Insights anomalies.

35 files changed, 1337 insertions, 245 deletions

diff --git a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Dialogs/AnomaliesDialogView.xaml b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Dialogs/AnomaliesDialogView.xaml
new file mode 100644
index 000000000..375f0be0d
--- /dev/null
+++ b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Dialogs/AnomaliesDialogView.xaml
@@ -0,0 +1,54 @@
+<UserControl x:Class="Tango.FSE.Insights.Dialogs.AnomaliesDialogView"
+             xmlns="http://schemas.microsoft.com/winfx/2006/xaml/presentation"
+             xmlns:x="http://schemas.microsoft.com/winfx/2006/xaml"
+             xmlns:mc="http://schemas.openxmlformats.org/markup-compatibility/2006" 
+             xmlns:d="http://schemas.microsoft.com/expression/blend/2008" 
+             xmlns:local="clr-namespace:Tango.FSE.Insights.Dialogs"
+             xmlns:material="http://materialdesigninxaml.net/winfx/xaml/themes"
+             mc:Ignorable="d" 
+             Width="700" Height="500" d:DataContext="{d:DesignInstance Type=local:AnomaliesDialogViewVM, IsDesignTimeCreatable=False}" Background="{StaticResource FSE_PrimaryBackgroundLightBrush}" Foreground="{StaticResource FSE_PrimaryForegroundBrush}">
+    <Grid Margin="10">
+        <DockPanel>
+            <StackPanel DockPanel.Dock="Top" >
+                <StackPanel Orientation="Horizontal">
+                    <Image Source="../Images/insight_big.png" Stretch="Uniform" Width="50" RenderOptions.BitmapScalingMode="Fant" />
+                    <TextBlock Margin="10 0 0 0" FontSize="{StaticResource FSE_LargerFontSize}" VerticalAlignment="Center">Anomalies Detection</TextBlock>
+                </StackPanel>
+
+                <TextBlock Margin="0 10 0 0" TextWrapping="Wrap" FontSize="{StaticResource FSE_SmallFontSize}">
+                    <Run>Anomalies detection can help you diagnose unusual events and behaviors.</Run>
+                    <LineBreak/>
+                    <Run>Please select monitors for the analysis and press 'ANALYZE'.</Run>
+                    <LineBreak/>
+                    <Run>Once the analysis completes, special chart annotations will be overlayed on the selected monitors charts.</Run>
+                </TextBlock>
+
+                <DockPanel Margin="0 10 0 0">
+                    <material:PackIcon Kind="Search" VerticalAlignment="Center" Width="20" Height="20" />
+                    <TextBox Margin="5 0 0 0" Padding="1" material:HintAssist.Hint="Find Monitor" Text="{Binding Filter,UpdateSourceTrigger=PropertyChanged,Delay=300}" Width="300" HorizontalAlignment="Left"></TextBox>
+                </DockPanel>
+            </StackPanel>
+
+            <DockPanel>
+                <TextBlock Margin="0 5 0 0" Visibility="{Binding MaximumSelectionReached,Converter={StaticResource BooleanToVisibilityConverter}}" DockPanel.Dock="Bottom" Foreground="{StaticResource FSE_ErrorBrush}">Please specify maximum 8 monitors for analysis</TextBlock>
+                <Border Margin="0 10 0 0" BorderThickness="1" BorderBrush="{StaticResource FSE_BorderBrush}" Background="{StaticResource FSE_PrimaryBackgroundDarkBrush}" CornerRadius="5">
+                    <ScrollViewer Margin="2" VerticalScrollBarVisibility="Auto" HorizontalScrollBarVisibility="Disabled">
+                        <ItemsControl ItemsSource="{Binding SelectedCharts}">
+                            <ItemsControl.ItemTemplate>
+                                <DataTemplate>
+                                    <Border Padding="5">
+                                        <StackPanel Orientation="Horizontal">
+                                            <CheckBox VerticalAlignment="Center" IsChecked="{Binding IsSelected,Mode=TwoWay}" />
+                                            <material:PackIcon Margin="5 0 0 0" VerticalAlignment="Center" Kind="ChartLine" Width="20" Height="20" />
+                                            <TextBlock Margin="10 0 0 0" Text="{Binding Data.Description}" VerticalAlignment="Center"></TextBlock>
+                                        </StackPanel>
+                                    </Border>
+                                </DataTemplate>
+                            </ItemsControl.ItemTemplate>
+                        </ItemsControl>
+                    </ScrollViewer>
+                </Border>
+            </DockPanel>
+        </DockPanel>
+    </Grid>
+</UserControl>
diff --git a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Dialogs/AnomaliesDialogView.xaml.cs b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Dialogs/AnomaliesDialogView.xaml.cs
new file mode 100644
index 000000000..b8a819b7b
--- /dev/null
+++ b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Dialogs/AnomaliesDialogView.xaml.cs
@@ -0,0 +1,28 @@
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+using System.Windows;
+using System.Windows.Controls;
+using System.Windows.Data;
+using System.Windows.Documents;
+using System.Windows.Input;
+using System.Windows.Media;
+using System.Windows.Media.Imaging;
+using System.Windows.Navigation;
+using System.Windows.Shapes;
+
+namespace Tango.FSE.Insights.Dialogs
+{
+    /// <summary>
+    /// Interaction logic for AnomaliesDialogView.xaml
+    /// </summary>
+    public partial class AnomaliesDialogView : UserControl
+    {
+        public AnomaliesDialogView()
+        {
+            InitializeComponent();
+        }
+    }
+}
diff --git a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Dialogs/AnomaliesDialogViewVM.cs b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Dialogs/AnomaliesDialogViewVM.cs
new file mode 100644
index 000000000..42c71327b
--- /dev/null
+++ b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Dialogs/AnomaliesDialogViewVM.cs
@@ -0,0 +1,66 @@
+using System;
+using System.Collections.Generic;
+using System.Collections.ObjectModel;
+using System.ComponentModel;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+using System.Windows.Data;
+using Tango.FSE.Common;
+using Tango.FSE.Insights.SciChart;
+using Tango.SharedUI.Components;
+
+namespace Tango.FSE.Insights.Dialogs
+{
+    public class AnomaliesDialogViewVM : FSEDialogViewVM
+    {
+        private const int MAX_SELECTION = 8;
+        private ICollectionView _view;
+
+        public SelectedObjectCollection<InsightsChart> SelectedCharts { get; set; }
+
+        private String _filter;
+        public String Filter
+        {
+            get { return _filter; }
+            set { _filter = value; RaisePropertyChangedAuto(); OnFilterChanged(); }
+        }
+
+        public bool MaximumSelectionReached
+        {
+            get { return SelectedCharts.SynchedSource.Count > MAX_SELECTION; }
+        }
+
+        public AnomaliesDialogViewVM(List<InsightsChart> availableCharts, List<InsightsChart> selectedCharts)
+        {
+            OKText = "ANALYZE";
+            SelectedCharts = new SelectedObjectCollection<InsightsChart>(availableCharts.OrderByDescending(x => selectedCharts.Contains(x)).ToObservableCollection(), selectedCharts.ToObservableCollection());
+            SelectedCharts.SelectionChanged += SelectedCharts_SelectionChanged;
+
+            _view = CollectionViewSource.GetDefaultView(SelectedCharts);
+            _view.Filter = FilterCharts;
+        }
+
+        private bool FilterCharts(object obj)
+        {
+            if (String.IsNullOrWhiteSpace(Filter)) return true;
+            return (obj as SelectedObject<InsightsChart>).Data.Description.ToLower().Contains(Filter.ToLower());
+        }
+
+        private void SelectedCharts_SelectionChanged(object sender, EventArgs e)
+        {
+            RaisePropertyChanged(nameof(MaximumSelectionReached));
+            InvalidateRelayCommands();
+        }
+
+        protected override bool CanOK()
+        {
+            return base.CanOK() && SelectedCharts.SynchedSource.Count > 0 && !MaximumSelectionReached;
+        }
+
+        private void OnFilterChanged()
+        {
+            _view?.Refresh();
+        }
+    }
+}
diff --git a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Images/detection.png b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Images/detection.png
new file mode 100644
index 000000000..a29355327
--- /dev/null
+++ b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Images/detection.png
diff --git a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Images/insight_big.png b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Images/insight_big.png
new file mode 100644
index 000000000..e5cc9e2dc
--- /dev/null
+++ b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Images/insight_big.png
diff --git a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Images/time.png b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Images/time.png
index 1eb9b077f..542bd09db 100644
--- a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Images/time.png
+++ b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Images/time.png
diff --git a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/ML/AnomaliesDetectionProgress.cs b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/ML/AnomaliesDetectionProgress.cs
new file mode 100644
index 000000000..6331e7de0
--- /dev/null
+++ b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/ML/AnomaliesDetectionProgress.cs
@@ -0,0 +1,30 @@
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+using Tango.Core;
+using Tango.FSE.Insights.SciChart;
+
+namespace Tango.FSE.Insights.ML
+{
+    public class AnomaliesDetectionProgress : ExtendedObject
+    {
+        public InsightsChart Chart { get; set; }
+        public int FramesCount { get; set; }
+        private int _currentFrame;
+
+        public int CurrentFrame
+        {
+            get { return _currentFrame; }
+            set
+            {
+                if (value > _currentFrame + 9 || value == FramesCount)
+                {
+                    _currentFrame = value;
+                    RaisePropertyChanged(nameof(CurrentFrame));
+                }
+            }
+        }
+    }
+}
diff --git a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/ML/AnomaliesDetector.cs b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/ML/AnomaliesDetector.cs
new file mode 100644
index 000000000..4a81e9eb5
--- /dev/null
+++ b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/ML/AnomaliesDetector.cs
@@ -0,0 +1,63 @@
+using Microsoft.ML;
+using Microsoft.ML.Transforms.TimeSeries;
+using System;
+using System.Collections.Generic;
+using System.Diagnostics;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+
+namespace Tango.FSE.Insights.ML
+{
+    public class AnomaliesDetector
+    {
+        private IDataView _view;
+        private MLContext _mlContext;
+        private List<MonitorValue> _values;
+
+        private AnomaliesDetector()
+        {
+            _mlContext = new MLContext();
+        }
+
+        public static Task<AnomaliesDetector> FromMonitor(List<MonitorValue> monitorValues)
+        {
+            return Task.Factory.StartNew<AnomaliesDetector>(() =>
+            {
+                AnomaliesDetector engine = new AnomaliesDetector();
+                engine._values = monitorValues;
+                engine._view = engine._mlContext.Data.LoadFromEnumerable<MonitorValue>(monitorValues);
+                return engine;
+            });
+        }
+
+        public void DetectSpikes()
+        {
+            var iidSpikeEstimator = _mlContext.Transforms.DetectIidSpike(outputColumnName: nameof(MonitorSeriesPrediction.Prediction), inputColumnName: nameof(MonitorValue.Value), confidence: 95, pvalueHistoryLength: _values.Count / 4, side: AnomalySide.TwoSided);
+
+            ITransformer iidSpikeTransform = iidSpikeEstimator.Fit(CreateEmptyDataView());
+
+            IDataView transformedData = iidSpikeTransform.Transform(_view);
+
+            var predictions = _mlContext.Data.CreateEnumerable<MonitorSeriesPrediction>(transformedData, reuseRowObject: false);
+
+            foreach (var p in predictions)
+            {
+                var results = $"{p.Prediction[0]}\t{p.Prediction[1]:f2}\t{p.Prediction[2]:F2}";
+
+                if (p.Prediction[0] == 1)
+                {
+                    results += " <-- Spike detected";
+                }
+
+                Debug.WriteLine(results);
+            }
+        }
+
+        private IDataView CreateEmptyDataView()
+        {
+            IEnumerable<MonitorValue> enumerableData = new List<MonitorValue>();
+            return _mlContext.Data.LoadFromEnumerable(enumerableData);
+        }
+    }
+}
diff --git a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/ML/AnomalyType.cs b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/ML/AnomalyType.cs
new file mode 100644
index 000000000..7f24de856
--- /dev/null
+++ b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/ML/AnomalyType.cs
@@ -0,0 +1,13 @@
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+
+namespace Tango.FSE.Insights.ML
+{
+    public enum AnomalyType
+    {
+        Spike,
+    }
+}
diff --git a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/ML/DetectedAnnomaly.cs b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/ML/DetectedAnnomaly.cs
new file mode 100644
index 000000000..f031179b7
--- /dev/null
+++ b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/ML/DetectedAnnomaly.cs
@@ -0,0 +1,21 @@
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+
+namespace Tango.FSE.Insights.ML
+{
+    public class DetectedAnnomaly
+    {
+        public AnomalyType Type { get; set; }
+        public DateTime Time { get; set; }
+        public double Value { get; set; }
+        public double Score { get; set; }
+
+        public override string ToString()
+        {
+            return $"{Time} => {Type} => {Value}";
+        }
+    }
+}
diff --git a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/ML/MonitorSeriesPrediction.cs b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/ML/MonitorSeriesPrediction.cs
new file mode 100644
index 000000000..5c1a1a672
--- /dev/null
+++ b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/ML/MonitorSeriesPrediction.cs
@@ -0,0 +1,15 @@
+using Microsoft.ML.Data;
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+
+namespace Tango.FSE.Insights.ML
+{
+    public class MonitorSeriesPrediction
+    {
+        [VectorType(3)]
+        public double[] Prediction { get; set; }
+    }
+}
diff --git a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/ML/MonitorValue.cs b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/ML/MonitorValue.cs
new file mode 100644
index 000000000..c9d6fd9ef
--- /dev/null
+++ b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/ML/MonitorValue.cs
@@ -0,0 +1,17 @@
+using Microsoft.ML.Data;
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+
+namespace Tango.FSE.Insights.ML
+{
+    public class MonitorValue
+    {
+        public DateTime Time { get; set; }
+
+        [LoadColumn(0)]
+        public float Value { get; set; }
+    }
+}
diff --git a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/SciChart/InsightsChart.cs b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/SciChart/InsightsChart.cs
index c51015e66..be0bff2dc 100644
--- a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/SciChart/InsightsChart.cs
+++ b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/SciChart/InsightsChart.cs
@@ -1,4 +1,6 @@
-using SciChart.Charting.Model.ChartSeries;
+using Microsoft.ML;
+using Microsoft.ML.Transforms.TimeSeries;
+using SciChart.Charting.Model.ChartSeries;
 using SciChart.Charting.Model.DataSeries;
 using SciChart.Charting.Visuals.Annotations;
 using SciChart.Charting.Visuals.RenderableSeries;
@@ -9,8 +11,11 @@ using System.Linq;
 using System.Reflection;
 using System.Text;
 using System.Threading.Tasks;
+using System.Windows;
 using System.Windows.Media;
+using Tango.BL.Enumerations;
 using Tango.Core;
+using Tango.FSE.Insights.ML;
 
