diff --git a/docker/main/requirements-wheels.txt b/docker/main/requirements-wheels.txt
index f4167744e..5c98571be 100644
--- a/docker/main/requirements-wheels.txt
+++ b/docker/main/requirements-wheels.txt
@@ -7,6 +7,7 @@ numpy == 1.23.*
 onvif_zeep == 0.2.12
 opencv-python-headless == 4.7.0.*
 paho-mqtt == 1.6.*
+pandas == 2.1.4
 peewee == 3.17.*
 peewee_migrate == 1.12.*
 psutil == 5.9.*
diff --git a/frigate/http.py b/frigate/http.py
index 4c7a01b67..1d9875405 100644
--- a/frigate/http.py
+++ b/frigate/http.py
@@ -16,6 +16,7 @@ from urllib.parse import unquote
 
 import cv2
 import numpy as np
+import pandas as pd
 import pytz
 import requests
 from flask import (
@@ -739,41 +740,59 @@ def hourly_timeline_activity(camera_name: str):
 
     # set initial start so data is representative of full hour
     hours[int(key.timestamp())].append(
-        {
-            "date": key.timestamp(),
-            "count": 0,
-            "type": "motion",
-        }
+        [
+            key.timestamp(),
+            0,
+            False,
+        ]
     )
 
     for recording in all_recordings:
         if recording.start_time > check:
             hours[int(key.timestamp())].append(
-                {
-                    "date": (key + timedelta(hours=1)).timestamp(),
-                    "count": 0,
-                    "type": "motion",
-                }
+                [
+                    (key + timedelta(minutes=59, seconds=59)).timestamp(),
+                    0,
+                    False,
+                ]
             )
             key = key + timedelta(hours=1)
             check = (key + timedelta(hours=1)).timestamp()
             hours[int(key.timestamp())].append(
-                {
-                    "date": key.timestamp(),
-                    "count": 0,
-                    "type": "motion",
-                }
+                [
+                    key.timestamp(),
+                    0,
+                    False,
+                ]
             )
 
-        data_type = "motion" if recording.objects == 0 else "objects"
+        data_type = recording.objects > 0
         hours[int(key.timestamp())].append(
-            {
-                "date": recording.start_time + (recording.duration / 2),
-                "count": recording.motion,
-                "type": data_type,
-            }
+            [
+                recording.start_time + (recording.duration / 2),
+                recording.motion,
+                data_type,
+            ]
         )
 
+    # resample data using pandas to get activity on minute to minute basis
+    for key, data in hours.items():
+        df = pd.DataFrame(data, columns=["date", "count", "hasObjects"])
+
+        # set date as datetime index
+        df["date"] = pd.to_datetime(df["date"], unit="s")
+        df.set_index(["date"], inplace=True)
+
+        # normalize data
+        df["count"] = np.log10(df["count"], where=df["count"] > 0)
+        df = df.resample("T").mean().fillna(0)
+
+        # change types for output
+        df.index = (df.index.astype(int) // (10 ** 9))
+        df["count"] = df["count"].astype(int)
+        df["hasObjects"] = df["hasObjects"].astype(bool)
+        hours[key] = df.reset_index().to_dict('records')
+
     return jsonify(hours)
 
 
diff --git a/web/src/components/graph/TimelineGraph.tsx b/web/src/components/graph/TimelineGraph.tsx
index ddffe59ac..3cc7e22e4 100644
--- a/web/src/components/graph/TimelineGraph.tsx
+++ b/web/src/components/graph/TimelineGraph.tsx
@@ -4,17 +4,34 @@ import Chart from "react-apexcharts";
 type TimelineGraphProps = {
   id: string;
   data: GraphData[];
+  start: number;
+  end: number;
+  objects: number[];
 };
 
 /**
  * A graph meant to be overlaid on top of a timeline
  */
-export default function TimelineGraph({ id, data }: TimelineGraphProps) {
+export default function TimelineGraph({
+  id,
+  data,
+  start,
+  end,
+  objects,
+}: TimelineGraphProps) {
   return (
     <Chart
       type="bar"
       options={{
-        colors: ["#991b1b", "#06b6d4", "#ea580c"],
+        colors: [
+          ({ dataPointIndex }: { dataPointIndex: number }) => {
+            if (objects.includes(dataPointIndex)) {
+              return "#06b6d4";
+            } else {
+              return "#991b1b";
+            }
+          },
+        ],
         chart: {
           id: id,
           selection: {
@@ -30,11 +47,27 @@ export default function TimelineGraph({ id, data }: TimelineGraphProps) {
         dataLabels: { enabled: false },
         grid: {
           show: false,
+          padding: {
+            bottom: 20,
+            top: -12,
+            left: -20,
+            right: 0,
+          },
         },
         legend: {
           show: false,
           position: "top",
         },
+        plotOptions: {
+          bar: {
+            columnWidth: "100%",
+            barHeight: "100%",
+            hideZeroBarsWhenGrouped: true,
+          },
+        },
+        stroke: {
+          width: 0,
+        },
         tooltip: {
           enabled: false,
         },
@@ -49,13 +82,16 @@ export default function TimelineGraph({ id, data }: TimelineGraphProps) {
           labels: {
             show: false,
           },
+          min: start,
+          max: end,
         },
         yaxis: {
+          axisBorder: {
+            show: false,
+          },
           labels: {
             show: false,
           },
-          logarithmic: true,
-          logBase: 10,
         },
       }}
       series={data}
diff --git a/web/src/pages/ConfigEditor.tsx b/web/src/pages/ConfigEditor.tsx
index 332e31855..629570d91 100644
--- a/web/src/pages/ConfigEditor.tsx
+++ b/web/src/pages/ConfigEditor.tsx
@@ -122,7 +122,7 @@ function ConfigEditor() {
   }
 
