diff --git a/frigate/http.py b/frigate/http.py
index f1ecb7025..e24938d88 100644
--- a/frigate/http.py
+++ b/frigate/http.py
@@ -751,28 +751,6 @@ def hourly_timeline_activity(camera_name: str):
             }
         )
 
-    # process data to make data counts relative
-    for hour, data in hours.items():
-        motion_values = np.asarray(list(map(lambda m: m["count"], data)))
-        avg = motion_values.mean()
-        std = motion_values.std()
-
-        for idx, motion in enumerate(motion_values):
-            if motion < (avg - (std * 2)):
-                value = 1
-            elif motion < (avg - std):
-                value = 2
-            elif motion < avg:
-                value = 3
-            elif motion < (avg + std):
-                value = 4
-            elif motion < (avg + (std * 2)):
-                value = 5
-            else:
-                value = 6
-
-            hours[hour][idx]["count"] = value
-
     return jsonify(hours)
 
 
diff --git a/web/src/components/graph/TimelineGraph.tsx b/web/src/components/graph/TimelineGraph.tsx
index 2525ab4a7..ddffe59ac 100644
--- a/web/src/components/graph/TimelineGraph.tsx
+++ b/web/src/components/graph/TimelineGraph.tsx
@@ -54,6 +54,8 @@ export default function TimelineGraph({ id, data }: TimelineGraphProps) {
           labels: {
             show: false,
           },
+          logarithmic: true,
+          logBase: 10,
         },
       }}
       series={data}
diff --git a/web/src/pages/UIPlayground.tsx b/web/src/pages/UIPlayground.tsx
index 1359f77bf..b1270de99 100644
--- a/web/src/pages/UIPlayground.tsx
+++ b/web/src/pages/UIPlayground.tsx
@@ -9,6 +9,8 @@ import { Event } from "@/types/event";
 import ActivityIndicator from "@/components/ui/activity-indicator";
 import { useApiHost } from "@/api";
 import TimelineScrubber from "@/components/playground/TimelineScrubber";
+import TimelineGraph from "@/components/graph/TimelineGraph";
+import { GraphDataPoint } from "@/types/graph";
 
 // Color data
 const colors = [
@@ -74,6 +76,36 @@ function UIPlayground() {
     "events",
     { limit: 10, after: recentTimestamp },
   ]);
+  const { data: recordingSegments } = useSWR<RecordingSegment[]>([
+    "front_cam/recordings",
+    { before: 1704211200, after: 1704207600 },
+  ]);
+
+  const graphData = useMemo(() => {
+    if (!recordingSegments) {
+      return { motion: [], objects: [] };
+    }
+
+    const motion: GraphDataPoint[] = [];
+    const objects: GraphDataPoint[] = [];
+
+    recordingSegments
+      .forEach((seg) => {
+        if (seg.objects > 0) {
+          objects.push({
+            x: new Date((seg.start_time + 5) * 1000),
+            y: seg.motion,
+          });
+        } else {
+          motion.push({
+            x: new Date((seg.start_time + 5) * 1000),
+            y: seg.motion,
+          });
+        }
+      });
+
+    return { motion, objects };
+  }, [recordingSegments]);
 
   return (
     <>
@@ -91,12 +123,28 @@ function UIPlayground() {
       {config && (
         <div>
           {events && events.length > 0 && (
-            <>
+            <div className="relative">
               <ActivityScrubber
-                items={eventsToScrubberItems(events)}
+                items={[]}
+                options={{
+                  start: new Date(1704207600000),
+                  end: new Date(1704211200000),
+                }}
                 selectHandler={onSelect}
               />
-            </>
+              <div className="w-full absolute left-0 top-0 h-[84px]">
+                <TimelineGraph
+                  id="test"
+                  data={[
+                    {
+                      name: "Motion",
+                      data: graphData.motion,
+                    },
+                    { name: "Active Objects", data: graphData.objects },
+                  ]}
+                />
+              </div>
+            </div>
           )}
         </div>
       )}
diff --git a/web/src/types/history.ts b/web/src/types/history.ts
index f54344871..e925de2e1 100644
--- a/web/src/types/history.ts
+++ b/web/src/types/history.ts
@@ -56,6 +56,12 @@ interface HistoryFilter extends FilterType {
   detailLevel: "normal" | "extra" | "full";
 }
 