 namespace Tango.FSE.Insights.SciChart
 {
@@ -21,10 +26,13 @@ namespace Tango.FSE.Insights.SciChart
         private ObservableCollection<InsightsChart> ChartsCollection { get; set; }
         public String Name { get; set; }
         public String Description { get; set; }
+        public TechMonitors TechMonitor { get; set; }
         public PropertyInfo InsightsMonitorsProperty { get; set; }
         public IRenderableSeriesViewModel RenderableSeries { get; set; }
         public XyDataSeries<DateTime, double> DataSeries { get; set; }
+        public List<MonitorValue> MonitorValues { get; set; }
         public AnnotationCollection Annotations { get; set; }
+        public List<DetectedAnnomaly> Anomalies { get; set; }
 
         private bool _isVisible;
         public bool IsVisible
@@ -51,6 +59,8 @@ namespace Tango.FSE.Insights.SciChart
 
         public InsightsChart(ObservableCollection<InsightsChart> chartsCollection)
         {
+            Anomalies = new List<DetectedAnnomaly>();
+            MonitorValues = new List<MonitorValue>();
             ChartsCollection = chartsCollection;
             ChartsCollection.CollectionChanged += ChartsCollection_CollectionChanged;
             RenderableSeries = new LineRenderableSeriesViewModel() { DrawNaNAs = LineDrawMode.Gaps };
@@ -64,5 +74,94 @@ namespace Tango.FSE.Insights.SciChart
         {
             RaisePropertyChanged(nameof(IsLast));
         }
+
+        public List<DetectedAnnomaly> DetectAnnomalies(Action<int> progress = null)
+        {
+            List<DetectedAnnomaly> annomalies = new List<DetectedAnnomaly>();
+
+            if (MonitorValues.Count > 0 && MonitorValues.Any(x => x.Value != 0))
+            {
+                var chunks = MonitorValues.ChunkBy(1000);
+
+                double lastValue = 0;
+                int totalIndex = 0;
+
+                foreach (var chunk in chunks)
+                {
+                    MLContext mlContext = new MLContext();
+                    IDataView view = mlContext.Data.LoadFromEnumerable<MonitorValue>(chunk);
+
+                    var iidSpikeEstimator = mlContext.Transforms.DetectIidSpike(outputColumnName: nameof(MonitorSeriesPrediction.Prediction), inputColumnName: nameof(MonitorValue.Value), confidence: 95, pvalueHistoryLength: chunk.Count / 4, side: AnomalySide.Positive);
+
+                    ITransformer iidSpikeTransform = iidSpikeEstimator.Fit(CreateEmptyDataView(mlContext));
+
+                    IDataView transformedData = iidSpikeTransform.Transform(view);
+
+                    var predictions = mlContext.Data.CreateEnumerable<MonitorSeriesPrediction>(transformedData, reuseRowObject: false);
+
+                    int index = 0;
+
+                    foreach (var p in predictions)
+                    {
+                        if (p.Prediction[2] < (1 - 0.95))
+                        {
+                            p.Prediction[0] = 1;
+                        }
+
+                        if (p.Prediction[0] == 1)
+                        {
+                            var monitorValue = chunk[index];
+
+                            if (lastValue != monitorValue.Value)
+                            {
+                                annomalies.Add(new DetectedAnnomaly()
+                                {
+                                    Type = AnomalyType.Spike,
+                                    Time = monitorValue.Time,
+                                    Value = monitorValue.Value,
+                                    Score = p.Prediction[1],
+                                });
+
+                                lastValue = monitorValue.Value;
+                            }
+                        }
+
+                        index++;
+                        totalIndex++;
+
+                        progress?.Invoke(totalIndex);
+                    }
+                }
+
+                annomalies = annomalies.OrderByDescending(x => x.Score).Take(10).OrderBy(x => x.Time).ToList();
+            }
+
+            progress?.Invoke(MonitorValues.Count);
+
+            Anomalies = annomalies.ToList();
+
+            return annomalies;
+        }
+
+        private IDataView CreateEmptyDataView(MLContext context)
+        {
+            IEnumerable<MonitorValue> enumerableData = new List<MonitorValue>();
+            return context.Data.LoadFromEnumerable(enumerableData);
+        }
+
+        public void DrawAnomalies()
+        {
+            foreach (var anomaly in Anomalies)
+            {
+                CustomAnnotation annotation = new CustomAnnotation();
+                annotation.CoordinateMode = AnnotationCoordinateMode.Absolute;
+                annotation.X1 = anomaly.Time.ToLocalTime();
+                annotation.Y1 = anomaly.Value;
+                annotation.Content = anomaly;
+                annotation.ContentTemplate = Application.Current.Resources["InsightAnomalyTemplate"] as DataTemplate;
+
+                Annotations.Add(annotation);
+            }
+        }
     }
 }
diff --git a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Tango.FSE.Insights.csproj b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Tango.FSE.Insights.csproj
index 65521c65d..ea6616985 100644
--- a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Tango.FSE.Insights.csproj
+++ b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Tango.FSE.Insights.csproj
@@ -1,5 +1,8 @@
 <?xml version="1.0" encoding="utf-8"?>
 <Project ToolsVersion="15.0" xmlns="http://schemas.microsoft.com/developer/msbuild/2003">
+  <Import Project="..\..\..\packages\Microsoft.ML.Mkl.Redist.1.5.1\build\netstandard2.0\Microsoft.ML.Mkl.Redist.props" Condition="Exists('..\..\..\packages\Microsoft.ML.Mkl.Redist.1.5.1\build\netstandard2.0\Microsoft.ML.Mkl.Redist.props')" />
+  <Import Project="..\..\..\packages\Microsoft.ML.1.5.1\build\netstandard2.0\Microsoft.ML.props" Condition="Exists('..\..\..\packages\Microsoft.ML.1.5.1\build\netstandard2.0\Microsoft.ML.props')" />
+  <Import Project="..\..\..\packages\Microsoft.ML.CpuMath.1.5.1\build\netstandard2.0\Microsoft.ML.CpuMath.props" Condition="Exists('..\..\..\packages\Microsoft.ML.CpuMath.1.5.1\build\netstandard2.0\Microsoft.ML.CpuMath.props')" />
   <Import Project="$(MSBuildExtensionsPath)\$(MSBuildToolsVersion)\Microsoft.Common.props" Condition="Exists('$(MSBuildExtensionsPath)\$(MSBuildToolsVersion)\Microsoft.Common.props')" />
   <PropertyGroup>
     <Configuration Condition=" '$(Configuration)' == '' ">Debug</Configuration>
@@ -55,8 +58,36 @@
     <Reference Include="MaterialDesignThemes.Wpf, Version=3.0.1.920, Culture=neutral, processorArchitecture=MSIL">
       <HintPath>..\..\..\packages\MaterialDesignThemes.3.0.1\lib\net45\MaterialDesignThemes.Wpf.dll</HintPath>
     </Reference>
-    <Reference Include="Newtonsoft.Json, Version=9.0.0.0, Culture=neutral, PublicKeyToken=30ad4fe6b2a6aeed, processorArchitecture=MSIL">
-      <HintPath>..\..\..\packages\Newtonsoft.Json.9.0.1\lib\net45\Newtonsoft.Json.dll</HintPath>
+    <Reference Include="Microsoft.ML.Core, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\..\..\packages\Microsoft.ML.1.5.1\lib\netstandard2.0\Microsoft.ML.Core.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.ML.CpuMath, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\..\..\packages\Microsoft.ML.CpuMath.1.5.1\lib\netstandard2.0\Microsoft.ML.CpuMath.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.ML.Data, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\..\..\packages\Microsoft.ML.1.5.1\lib\netstandard2.0\Microsoft.ML.Data.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.ML.DataView, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\..\..\packages\Microsoft.ML.DataView.1.5.1\lib\netstandard2.0\Microsoft.ML.DataView.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.ML.KMeansClustering, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\..\..\packages\Microsoft.ML.1.5.1\lib\netstandard2.0\Microsoft.ML.KMeansClustering.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.ML.PCA, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\..\..\packages\Microsoft.ML.1.5.1\lib\netstandard2.0\Microsoft.ML.PCA.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.ML.StandardTrainers, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\..\..\packages\Microsoft.ML.1.5.1\lib\netstandard2.0\Microsoft.ML.StandardTrainers.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.ML.TimeSeries, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\..\..\packages\Microsoft.ML.TimeSeries.1.5.1\lib\netstandard2.0\Microsoft.ML.TimeSeries.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.ML.Transforms, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\..\..\packages\Microsoft.ML.1.5.1\lib\netstandard2.0\Microsoft.ML.Transforms.dll</HintPath>