   return (
-    <div className="absolute top-24 bottom-16 right-0 left-0 md:left-24 lg:left-40">
+    <div className="absolute top-28 bottom-16 right-0 left-0 md:left-24 lg:left-60">
       <div className="lg:flex justify-between mr-1">
         <Heading as="h2">Config</Heading>
         <div>
diff --git a/web/src/types/record.ts b/web/src/types/record.ts
index 614d223a8..7be7edb8a 100644
--- a/web/src/types/record.ts
+++ b/web/src/types/record.ts
@@ -26,5 +26,5 @@ type RecordingActivity = {
 type RecordingSegmentActivity = {
   date: number;
   count: number;
-  type: "motion" | "objects";
+  hasObjects: boolean;
 };
diff --git a/web/src/utils/historyUtil.ts b/web/src/utils/historyUtil.ts
index d9c6b88c0..94eaf2941 100644
--- a/web/src/utils/historyUtil.ts
+++ b/web/src/utils/historyUtil.ts
@@ -149,10 +149,8 @@ export function getTimelineHoursForDay(
 
     end = startDay.getTime() / 1000;
     const hour = Object.values(day).find((cards) => {
-      if (
-        Object.values(cards)[0].time < start ||
-        Object.values(cards)[0].time > end
-      ) {
+      const card = Object.values(cards)[0];
+      if (card == undefined || card.time < start || card.time > end) {
         return false;
       }
 
diff --git a/web/src/views/history/DesktopTimelineView.tsx b/web/src/views/history/DesktopTimelineView.tsx
index bbdd9625d..1aadefbda 100644
--- a/web/src/views/history/DesktopTimelineView.tsx
+++ b/web/src/views/history/DesktopTimelineView.tsx
@@ -185,25 +185,22 @@ export default function DesktopTimelineView({
     }
 
     const graphData: {
-      [hour: string]: { objects: GraphDataPoint[]; motion: GraphDataPoint[] };
+      [hour: string]: { objects: number[]; motion: GraphDataPoint[] };
     } = {};
 
     Object.entries(activity).forEach(([hour, data]) => {
-      const objects: GraphDataPoint[] = [];
+      const objects: number[] = [];
       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,
-          });
+      data.forEach((seg, idx) => {
+        if (seg.hasObjects) {
+          objects.push(idx);
         }
+
+        motion.push({
+          x: new Date(seg.date * 1000),
+          y: seg.count,
+        });
       });
 
       graphData[hour] = { objects, motion };
@@ -316,7 +313,7 @@ export default function DesktopTimelineView({
           })}
         </div>
       </div>
-      <div className="m-1 max-h-72 2xl:max-h-80 3xl:max-h-96 overflow-auto">
+      <div className="m-1 w-full max-h-72 2xl:max-h-80 3xl:max-h-96 overflow-auto">
         {timelineStack.playbackItems.map((timeline) => {
           const isSelected =
             timeline.range.start == selectedPlayback.range.start;
@@ -386,7 +383,7 @@ export default function DesktopTimelineView({
                 doubleClickHandler={() => setSelectedPlayback(timeline)}
               />
               {isSelected && graphData && (
-                <div className="w-full absolute left-0 top-0 h-[84px]">
+                <div className="absolute left-2 right-2 top-0 h-[84px]">
                   <TimelineGraph
                     id={timeline.range.start.toString()}
                     data={[
@@ -394,8 +391,10 @@ export default function DesktopTimelineView({
                         name: "Motion",
                         data: graphData.motion,
                       },
-                      { name: "Active Objects", data: graphData.objects },
                     ]}
+                    objects={graphData.objects}
+                    start={graphData.motion[0].x.getTime()}
+                    end={graphData.motion.at(-1)!!.x.getTime()}
                   />
                 </div>
               )}