+type HistoryTimeline = {
+  start: number;
+  end: number;
+  playbackItems: TimelinePlayback[];
+};
+
 type TimelinePlayback = {
   camera: string;
   range: { start: number; end: number };
diff --git a/web/src/types/record.ts b/web/src/types/record.ts
index 733be1d04..614d223a8 100644
--- a/web/src/types/record.ts
+++ b/web/src/types/record.ts
@@ -18,3 +18,13 @@ type RecordingSegment = {
   objects: number;
   segment_size: number;
 };
+
+type RecordingActivity = {
+  [hour: number]: RecordingSegmentActivity[];
+};
+
+type RecordingSegmentActivity = {
+  date: number;
+  count: number;
+  type: "motion" | "objects";
+};
diff --git a/web/src/utils/historyUtil.ts b/web/src/utils/historyUtil.ts
index 78bfe77cb..d9c6b88c0 100644
--- a/web/src/utils/historyUtil.ts
+++ b/web/src/utils/historyUtil.ts
@@ -107,13 +107,14 @@ export function getTimelineHoursForDay(
   cards: CardsData,
   allPreviews: Preview[],
   timestamp: number
-): TimelinePlayback[] {
+): HistoryTimeline {
   const now = new Date();
   const data: TimelinePlayback[] = [];
   const startDay = new Date(timestamp * 1000);
   startDay.setHours(23, 59, 59, 999);
   const dayEnd = startDay.getTime() / 1000;
   startDay.setHours(0, 0, 0, 0);
+  const startTimestamp = startDay.getTime() / 1000;
   let start = startDay.getTime() / 1000;
   let end = 0;
 
@@ -134,7 +135,7 @@ export function getTimelineHoursForDay(
   });
 
   if (dayIdx == undefined) {
-    return [];
+    return { start: 0, end: 0, playbackItems: [] };
   }
 
   const day = cards[dayIdx];
@@ -179,5 +180,5 @@ export function getTimelineHoursForDay(
     start = startDay.getTime() / 1000;
   }
 
-  return data.reverse();
+  return { start: startTimestamp, end, playbackItems: data.reverse() };
 }
diff --git a/web/src/views/history/DesktopTimelineView.tsx b/web/src/views/history/DesktopTimelineView.tsx
index 72fbd9b6d..7eed71d3c 100644
--- a/web/src/views/history/DesktopTimelineView.tsx
+++ b/web/src/views/history/DesktopTimelineView.tsx
@@ -10,6 +10,8 @@ import useSWR from "swr";
 import Player from "video.js/dist/types/player";
 import TimelineItemCard from "@/components/card/TimelineItemCard";
 import { getTimelineHoursForDay } from "@/utils/historyUtil";
+import { GraphDataPoint } from "@/types/graph";
+import TimelineGraph from "@/components/graph/TimelineGraph";
 
 type DesktopTimelineViewProps = {
   timelineData: CardsData;
@@ -166,6 +168,50 @@ export default function DesktopTimelineView({
     []
   );
 
+  const { data: activity } = useSWR<RecordingActivity>(
+    [
+      `${initialPlayback.camera}/recording/hourly/activity`,
+      {
+        after: timelineStack.start,
+        before: timelineStack.end,
+        timezone,
+      },
+    ],
+    { revalidateOnFocus: false }
+  );
+  const timelineGraphData = useMemo(() => {
+    if (!activity) {
+      return {};
+    }
+
+    const graphData: {
+      [hour: string]: { objects: GraphDataPoint[]; motion: GraphDataPoint[] };
+    } = {};
+
+    Object.entries(activity).forEach(([hour, data]) => {
+      const objects: GraphDataPoint[] = [];
+      const motion: GraphDataPoint[] = [];
+
+      data.forEach((seg) => {
+        if (seg.type == "objects") {
+          objects.push({
+            x: new Date(seg.date * 1000),
+            y: seg.count,
+          });
+        } else {
+          motion.push({
+            x: new Date(seg.date * 1000),
+            y: seg.count,
+          });
+        }
+      });
+
+      graphData[hour] = { objects, motion };
+    });
+
+    return graphData;
+  }, [activity]);
+
   if (!config) {
     return <ActivityIndicator />;
   }
@@ -271,14 +317,18 @@ export default function DesktopTimelineView({
         </div>
       </div>
       <div className="m-1 max-h-72 2xl:max-h-80 3xl:max-h-96 overflow-auto">
-        {timelineStack.map((timeline) => {
+        {timelineStack.playbackItems.map((timeline) => {
           const isSelected =
             timeline.range.start == selectedPlayback.range.start;
+          const graphData = timelineGraphData[timeline.range.start];
 
           return (
             <div
               key={timeline.range.start}
-              className={`p-2 ${isSelected ? "bg-secondary bg-opacity-30 rounded-md" : ""}`}
+              className={`relative p-2 ${
+                isSelected ? "bg-secondary bg-opacity-30 rounded-md" : ""
+                }`}
+              onClick={() => setSelectedPlayback(timeline)}
             >
               <ActivityScrubber
                 items={[]}
@@ -324,9 +374,6 @@ export default function DesktopTimelineView({
                   setScrubbing(false);
                   playerRef.current?.play();
                 }}
-                doubleClickHandler={() => {
-                  setSelectedPlayback(timeline);
-                }}
                 selectHandler={(data) => {
                   if (data.items.length > 0) {
                     const selected = data.items[0];
@@ -338,6 +385,20 @@ export default function DesktopTimelineView({
                   }
                 }}
               />
+              {graphData && (
+                <div className="w-full absolute left-0 top-0 h-[84px]">
+                  <TimelineGraph
+                    id={timeline.range.start.toString()}
+                    data={[
+                      {
+                        name: "Motion",
+                        data: graphData.motion,
+                      },
+                      { name: "Active Objects", data: graphData.objects },
+                    ]}
+                  />
+                </div>
+              )}
             </div>
           );
         })}