+    </Reference>
+    <Reference Include="Newtonsoft.Json, Version=12.0.0.0, Culture=neutral, PublicKeyToken=30ad4fe6b2a6aeed, processorArchitecture=MSIL">
+      <HintPath>..\..\..\packages\Newtonsoft.Json.12.0.3\lib\net45\Newtonsoft.Json.dll</HintPath>
+      <Private>False</Private>
     </Reference>
     <Reference Include="SciChart.Charting, Version=6.2.1.13304, Culture=neutral, PublicKeyToken=b55dd9efe817e823, processorArchitecture=MSIL">
       <SpecificVersion>False</SpecificVersion>
@@ -87,8 +118,33 @@
       <HintPath>..\..\..\Referenced Assemblies\SciChart\SciChart.Drawing.DirectX.dll</HintPath>
     </Reference>
     <Reference Include="System" />
+    <Reference Include="System.Buffers, Version=4.0.3.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\..\..\packages\System.Buffers.4.5.1\lib\net461\System.Buffers.dll</HintPath>
+    </Reference>
+    <Reference Include="System.CodeDom, Version=4.0.3.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\..\..\packages\System.CodeDom.4.7.0\lib\net461\System.CodeDom.dll</HintPath>
+    </Reference>
+    <Reference Include="System.Collections.Immutable, Version=1.2.5.0, Culture=neutral, PublicKeyToken=b03f5f7f11d50a3a, processorArchitecture=MSIL">
+      <HintPath>..\..\..\packages\System.Collections.Immutable.1.7.1\lib\net461\System.Collections.Immutable.dll</HintPath>
+    </Reference>
     <Reference Include="System.ComponentModel.DataAnnotations" />
     <Reference Include="System.Data" />
+    <Reference Include="System.Memory, Version=4.0.1.1, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\..\..\packages\System.Memory.4.5.4\lib\net461\System.Memory.dll</HintPath>
+    </Reference>
+    <Reference Include="System.Numerics" />
+    <Reference Include="System.Numerics.Vectors, Version=4.1.4.0, Culture=neutral, PublicKeyToken=b03f5f7f11d50a3a, processorArchitecture=MSIL">
+      <HintPath>..\..\..\packages\System.Numerics.Vectors.4.5.0\lib\net46\System.Numerics.Vectors.dll</HintPath>
+    </Reference>
+    <Reference Include="System.Runtime.CompilerServices.Unsafe, Version=4.0.6.0, Culture=neutral, PublicKeyToken=b03f5f7f11d50a3a, processorArchitecture=MSIL">
+      <HintPath>..\..\..\packages\System.Runtime.CompilerServices.Unsafe.4.7.1\lib\net461\System.Runtime.CompilerServices.Unsafe.dll</HintPath>
+    </Reference>
+    <Reference Include="System.Threading.Channels, Version=4.0.2.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\..\..\packages\System.Threading.Channels.4.7.1\lib\net461\System.Threading.Channels.dll</HintPath>
+    </Reference>
+    <Reference Include="System.Threading.Tasks.Extensions, Version=4.2.0.1, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\..\..\packages\System.Threading.Tasks.Extensions.4.5.4\lib\net461\System.Threading.Tasks.Extensions.dll</HintPath>
+    </Reference>
     <Reference Include="System.Windows.Interactivity, Version=4.5.0.0, Culture=neutral, PublicKeyToken=31bf3856ad364e35, processorArchitecture=MSIL">
       <HintPath>..\..\..\packages\ControlzEx.3.0.2.4\lib\net45\System.Windows.Interactivity.dll</HintPath>
     </Reference>
@@ -107,6 +163,16 @@
   </ItemGroup>
   <ItemGroup>
     <Compile Include="Contracts\IInsightsView.cs" />
+    <Compile Include="Dialogs\AnomaliesDialogView.xaml.cs">
+      <DependentUpon>AnomaliesDialogView.xaml</DependentUpon>
+    </Compile>
+    <Compile Include="Dialogs\AnomaliesDialogViewVM.cs" />
+    <Compile Include="ML\AnomaliesDetectionProgress.cs" />
+    <Compile Include="ML\AnomaliesDetector.cs" />
+    <Compile Include="ML\AnomalyType.cs" />
+    <Compile Include="ML\DetectedAnnomaly.cs" />
+    <Compile Include="ML\MonitorSeriesPrediction.cs" />
+    <Compile Include="ML\MonitorValue.cs" />
     <Compile Include="Navigation\PeekLogsNavigationObject.cs" />
     <Compile Include="SciChart\InsightsChart.cs" />
     <Compile Include="SciChart\InsightsRubberBandXYZoomModifier.cs" />
@@ -202,6 +268,10 @@
       <Generator>MSBuild:Compile</Generator>
       <SubType>Designer</SubType>
     </Page>
+    <Page Include="Dialogs\AnomaliesDialogView.xaml">
+      <SubType>Designer</SubType>
+      <Generator>MSBuild:Compile</Generator>
+    </Page>
     <Page Include="Themes\Generic.xaml">
       <Generator>MSBuild:Compile</Generator>
       <SubType>Designer</SubType>
@@ -236,6 +306,12 @@
   <ItemGroup>
     <Resource Include="Images\stand_by.png" />
   </ItemGroup>
+  <ItemGroup>
+    <Resource Include="Images\insight_big.png" />
+  </ItemGroup>
+  <ItemGroup>
+    <Resource Include="Images\detection.png" />
+  </ItemGroup>
   <Import Project="$(MSBuildToolsPath)\Microsoft.CSharp.targets" />
   <Import Project="..\..\..\packages\MaterialDesignThemes.3.0.1\build\MaterialDesignThemes.targets" Condition="Exists('..\..\..\packages\MaterialDesignThemes.3.0.1\build\MaterialDesignThemes.targets')" />
   <Target Name="EnsureNuGetPackageBuildImports" BeforeTargets="PrepareForBuild">
@@ -243,5 +319,10 @@
       <ErrorText>This project references NuGet package(s) that are missing on this computer. Use NuGet Package Restore to download them.  For more information, see http://go.microsoft.com/fwlink/?LinkID=322105. The missing file is {0}.</ErrorText>
     </PropertyGroup>
     <Error Condition="!Exists('..\..\..\packages\MaterialDesignThemes.3.0.1\build\MaterialDesignThemes.targets')" Text="$([System.String]::Format('$(ErrorText)', '..\..\..\packages\MaterialDesignThemes.3.0.1\build\MaterialDesignThemes.targets'))" />
+    <Error Condition="!Exists('..\..\..\packages\Microsoft.ML.CpuMath.1.5.1\build\netstandard2.0\Microsoft.ML.CpuMath.props')" Text="$([System.String]::Format('$(ErrorText)', '..\..\..\packages\Microsoft.ML.CpuMath.1.5.1\build\netstandard2.0\Microsoft.ML.CpuMath.props'))" />
+    <Error Condition="!Exists('..\..\..\packages\Microsoft.ML.1.5.1\build\netstandard2.0\Microsoft.ML.props')" Text="$([System.String]::Format('$(ErrorText)', '..\..\..\packages\Microsoft.ML.1.5.1\build\netstandard2.0\Microsoft.ML.props'))" />
+    <Error Condition="!Exists('..\..\..\packages\Microsoft.ML.1.5.1\build\netstandard2.0\Microsoft.ML.targets')" Text="$([System.String]::Format('$(ErrorText)', '..\..\..\packages\Microsoft.ML.1.5.1\build\netstandard2.0\Microsoft.ML.targets'))" />
+    <Error Condition="!Exists('..\..\..\packages\Microsoft.ML.Mkl.Redist.1.5.1\build\netstandard2.0\Microsoft.ML.Mkl.Redist.props')" Text="$([System.String]::Format('$(ErrorText)', '..\..\..\packages\Microsoft.ML.Mkl.Redist.1.5.1\build\netstandard2.0\Microsoft.ML.Mkl.Redist.props'))" />
   </Target>
+  <Import Project="..\..\..\packages\Microsoft.ML.1.5.1\build\netstandard2.0\Microsoft.ML.targets" Condition="Exists('..\..\..\packages\Microsoft.ML.1.5.1\build\netstandard2.0\Microsoft.ML.targets')" />
 </Project>
\ No newline at end of file
diff --git a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Themes/Generic.xaml b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Themes/Generic.xaml
index f4cd75c76..cf9c18b68 100644
--- a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Themes/Generic.xaml
+++ b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Themes/Generic.xaml
@@ -4,6 +4,7 @@
                     xmlns:entities="clr-namespace:Tango.BL.Entities;assembly=Tango.BL"
                     xmlns:material="http://materialdesigninxaml.net/winfx/xaml/themes"
                     xmlns:commonInsights="clr-namespace:Tango.FSE.Common.Insights;assembly=Tango.FSE.Common"
+                    xmlns:ML="clr-namespace:Tango.FSE.Insights.ML"
                     xmlns:views="clr-namespace:Tango.FSE.Insights.Views"
                     xmlns:local="clr-namespace:Tango.FSE.Diagnostics.Themes">
 
