diff --git a/KMeansGui/App.axaml b/KMeansGui/App.axaml
index 39b558c..0de2236 100644
--- a/KMeansGui/App.axaml
+++ b/KMeansGui/App.axaml
@@ -2,9 +2,8 @@
              xmlns:x="http://schemas.microsoft.com/winfx/2006/xaml"
              x:Class="KMeansGui.App">
     <Application.Styles>
-        <FluentTheme Mode="Light"/>
+        <FluentTheme />
 
         <!-- Add the line below to get OxyPlot UI theme applied. -->
-        <StyleInclude Source="resm:OxyPlot.Avalonia.Themes.Default.xaml?assembly=OxyPlot.Avalonia"/>
     </Application.Styles>
 </Application>
\ No newline at end of file
diff --git a/KMeansGui/KMeansGui.csproj b/KMeansGui/KMeansGui.csproj
index e869fcc..39d7b1e 100644
--- a/KMeansGui/KMeansGui.csproj
+++ b/KMeansGui/KMeansGui.csproj
@@ -8,12 +8,13 @@
         <None Remove=".gitignore" />
     </ItemGroup>
     <ItemGroup>
-        <PackageReference Include="Avalonia" Version="0.10.11" />
-        <PackageReference Include="Avalonia.Desktop" Version="0.10.11" />
+        <PackageReference Include="Avalonia" Version="11.0.1" />
+        <PackageReference Include="Avalonia.Desktop" Version="11.0.1" />
         <!--Condition below is needed to remove Avalonia.Diagnostics package from build output in Release configuration.-->
-        <PackageReference Condition="'$(Configuration)' == 'Debug'" Include="Avalonia.Diagnostics" Version="0.10.11" />
-        <PackageReference Include="MvvmGen" Version="1.1.2" />
-        <PackageReference Include="OxyPlot.Avalonia" Version="2.1.0-Preview1" />
+        <PackageReference Condition="'$(Configuration)' == 'Debug'" Include="Avalonia.Diagnostics" Version="11.0.1" />
+        <PackageReference Include="Avalonia.Themes.Fluent" Version="11.0.1" />
+        <PackageReference Include="MvvmGen" Version="1.2.1" />
+        <PackageReference Include="ScottPlot.Avalonia" Version="5.0.6-beta" />
     </ItemGroup>
     <ItemGroup>
         <Folder Include="Shell\" />
diff --git a/KMeansGui/Shell/ShellView.axaml b/KMeansGui/Shell/ShellView.axaml
index 6b64df7..3acfd88 100644
--- a/KMeansGui/Shell/ShellView.axaml
+++ b/KMeansGui/Shell/ShellView.axaml
@@ -1,28 +1,45 @@
-<Window xmlns="https://github.com/avaloniaui"
-        xmlns:x="http://schemas.microsoft.com/winfx/2006/xaml"
-        xmlns:d="http://schemas.microsoft.com/expression/blend/2008"
-        xmlns:mc="http://schemas.openxmlformats.org/markup-compatibility/2006"
-        xmlns:kMeansGui="clr-namespace:KMeansGui"
-        xmlns:avalonia="http://oxyplot.org/avalonia"
-        x:Name="LayoutRoot"
-        mc:Ignorable="d" d:DesignWidth="800" d:DesignHeight="450"
-        x:Class="KMeansGui.ShellView"
-        Title="KMeansGui">
+<Window
+    x:Class="KMeansGui.ShellView"
+    xmlns="https://github.com/avaloniaui"
+    xmlns:x="http://schemas.microsoft.com/winfx/2006/xaml"
+    xmlns:control="clr-namespace:ScottPlot.Control;assembly=ScottPlot"
+    xmlns:d="http://schemas.microsoft.com/expression/blend/2008"
+    xmlns:kMeansGui="clr-namespace:KMeansGui"
+    xmlns:mc="http://schemas.openxmlformats.org/markup-compatibility/2006"
+    xmlns:scottPlot="clr-namespace:ScottPlot.Avalonia;assembly=ScottPlot.Avalonia"
+    x:Name="LayoutRoot"
+    Title="KMeansGui"
+    d:DesignHeight="450"
+    d:DesignWidth="800"
+    mc:Ignorable="d">
     <Window.DataContext>
         <kMeansGui:ShellViewModel />
     </Window.DataContext>
     <Grid ColumnDefinitions="*,*">
-        <StackPanel Grid.Row="0" Grid.Column="0" Spacing="10" Margin="10">
-            <Button HorizontalAlignment="Stretch" Command="{Binding OpenCsvFileAsync}" Content="Load CSV file"
-                    CommandParameter="{Binding ElementName=LayoutRoot}" HorizontalContentAlignment="Center" />
-            <TextBox UseFloatingWatermark="True" Watermark="Count of centroids" Text="{Binding CountOfCentroids}" />
+        <StackPanel
+            Grid.Row="0"
+            Grid.Column="0"
+            Margin="10"
+            Spacing="10">
+            <Button
+                HorizontalAlignment="Stretch"
+                HorizontalContentAlignment="Center"
+                Command="{Binding OpenCsvFileAsync}"
+                CommandParameter="{Binding ElementName=LayoutRoot}"
+                Content="Load CSV file" />
+            <TextBox
+                Text="{Binding CountOfCentroids}"
+                UseFloatingWatermark="True"
+                Watermark="Count of centroids" />
         </StackPanel>
-        <avalonia:Plot Grid.Column="1"
+        <scottPlot:AvaPlot Name="AvaPlot1" Grid.Column="1" />
+
+        <!--<avalonia:Plot Grid.Column="1"
                        PlotMargins="50 0 0 0"
                        PlotAreaBorderColor="#999999">
             <avalonia:Plot.Series>
                 <avalonia:ScatterSeries Items="{Binding Points}" DataFieldX="X" DataFieldY="Y"  />
             </avalonia:Plot.Series>
-        </avalonia:Plot>
+        </avalonia:Plot>-->
     </Grid>
 </Window>
\ No newline at end of file
diff --git a/src/Helper.cs b/src/Helper.cs
index aa6a3ae..f3f2507 100644
--- a/src/Helper.cs
+++ b/src/Helper.cs
@@ -1,7 +1,8 @@
 using ScottPlot;
 using System.Diagnostics;
-using System.Drawing;
 using Point = KMeansBase.Point;
+using ScottPlot.Legends;
+using Color = ScottPlot.Color;
 
