
 
     try {
       const embedding = await openai.embeddings.create({
-        input: JSON.stringify(request.properties), // TODO: is this the right thing to do?
+        input: JSON.stringify(requestBody), // TODO: is this the right thing to do?
         model: "text-embedding-3-small",
       });
 
diff --git a/web/components/templates/clusters/clustersPage.tsx b/web/components/templates/clusters/clustersPage.tsx
index e8bede086..49464b972 100644
--- a/web/components/templates/clusters/clustersPage.tsx
+++ b/web/components/templates/clusters/clustersPage.tsx
@@ -50,20 +50,19 @@ const ClustersPage = () => {
     <div className="flex flex-col gap-4">
       <h1>Clusters</h1>
       <Plot
-        data={[
-          {
-            x: clusters.map((c) => c?.x ?? 0),
-            y: clusters.map((c) => c?.y ?? 0),
-            type: "scatter",
-            mode: "markers",
-            text: clusters.map((c) => c?.cluster ?? ""),
-            marker: {
-              size: 10,
-              color: clusters.map((c) => c?.cluster ?? 0),
-            },
-            hovertext: clusters.map((c) => c?.request_id ?? ""),
-          },
-        ]}
+        data={uniqueClusters.map((cluster) => ({
+          x: clusters
+            .filter((c) => c?.cluster === cluster)
+            .map((c) => c?.x ?? 0),
+          y: clusters
+            .filter((c) => c?.cluster === cluster)
+            .map((c) => c?.y ?? 0),
+          type: "scattergl",
+          mode: "markers",
+          hovertext: clusters
+            .filter((c) => c?.cluster === cluster)
+            .map((c) => c?.request_id ?? ""),
+        }))}
         onClick={(data) => {
           console.log(data);
           // @ts-ignore
@@ -75,6 +74,8 @@ const ClustersPage = () => {
         }}
         layout={{
           title: "Clusters",
+          plot_bgcolor: "transparent",
+          paper_bgcolor: "transparent",
         }}
       />