@@ -129,4 +130,10 @@
             </Image.Style>
         </Image>
     </DataTemplate>
+
+    <DataTemplate x:Key="InsightAnomalyTemplate" DataType="{x:Type ML:DetectedAnnomaly}">
+        <Border ToolTip="Spike Anomaly" Visibility="{Binding RelativeSource={RelativeSource AncestorType=views:InsightsView},Path=DataContext.DisplayAnomalies,Converter={StaticResource BooleanToVisibilityConverter}}">
+            <material:PackIcon Kind="Spider" Foreground="{StaticResource FSE_ErrorBrush}" Width="20" Height="20" Margin="-10 -10 0 0" />
+        </Border>
+    </DataTemplate>
 </ResourceDictionary>
\ No newline at end of file
diff --git a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/ViewModels/InsightsViewVM.cs b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/ViewModels/InsightsViewVM.cs
index 0486955e0..b36ef163a 100644
--- a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/ViewModels/InsightsViewVM.cs
+++ b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/ViewModels/InsightsViewVM.cs
@@ -6,6 +6,7 @@ using System;
 using System.Collections.Generic;
 using System.Collections.ObjectModel;
 using System.ComponentModel;
+using System.Diagnostics;
 using System.Linq;
 using System.Reflection;
 using System.Text;
@@ -21,6 +22,8 @@ using Tango.Core.Commands;
 using Tango.FSE.Common;
 using Tango.FSE.Common.Insights;
 using Tango.FSE.Insights.Contracts;
+using Tango.FSE.Insights.Dialogs;
+using Tango.FSE.Insights.ML;
 using Tango.FSE.Insights.Navigation;
 using Tango.FSE.Insights.SciChart;
 using Tango.Logging;
@@ -32,15 +35,37 @@ namespace Tango.FSE.Insights.ViewModels
     {
         private bool _chartsLoaded;
         private ICollectionView _monitorsView;
+        private List<InsightsChart> _lastSelectedForDetection;
+        private List<TechMonitors> _defaultChartForAnomalies = new List<TechMonitors>()
+        {
+             TechMonitors.IncomingVoltage,
+             TechMonitors.ChillerTemperature,
+             TechMonitors.OverallTemperature,
+             TechMonitors.GasSensor,
+             TechMonitors.BlowerVoltage,
+             TechMonitors.HeadZone1Temperature
+        };
 
         #region Properties
 
         public RelayCommand GetInsightsCommand { get; set; }
 
-        public ObservableCollection<InsightsChart> Charts { get; set; }
+        private ObservableCollection<InsightsChart> _charts;
+        public ObservableCollection<InsightsChart> Charts
+        {
+            get { return _charts; }
+            set { _charts = value; RaisePropertyChangedAuto(); }
+        }
 
         public ObservableCollection<InsightsChart> VisibleCharts { get; set; }
 
+        private List<AnomaliesDetectionProgress> _anomaliesDetectionProgresses;
+        public List<AnomaliesDetectionProgress> AnomaliesDetectionProgresses
+        {
+            get { return _anomaliesDetectionProgresses; }
+            set { _anomaliesDetectionProgresses = value; RaisePropertyChangedAuto(); }
+        }
+
         private DateTime _minDate;
         public DateTime MinDate
         {
@@ -108,7 +133,7 @@ namespace Tango.FSE.Insights.ViewModels
         public InsightsPackage InsightsPackage
         {
             get { return _insightsPackage; }
-            set { _insightsPackage = value; RaisePropertyChangedAuto(); RaisePropertyChanged(nameof(InsightsPackageAvailable)); }
+            set { _insightsPackage = value; RaisePropertyChangedAuto(); RaisePropertyChanged(nameof(InsightsPackageAvailable)); InvalidateRelayCommands(); }
         }
 
         public bool InsightsPackageAvailable
@@ -123,6 +148,13 @@ namespace Tango.FSE.Insights.ViewModels
             set { _displayAnnotations = value; RaisePropertyChangedAuto(); }
         }
 
+        private bool _displayAnomalies;
+        public bool DisplayAnomalies
+        {
+            get { return _displayAnomalies; }
+            set { _displayAnomalies = value; RaisePropertyChangedAuto(); }
+        }
+
         private bool _isSearchBarOpened;
         public bool IsSearchBarOpened
         {
@@ -130,6 +162,21 @@ namespace Tango.FSE.Insights.ViewModels
             set { _isSearchBarOpened = value; RaisePropertyChangedAuto(); }
         }
 
+        private bool _isSettingsBarOpened;
+        public bool IsSettingsBarOpened
+        {
+            get { return _isSettingsBarOpened; }
+            set { _isSettingsBarOpened = value; RaisePropertyChangedAuto(); OnIsSettingsBarOpenedChanged(); }
+        }
+
+        private bool _isDetecting;
+        public bool IsDetecting
+        {
+            get { return _isDetecting; }
+            set { _isDetecting = value; RaisePropertyChangedAuto(); }
+        }
+
+
         public AnnotationCollection Annotations { get; set; }
 