 namespace kMeans;
 
@@ -10,24 +11,29 @@ public static class Helper
     public static Plot CreatePlot(IEnumerable<Point> points, IEnumerable<Point> centroids)
     {
         var plot = new Plot();
-        plot.Legend(true, Alignment.UpperRight);
+
+        var legend = new StandardLegend { Alignment = Alignment.UpperRight };
+        plot.Legends.Add(legend);
         var colors = new Dictionary<int, Color>();
         var colorGroups = points.GroupBy(x => x.ClusterId);
         foreach (var clusterGroup in colorGroups)
         {
-            var color = plot.GetNextColor();
+            var color = plot.Add.NextColor;
             colors.Add(clusterGroup.Key, color);
             var xs = clusterGroup.Select(p => p.X).ToArray();
             var ys = clusterGroup.Select(p => p.Y).ToArray();
-            plot.AddScatterPoints(xs, ys, color);
+            plot.Add.Scatter(xs, ys);
         }
 
-        const MarkerShape marker = MarkerShape.cross;
+        const MarkerShape marker = MarkerShape.FilledSquare;
         const float size = 10f;
         foreach (var (x, y, clusterId) in centroids)
         {
-            var color = colors.TryGetValue(clusterId, out var c) ? c : plot.GetNextColor();
-            plot.AddScatterPoints(new[] { x }, new[] { y }, color, size, marker, $"ClusterId: {clusterId}");
+          var color = colors.TryGetValue(clusterId, out var c) ? c : plot.Add.NextColor;
+          var scatter = plot.Add.Scatter(new[] { x }, new[] { y }, color);
+          scatter.MarkerStyle.Size = size;
+          scatter.MarkerStyle.Shape = marker;
+          scatter.Label = $"ClusterId: {clusterId}";
         }
 
         return plot;
@@ -35,7 +41,7 @@ public static class Helper
 
     public static void ExportPlot(Plot plot, string path)
     {
-        plot.SaveFig(path);
+      plot.SavePng(path, 1000, 1000);
     }
 
     public static void PreviewPlot(string path)
diff --git a/src/kMeansConsole.csproj b/src/kMeansConsole.csproj
index 9d96a56..7a2ae2d 100644
--- a/src/kMeansConsole.csproj
+++ b/src/kMeansConsole.csproj
@@ -9,7 +9,7 @@
   </PropertyGroup>
 
   <ItemGroup>
-    <PackageReference Include="ScottPlot" Version="4.1.30" />
+    <PackageReference Include="ScottPlot" Version="5.0.6-beta" />
   </ItemGroup>
 
   <ItemGroup>