         #endregion
@@ -140,19 +187,27 @@ namespace Tango.FSE.Insights.ViewModels
 
         public RelayCommand<InsightsReadyEvent> PeekFirmwareLogsCommand { get; set; }
 
+        public RelayCommand AnalyzeCommand { get; set; }
+
         #endregion
 
         #region Constructors
 
         public InsightsViewVM()
         {
+            MinDate = DateTime.Now.AddDays(-30);
+            MaxDate = DateTime.Now;
+
             IsSearchBarOpened = true;
+            DisplayAnnotations = true;
+            DisplayAnomalies = true;
             Charts = new ObservableCollection<InsightsChart>();
             VisibleCharts = new ObservableCollection<InsightsChart>();
             Annotations = new AnnotationCollection();
             GetInsightsCommand = new RelayCommand(GetInsights, () => IsFree);
             PeekApplicationLogsCommand = new RelayCommand<InsightsReadyEvent>(PeekAnnotationApplicationLogs);
             PeekFirmwareLogsCommand = new RelayCommand<InsightsReadyEvent>(PeekAnnotationFirmwareLogs);
+            AnalyzeCommand = new RelayCommand(Analyze, () => InsightsPackage != null);
         }
 
         #endregion
@@ -166,6 +221,8 @@ namespace Tango.FSE.Insights.ViewModels
             StartTime = new DateTime(1, 1, 1, 0, 0, 0);
             EndDate = null;
             EndTime = null;
+
+            MachineProvider.MachineConnected += MachineProvider_MachineConnected;
         }
 
         public async override void OnApplicationReady()
@@ -176,13 +233,14 @@ namespace Tango.FSE.Insights.ViewModels
             {
                 try
                 {
-                    var monitors = (await Services.TechComponentsService.Monitors.FindAll()).OrderBy(x => x.Description).ToList();
+                    var monitors = (await Services.TechComponentsService.Monitors.FindAll()).OrderByAlphaNumeric(x => x.Description).ToList();
 
                     foreach (var monitor in monitors.Where(x => !x.MultiChannel).ToList())
                     {
                         InsightsChart chart = new InsightsChart(VisibleCharts);
                         chart.Name = monitor.Name;
                         chart.Description = monitor.Description;
+                        chart.TechMonitor = (TechMonitors)monitor.Code;
                         chart.InsightsMonitorsProperty = typeof(InsightsMonitors).GetProperty(((TechMonitors)monitor.Code).ToString(), BindingFlags.Public | BindingFlags.Instance | BindingFlags.DeclaredOnly);
                         chart.IsVisibleChanged += Chart_IsVisibleChanged;
                         chart.DataSeries.Append(GetDemoDates(), GetDemoValues());
@@ -195,25 +253,14 @@ namespace Tango.FSE.Insights.ViewModels
                         LogManager.Log($"Error loading insights chart '{chart.Name}'. Could not find property on InsightsMonitors.", LogCategory.Error);
                     }
 
-                    _monitorsView = CollectionViewSource.GetDefaultView(Charts);
-                    _monitorsView.Filter = (x) =>
-                    {
-                        if (!MonitorsFilter.IsNotNullOrEmpty()) return true;
-
-                        InsightsChart chart = x as InsightsChart;
-                        if (chart != null)
-                        {
-                            return chart.Description.ToLower().Contains(MonitorsFilter.ToLower());
-                        }
-
-                        return false;
-                    };
+                    InitMonitorsView();
 
                     _chartsLoaded = true;
                 }
                 catch (Exception ex)
                 {
-                    //TODO: Report Insights module error with BugReporting Snackbar...
+                    LogManager.Log(ex, "Error initializing insights module.");
+                    NotificationProvider.PushErrorReportingSnackbar(ex, "Insights Module Error", "Error initializing insights module.");
                 }
             }
         }
@@ -225,7 +272,6 @@ namespace Tango.FSE.Insights.ViewModels
         public override void OnNavigatedTo()
         {
             base.OnNavigatedTo();
-            MinDate = DateTime.Now.AddDays(-30);
             MaxDate = DateTime.Now;
         }
 
@@ -298,7 +344,7 @@ namespace Tango.FSE.Insights.ViewModels
                     }
                     catch (Exception ex)
                     {
-                        throw;
+                        LogManager.Log(ex, "Error aborting insights request.");
                     }
                 }))
                 {
@@ -333,6 +379,7 @@ namespace Tango.FSE.Insights.ViewModels
                 IsSearchBarOpened = true;
                 LogManager.Log(ex, "Error getting insights.");
                 await NotificationProvider.ShowError($"Error occurred while trying to get insights.\n{ex.FlattenMessage()}");
+                NotificationProvider.PushErrorReportingSnackbar(ex, "Insights Module Error", "Error occurred while trying to retrieve the remote machine insights.");
             }
             finally
             {
@@ -359,9 +406,20 @@ namespace Tango.FSE.Insights.ViewModels
 
                         dates.Add(frame.Frame.Time.ToLocalTime());
 
+
                         if (value != null)
                         {
-                            values.Add((double)value);
+                            double v = (double)value;
+                            values.Add(v);
+
+                            if (!double.IsNaN(v))
+                            {
+                                chart.MonitorValues.Add(new MonitorValue()
+                                {
+                                    Time = frame.Frame.Time,
+                                    Value = (float)v
+                                });
+                            }
                         }
                         else
                         {
@@ -376,6 +434,8 @@ namespace Tango.FSE.Insights.ViewModels
                 InvokeUI(() =>
                 {
                     Annotations.Clear();
+                    Charts.ToList().ForEach(x => x.Anomalies.Clear());
+                    Charts.ToList().ForEach(x => x.Annotations.Clear());
 
                     //Load annotations
                     bool disconnected = false;
@@ -416,13 +476,13 @@ namespace Tango.FSE.Insights.ViewModels
         {
             VerticalLineAnnotation line = new VerticalLineAnnotation();
             line.StrokeThickness = 2;
-            line.Stroke = connected ? Brushes.Green : Brushes.Red;
+            line.Stroke = connected ? Brushes.Green : Brushes.DarkGray;
             line.X1 = date;
             line.X2 = date;
             line.ShowLabel = false;
             line.AnnotationLabels.Add(new AnnotationLabel()
             {
-                LabelPlacement = LabelPlacement.TopRight,
+                LabelPlacement = connected ? LabelPlacement.TopRight : LabelPlacement.BottomLeft,
                 Text = connected ? "machine connected" : "machine disconnected"
             });
             Annotations.Add(line);
@@ -487,6 +547,33 @@ namespace Tango.FSE.Insights.ViewModels
 
         #region Event Handlers
 
+        private async void MachineProvider_MachineConnected(object sender, Common.Connection.MachineConnectedEventArgs e)
+        {
+            try
+            {
+                var date = await InsightsProvider.GetInsightsMinDate();
+
+                if (date != null)
+                {
+                    var remoteMinDate = date.Value.ToLocalTime();
+
+                    if (remoteMinDate > StartDate)
+                    {
+                        StartDate = remoteMinDate;
+                    }
+
+                    if (remoteMinDate > MinDate)
+                    {
+                        MinDate = remoteMinDate;
+                    }
+                }
+            }
+            catch (Exception ex)
+            {
+                LogManager.Log(ex, "Error retrieving minimum insights date from the remote machine.");
+            }
+        }
+
         private void Chart_IsVisibleChanged(object sender, EventArgs e)
         {
             InsightsChart chart = sender as InsightsChart;
@@ -503,6 +590,109 @@ namespace Tango.FSE.Insights.ViewModels
 
         #endregion
 
+        #region Analysis
+
+        private async void Analyze()
+        {
+            var defaultCharts = Charts.Where(x => _defaultChartForAnomalies.Exists(y => y == x.TechMonitor)).ToList();
+
+            if (_lastSelectedForDetection != null)
+            {
+                defaultCharts = _lastSelectedForDetection.ToList();
+            }
+
+            var vm = await NotificationProvider.ShowDialog(new AnomaliesDialogViewVM(Charts.ToList(), defaultCharts));
+
+            if (vm.DialogResult && vm.SelectedCharts.SynchedSource.Count > 0)
+            {
+                var snackbar = NotificationProvider.PushProgressSnackbar("Anomalies Detection", "Detecting insights anomalies...");
+
+                try
+                {
+                    IsDetecting = true;
+                    IsSettingsBarOpened = false;
+
+                    var chartsToAnalyze = vm.SelectedCharts.SynchedSource.ToList();
+                    _lastSelectedForDetection = chartsToAnalyze.ToList();
+
+                    AnomaliesDetectionProgresses = chartsToAnalyze.Select(x => new AnomaliesDetectionProgress()
+                    {
+                        Chart = x,
+                        FramesCount = x.MonitorValues.Count
+                    }).ToList();
+
+                    int counter = 0;
+
+                    await Task.Factory.StartNew(() =>
+                    {
+                        Stopwatch watch = new Stopwatch();
+                        watch.Start();
+
+                        double totalCounter = 0;
+                        double totalFrames = chartsToAnalyze.Count * InsightsPackage.Frames.Count;
+
+                        Parallel.ForEach(AnomaliesDetectionProgresses, (progress) =>
+                        {
+                            counter++;
+
+                            Debug.WriteLine($"Analyzing chart '{progress.Chart.Description}'...");
+
+                            progress.Chart.DetectAnnomalies((index) =>
+                            {
+                                progress.CurrentFrame = index;
+                                totalCounter++;
+                                //snackbar.Message = $"Detecting insights anomalies ({(int)(totalCounter / totalFrames * 100d)}%)...";
+                            });
+
+                            foreach (var a in progress.Chart.Anomalies)
+                            {
+                                Debug.WriteLine($"{progress.Chart.Name} => {a.ToString()}");
+                            }
+                        });
+
+                        watch.Stop();
+
+                        Debug.WriteLine($"Spike detection completed in {(int)watch.Elapsed.TotalMinutes} minutes.");
+                    });
+
+                    Charts.ToList().ForEach(x => x.Annotations.Clear());
+
+                    foreach (var chart in chartsToAnalyze)
+                    {
+                        chart.DrawAnomalies();
+                    }
+
+                    VisibleCharts.ToList().ForEach(x => x.IsVisible = false);
+                    chartsToAnalyze.ForEach(x => x.IsVisible = true);
+
+                    IsDetecting = false;
+
+                    snackbar.ProgressCompleted("Insights anomalies detection completed.\nTap to view the results.", IsVisible ? TimeSpan.FromSeconds(1) : default(TimeSpan?), () =>
+                    {
+                        if (!IsVisible)
+                        {
+                            //Navigate to this view...
+                        }
+                    });
+
+                    View.ZoomExtents();
+                }
+                catch (Exception ex)
+                {
+                    LogManager.Log(ex, "Error performing anomaly detection on insights.");
+                    snackbar.Close();
+                    NotificationProvider.PushErrorReportingSnackbar(ex, "Insights Module Error", "Error occurred while trying to perform insights anomalies detection.");
+                }
+                finally
+                {
+                    IsDetecting = false;
+                    IsSearchBarOpened = false;
+                }
+            }
+        }
+
+        #endregion
+
         #region Private Methods
 
         private void OnMonitorsFilterChanged()
@@ -510,6 +700,32 @@ namespace Tango.FSE.Insights.ViewModels
             _monitorsView?.Refresh();
         }
 
+        private void OnIsSettingsBarOpenedChanged()
+        {
+            if (!IsSettingsBarOpened)
+            {
+                Charts = Charts.OrderByAlphaNumeric(x => x.Description).OrderByDescending(x => x.IsVisible).ToObservableCollection();
+                InitMonitorsView();
+            }
+        }
+
+        private void InitMonitorsView()
+        {
+            _monitorsView = CollectionViewSource.GetDefaultView(Charts);
+            _monitorsView.Filter = (x) =>
+            {
+                if (!MonitorsFilter.IsNotNullOrEmpty()) return true;
+
+                InsightsChart chart = x as InsightsChart;
+                if (chart != null)
+                {
+                    return chart.Description.ToLower().Contains(MonitorsFilter.ToLower());
+                }
+
+                return false;
+            };
+        }
+
         private List<DateTime> GetDemoDates()
         {
             List<DateTime> dates = new List<DateTime>();
@@ -544,7 +760,7 @@ namespace Tango.FSE.Insights.ViewModels
             }
 
             return values;
-        } 
+        }
         #endregion
     }
 }
diff --git a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Views/InsightsView.xaml b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Views/InsightsView.xaml
index dda5861f2..65246662e 100644
--- a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Views/InsightsView.xaml
+++ b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/Views/InsightsView.xaml
@@ -13,243 +13,370 @@
              mc:Ignorable="d" 
              d:DesignHeight="1080" d:DesignWidth="1920" d:DataContext="{d:DesignInstance Type=vm:InsightsViewVM, IsDesignTimeCreatable=False}" DataContext="{x:Static global:ViewModelLocator.InsightsViewVM}">
 
-
     <Grid IsEnabled="{Binding IsFree}">
         <Grid>
+            <!--Actual Visible Charts-->
             <Grid>
-                <Grid Margin="5 15 5 0">
-                    <Grid>
-                        <Grid.ColumnDefinitions>
-                            <ColumnDefinition Width="Auto" MinWidth="200" />
-                            <ColumnDefinition Width="*" />
-                        </Grid.ColumnDefinitions>
-                        <Border Margin="5 5 0 5">
-                            <DockPanel>
-                                <Menu DockPanel.Dock="Top" Margin="0 -10 0 0">
-                                    <MenuItem Header="_File"></MenuItem>
-                                    <MenuItem Header="_View">
-                                        <MenuItem Header="Display Annotations" IsCheckable="True" IsChecked="{Binding DisplayAnnotations}" />
-                                    </MenuItem>
-                                </Menu>
-                                <Grid DockPanel.Dock="Top" Width="330" Margin="0 10 0 0" HorizontalAlignment="Center">
-                                    <Polygon Stroke="{StaticResource FSE_PrimaryAccentBrush}" StrokeThickness="1" Stretch="Fill" Height="50" Points="0,15 15,0 285,0 300,15 285,30 15,30"></Polygon>
-                                    <TextBox VerticalAlignment="Center" Margin="30 0" material:HintAssist.Hint="Find Monitor" Text="{Binding MonitorsFilter,UpdateSourceTrigger=PropertyChanged,Delay=200}"></TextBox>
-                                </Grid>
-                                <ScrollViewer Margin="0 20 0 0" HorizontalScrollBarVisibility="Disabled" VerticalScrollBarVisibility="Auto">
-                                    <ItemsControl ItemsSource="{Binding Charts}">
-                                        <ItemsControl.ItemTemplate>
-                                            <DataTemplate>
-                                                <ToggleButton Margin="5" IsChecked="{Binding IsVisible}">
-                                                    <ToggleButton.Template>
-                                                        <ControlTemplate TargetType="ToggleButton">
-                                                            <Grid>
-                                                                <Polygon x:Name="poly" Fill="{StaticResource FSE_PrimaryBackgroundDarkBrush}" StrokeThickness="1" Stroke="{StaticResource FSE_PrimaryBackgroundLightBrush}" Stretch="Fill" Height="40" Points="0,15 15,0 285,0 300,15 285,30 15,30"></Polygon>
-                                                                <TextBlock Text="{Binding Description}" HorizontalAlignment="Center" VerticalAlignment="Center" FontSize="{StaticResource FSE_SmallFontSize}"></TextBlock>
-                                                            </Grid>
-                                                            <ControlTemplate.Triggers>
-                                                                <Trigger Property="IsChecked" Value="True">
-                                                                    <Setter TargetName="poly" Property="Fill" Value="{StaticResource FSE_PrimaryAccentBrush}"></Setter>
-                                                                </Trigger>
-                                                                <Trigger Property="IsMouseOver" Value="True">
-                                                                    <Setter TargetName="poly" Property="Stroke" Value="{StaticResource FSE_PrimaryAccentBrush}"></Setter>
-                                                                </Trigger>
-                                                            </ControlTemplate.Triggers>
-                                                        </ControlTemplate>
-                                                    </ToggleButton.Template>
-                                                </ToggleButton>
-                                            </DataTemplate>
-                                        </ItemsControl.ItemTemplate>
-                                    </ItemsControl>
-                                </ScrollViewer>
-                            </DockPanel>
-                        </Border>
-                        <Grid Margin="10 0 0 0" Grid.Column="1" >
-                            <ItemsControl x:Name="chartsItemsControl" ItemsSource="{Binding VisibleCharts}">
-                                <ItemsControl.ItemsPanel>
-                                    <ItemsPanelTemplate>
-                                        <UniformGrid IsItemsHost="True" Columns="1" />
-                                    </ItemsPanelTemplate>
-                                </ItemsControl.ItemsPanel>
-                                <ItemsControl.ItemTemplate>
-                                    <DataTemplate>
-                                        <Grid Loaded="SciChartSurface_Loaded">
-                                            <Border BorderBrush="{StaticResource FSE_PrimaryBackgroundLightBrush}" BorderThickness="1" Margin="0 5" CornerRadius="5" Padding="1">
-                                                <s:SciChartSurface Annotations="{Binding Annotations}" Background="{StaticResource FSE_PrimaryBackgroundDarkBrush}" Visibility="{Binding IsVisible,Converter={StaticResource BooleanToVisibilityConverter}}" s:SciChartGroup.VerticalChartGroup="SyncedChartsSameAxisSizes" RenderableSeries="{s:SeriesBinding RenderableSeries}">
-                                                    <s:SciChartSurface.GridLinesPanelStyle>
-                                                        <Style TargetType="s:GridLinesPanel">
-                                                            <Setter Property="Background" Value="#191919"></Setter>
-                                                        </Style>
-                                                    </s:SciChartSurface.GridLinesPanelStyle>
+                <ItemsControl x:Name="chartsItemsControl" ItemsSource="{Binding VisibleCharts}">
+                    <ItemsControl.ItemsPanel>
+                        <ItemsPanelTemplate>
+                            <UniformGrid IsItemsHost="True" Columns="1" />
+                        </ItemsPanelTemplate>
+                    </ItemsControl.ItemsPanel>
+                    <ItemsControl.ItemTemplate>
+                        <DataTemplate>
+                            <Grid Loaded="SciChartSurface_Loaded">
+                                <Border BorderBrush="{StaticResource FSE_BorderBrush}" BorderThickness="0 1 0 1" Margin="0 2" CornerRadius="0" Padding="0">
+                                    <s:SciChartSurface Annotations="{Binding Annotations}" Background="{StaticResource FSE_PrimaryBackgroundDarkBrush}" Visibility="{Binding IsVisible,Converter={StaticResource BooleanToVisibilityConverter}}" s:SciChartGroup.VerticalChartGroup="SyncedChartsSameAxisSizes" RenderableSeries="{s:SeriesBinding RenderableSeries}">
+                                        <s:SciChartSurface.GridLinesPanelStyle>
+                                            <Style TargetType="s:GridLinesPanel">
+                                                <Setter Property="Background" Value="#191919"></Setter>
+                                            </Style>
+                                        </s:SciChartSurface.GridLinesPanelStyle>
 
-                                                    <!--  Define X and Y Axis. Optional bands give a cool look and feel for minimal performance impact  -->
-                                                    <s:SciChartSurface.YAxis>
-                                                        <s:NumericAxis GrowBy="0.1,0.1" MinorsPerMajor="2" VisibleRange="0,1"/>
-                                                    </s:SciChartSurface.YAxis>
-                                                    <s:SciChartSurface.XAxis>
-                                                        <s:DateTimeAxis Visibility="{Binding IsLast,Converter={StaticResource BooleanToVisibilityConverter}}" DrawMajorBands="True" VisibleRange="{Binding RelativeSource={RelativeSource AncestorType=UserControl},Path=DataContext.VisibleChartsRange, Mode=TwoWay}"/>
-                                                    </s:SciChartSurface.XAxis>
-                                                    <s:SciChartSurface.ChartModifier>
+                                        <!--  Define X and Y Axis. Optional bands give a cool look and feel for minimal performance impact  -->
+                                        <s:SciChartSurface.YAxis>
+                                            <s:NumericAxis AxisBandsFill="{StaticResource FSE_PrimaryBackgroundDarkColor}" GrowBy="0.1,0.1" MinorsPerMajor="2" VisibleRange="0,1"/>
+                                        </s:SciChartSurface.YAxis>
+                                        <s:SciChartSurface.XAxis>
+                                            <s:DateTimeAxis  AxisBandsFill="{StaticResource FSE_PrimaryBackgroundDarkColor}" Visibility="{Binding IsLast,Converter={StaticResource BooleanToVisibilityConverter}}" DrawMajorBands="True" VisibleRange="{Binding RelativeSource={RelativeSource AncestorType=UserControl},Path=DataContext.VisibleChartsRange, Mode=TwoWay}"/>
+                                        </s:SciChartSurface.XAxis>
+                                        <s:SciChartSurface.ChartModifier>
 
-                                                        <!--  Whats going on here?  -->
-                                                        <!--  We share the mouse events by using MouseManager.MouseEventGroup="..."  -->
-                                                        <!--  We ensure modifiers receive events even when another has handled by setting ReceiveHandledEvents=true  -->
-                                                        <!--  We bind both charts XAxis to shared property on the viewmodel to ensure they stay in sync  -->
-                                                        <s:ModifierGroup s:MouseManager.MouseEventGroup="myCustomGroup">
-                                                            <insights:InsightsRubberBandXYZoomModifier IsXAxisOnly="True" ReceiveHandledEvents="True" />
-                                                            <insights:InsightsZoomPanModifier ReceiveHandledEvents="True" XyDirection="XDirection"  />
-                                                            <!--<s:MouseWheelZoomModifier/>-->
-                                                            <!--<s:RolloverModifier ReceiveHandledEvents="True"/>-->
-                                                            <s:CursorModifier ReceiveHandledEvents="True"/>
-                                                            <!--<s:YAxisDragModifier Tag="FirstYAxis"/>-->
-                                                            <!--<s:XAxisDragModifier />-->
-                                                            <s:ZoomExtentsModifier/>
-                                                        </s:ModifierGroup>
-                                                    </s:SciChartSurface.ChartModifier>
-                                                </s:SciChartSurface>
-                                            </Border>
-                                        </Grid>
-                                    </DataTemplate>
-                                </ItemsControl.ItemTemplate>
-                            </ItemsControl>
-                        </Grid>
+                                            <!--  Whats going on here?  -->
+                                            <!--  We share the mouse events by using MouseManager.MouseEventGroup="..."  -->
+                                            <!--  We ensure modifiers receive events even when another has handled by setting ReceiveHandledEvents=true  -->
+                                            <!--  We bind both charts XAxis to shared property on the viewmodel to ensure they stay in sync  -->
+                                            <s:ModifierGroup s:MouseManager.MouseEventGroup="myCustomGroup">
+                                                <insights:InsightsRubberBandXYZoomModifier IsXAxisOnly="True" ReceiveHandledEvents="True" />
+                                                <insights:InsightsZoomPanModifier ReceiveHandledEvents="True" XyDirection="XDirection"  />
+                                                <!--<s:MouseWheelZoomModifier/>-->
+                                                <!--<s:RolloverModifier ReceiveHandledEvents="True"/>-->
+                                                <s:CursorModifier ReceiveHandledEvents="True"/>
+                                                <!--<s:YAxisDragModifier Tag="FirstYAxis"/>-->
+                                                <!--<s:XAxisDragModifier />-->
+                                                <s:ZoomExtentsModifier/>
+                                            </s:ModifierGroup>
+                                        </s:SciChartSurface.ChartModifier>
+                                    </s:SciChartSurface>
+                                </Border>
+                            </Grid>
+                        </DataTemplate>
+                    </ItemsControl.ItemTemplate>
+                </ItemsControl>
+            </Grid>
 
-                        <Grid x:Name="gridAnnotations" Loaded="SciChartSurface_Loaded" Grid.Column="1" Margin="10 5 0 25" IsHitTestVisible="True">
-                            <Grid.Style>
-                                <Style TargetType="Grid">
-                                    <Setter Property="Visibility" Value="Hidden"></Setter>
-                                    <Style.Triggers>
-                                        <MultiDataTrigger>
-                                            <MultiDataTrigger.Conditions>
-                                                <Condition Binding="{Binding DisplayAnnotations}" Value="True" />
-                                                <Condition Binding="{Binding VisibleCharts.Count,Converter={StaticResource GreaterThanToBooleanConverter}}" Value="True" />
-                                            </MultiDataTrigger.Conditions>
-                                            <Setter Property="Visibility" Value="Visible"></Setter>
-                                        </MultiDataTrigger>
-                                    </Style.Triggers>
-                                </Style>
-                            </Grid.Style>
-                            <s:SciChartSurface Annotations="{Binding Annotations}" Opacity="1" Background="Transparent" GridLinesPanelStyle="{x:Null}" s:SciChartGroup.VerticalChartGroup="SyncedChartsSameAxisSizes">
+            <!--Welcome / Busy-->
+            <Grid>
+                <Grid.Style>
+                    <Style TargetType="Grid">
+                        <Setter Property="Visibility" Value="Collapsed"></Setter>
+                        <Style.Triggers>
+                            <DataTrigger Binding="{Binding VisibleCharts.Count}" Value="0">
+                                <Setter Property="Visibility" Value="Visible"></Setter>
+                            </DataTrigger>
+                            <DataTrigger Binding="{Binding IsFree}" Value="False">
+                                <Setter Property="Visibility" Value="Visible"></Setter>
+                            </DataTrigger>
+                            <DataTrigger Binding="{Binding InsightsPackage}" Value="{x:Null}">
+                                <Setter Property="Visibility" Value="Visible"></Setter>
+                            </DataTrigger>
+                            <DataTrigger Binding="{Binding IsDetecting}" Value="True">
+                                <Setter Property="Visibility" Value="Collapsed"></Setter>
+                            </DataTrigger>
+                        </Style.Triggers>
+                    </Style>
+                </Grid.Style>
+                <s:SciChartSurface Background="{StaticResource FSE_PrimaryBackgroundDarkBrush}">
+                    <s:SciChartSurface.GridLinesPanelStyle>
+                        <Style TargetType="s:GridLinesPanel">
+                            <Setter Property="Background" Value="#191919"></Setter>
+                        </Style>
+                    </s:SciChartSurface.GridLinesPanelStyle>
 
-                                <!--  Define X and Y Axis. Optional bands give a cool look and feel for minimal performance impact  -->
-                                <s:SciChartSurface.YAxis>
-                                    <s:NumericAxis Visibility="Hidden" DrawMajorBands="False" DrawMajorGridLines="False" DrawMajorTicks="False" DrawMinorGridLines="False" DrawMinorTicks="False" GrowBy="0.1,0.1" MinorsPerMajor="2" VisibleRange="0,1"/>
-                                </s:SciChartSurface.YAxis>
-                                <s:SciChartSurface.XAxis>
-                                    <s:DateTimeAxis Visibility="Visible" FontSize="0.1" Background="Transparent" Foreground="Transparent" DrawMajorBands="False" DrawMajorGridLines="False" DrawMajorTicks="False" DrawMinorGridLines="False" DrawMinorTicks="False" VisibleRange="{Binding VisibleChartsRange, Mode=TwoWay}"/>
-                                </s:SciChartSurface.XAxis>
-                                <s:SciChartSurface.ChartModifier>
+                    <!--  Define X and Y Axis. Optional bands give a cool look and feel for minimal performance impact  -->
+                    <s:SciChartSurface.YAxis>
+                        <s:NumericAxis GrowBy="0.1,0.1" MinorsPerMajor="2" AxisBandsFill="{StaticResource FSE_PrimaryBackgroundDarkColor}" VisibleRange="0,1"/>
+                    </s:SciChartSurface.YAxis>
+                    <s:SciChartSurface.XAxis>
+                        <s:DateTimeAxis  DrawMajorBands="True" AxisBandsFill="{StaticResource FSE_PrimaryBackgroundDarkColor}" />
+                    </s:SciChartSurface.XAxis>
+                </s:SciChartSurface>
 
-                                    <!--  Whats going on here?  -->
-                                    <!--  We share the mouse events by using MouseManager.MouseEventGroup="..."  -->
-                                    <!--  We ensure modifiers receive events even when another has handled by setting ReceiveHandledEvents=true  -->
-                                    <!--  We bind both charts XAxis to shared property on the viewmodel to ensure they stay in sync  -->
-                                    <s:ModifierGroup s:MouseManager.MouseEventGroup="myCustomGroup">
-                                        <insights:InsightsRubberBandXYZoomModifier RubberBandFill="Transparent" RubberBandStroke="Transparent" IsXAxisOnly="True" ReceiveHandledEvents="True" />
-                                        <insights:InsightsZoomPanModifier ReceiveHandledEvents="True" XyDirection="XDirection"  />
-                                        <s:CursorModifier ReceiveHandledEvents="True"/>
-                                        <!--<s:MouseWheelZoomModifier/>-->
-                                        <!--<s:RolloverModifier ReceiveHandledEvents="True"/>-->
-                                        <!--<s:CursorModifier ReceiveHandledEvents="True"/>-->
-                                        <!--<s:YAxisDragModifier Tag="FirstYAxis"/>-->
-                                        <!--<s:XAxisDragModifier />-->
-                                        <s:ZoomExtentsModifier/>
-                                    </s:ModifierGroup>
-                                </s:SciChartSurface.ChartModifier>
-                            </s:SciChartSurface>
-                        </Grid>
+                <StackPanel HorizontalAlignment="Center" VerticalAlignment="Center" Height="420">
+                    <Image Stretch="Uniform" RenderOptions.BitmapScalingMode="Fant" Source="../Images/insight_big.png" Opacity="0.5" Width="128" />
+                    <TextBlock Margin="0 10 0 0" FontSize="70" HorizontalAlignment="Center" FontFamily="{StaticResource hand}" Foreground="{StaticResource FSE_PrimaryAccentBrush}">Insights</TextBlock>
+                    <TextBlock Visibility="{Binding InsightsPackageAvailable,Converter={StaticResource BooleanToVisibilityInverseConverter}}" Margin="0 10 0 0" TextAlignment="Center" MaxWidth="700" TextWrapping="Wrap" LineHeight="20" Foreground="{StaticResource FSE_GrayBrush}">
+                        <Run>Welcome to the Insights module</Run>
+                        <Run>
+                            This module allows you to collect, view and analyze important machine data using interactive charts and annotations.
+                        </Run>
+                        <LineBreak/>
+                        <LineBreak/>
+                        <Run>Use the search panel above to select target dates for data collection, then press 'Get Insights'.</Run>
+                        <LineBreak/>
+                        <LineBreak/>
+                        <Run>Toggle the settings panel on the left to configure your workspace.</Run>
+                        <LineBreak/>
+                        <LineBreak/>
+                        <Run>
+                            The workspace supports panning and zooming.
+                            Hold and drag the mouse to pan the charts, or hold the Ctrl key to zoom.
+                        </Run>
+                    </TextBlock>
 
-                        <ItemsControl ItemsSource="{Binding VisibleCharts}" Grid.Column="1" Margin="10 0 0 0">
-                            <ItemsControl.ItemsPanel>
-                                <ItemsPanelTemplate>
-                                    <UniformGrid IsItemsHost="True" Columns="1" />
-                                </ItemsPanelTemplate>
-                            </ItemsControl.ItemsPanel>
-                            <ItemsControl.ItemTemplate>
-                                <DataTemplate>
-                                    <Grid>
-                                        <Grid HorizontalAlignment="Left" VerticalAlignment="Top" Width="260" Height="30" Margin="3 8 0 0">
-                                            <Polygon Points="1,0 300,0 240,40 0,40 0,1" Fill="#3800AFFF" Stretch="Fill" Stroke="Black" />
-                                            <TextBlock Margin="30 0 0 0" Text="{Binding Description}" HorizontalAlignment="Left" VerticalAlignment="Center" FontSize="{StaticResource FSE_SmallFontSize}"></TextBlock>
-                                            <controls:ToggleIconButton CheckedIcon="Close" IsChecked="{Binding IsVisible}" HorizontalAlignment="Left" VerticalAlignment="Center" Width="16" Height="16" Margin="5 -2 0 0" />
-                                        </Grid>
-                                    </Grid>
-                                </DataTemplate>
-                            </ItemsControl.ItemTemplate>
-                        </ItemsControl>
-                    </Grid>
-                </Grid>
+                    <StackPanel Visibility="{Binding InsightsPackageAvailable,Converter={StaticResource BooleanToVisibilityConverter}}" >
+                        <TextBlock Margin="0 10 0 0" FontSize="20" HorizontalAlignment="Center" Foreground="{StaticResource FSE_SuccessBrush}">Insights available !</TextBlock>
+                        <TextBlock Margin="0 10 0 0" HorizontalAlignment="Center">Use the pane on the left to select monitors to display.</TextBlock>
+                    </StackPanel>
+                </StackPanel>
             </Grid>
 
-            <Grid VerticalAlignment="Top">
+            <!--Annotations-->
+            <Grid x:Name="gridAnnotations" Loaded="SciChartSurface_Loaded" Grid.Column="1" Margin="10 5 0 25" IsHitTestVisible="True">
                 <Grid.Style>
                     <Style TargetType="Grid">
-                        <Setter Property="Margin" Value="0 20 0 0"></Setter>
+                        <Setter Property="Visibility" Value="Hidden"></Setter>
+                        <Style.Triggers>
+                            <MultiDataTrigger>
+                                <MultiDataTrigger.Conditions>
+                                    <Condition Binding="{Binding DisplayAnnotations}" Value="True" />
+                                    <Condition Binding="{Binding VisibleCharts.Count,Converter={StaticResource GreaterThanToBooleanConverter}}" Value="True" />
+                                </MultiDataTrigger.Conditions>
+                                <Setter Property="Visibility" Value="Visible"></Setter>
+                            </MultiDataTrigger>
+                        </Style.Triggers>
+                    </Style>
+                </Grid.Style>
+                <s:SciChartSurface Annotations="{Binding Annotations}" Opacity="1" Background="Transparent" GridLinesPanelStyle="{x:Null}" s:SciChartGroup.VerticalChartGroup="SyncedChartsSameAxisSizes">
+
+                    <!--  Define X and Y Axis. Optional bands give a cool look and feel for minimal performance impact  -->
+                    <s:SciChartSurface.YAxis>
+                        <s:NumericAxis Visibility="Hidden" DrawMajorBands="False" DrawMajorGridLines="False" DrawMajorTicks="False" DrawMinorGridLines="False" DrawMinorTicks="False" GrowBy="0.1,0.1" MinorsPerMajor="2" VisibleRange="0,1"/>
+                    </s:SciChartSurface.YAxis>
+                    <s:SciChartSurface.XAxis>
+                        <s:DateTimeAxis Visibility="Visible" FontSize="0.1" Background="Transparent" Foreground="Transparent" DrawMajorBands="False" DrawMajorGridLines="False" DrawMajorTicks="False" DrawMinorGridLines="False" DrawMinorTicks="False" VisibleRange="{Binding VisibleChartsRange, Mode=TwoWay}"/>
+                    </s:SciChartSurface.XAxis>
+                    <s:SciChartSurface.ChartModifier>
+
+                        <!--  Whats going on here?  -->
+                        <!--  We share the mouse events by using MouseManager.MouseEventGroup="..."  -->
+                        <!--  We ensure modifiers receive events even when another has handled by setting ReceiveHandledEvents=true  -->
+                        <!--  We bind both charts XAxis to shared property on the viewmodel to ensure they stay in sync  -->
+                        <s:ModifierGroup s:MouseManager.MouseEventGroup="myCustomGroup">
+                            <insights:InsightsRubberBandXYZoomModifier RubberBandFill="Transparent" RubberBandStroke="Transparent" IsXAxisOnly="True" ReceiveHandledEvents="True" />
+                            <insights:InsightsZoomPanModifier ReceiveHandledEvents="True" XyDirection="XDirection"  />
+                            <s:CursorModifier ReceiveHandledEvents="True"/>
+                            <!--<s:MouseWheelZoomModifier/>-->
+                            <!--<s:RolloverModifier ReceiveHandledEvents="True"/>-->
+                            <!--<s:CursorModifier ReceiveHandledEvents="True"/>-->
+                            <!--<s:YAxisDragModifier Tag="FirstYAxis"/>-->
+                            <!--<s:XAxisDragModifier />-->
+                            <s:ZoomExtentsModifier/>
+                        </s:ModifierGroup>
+                    </s:SciChartSurface.ChartModifier>
+                </s:SciChartSurface>
+            </Grid>
+
+            <!--Charts Labels-->
+            <ItemsControl ItemsSource="{Binding VisibleCharts}" Margin="0 0 0 0">
+                <ItemsControl.ItemsPanel>
+                    <ItemsPanelTemplate>
+                        <UniformGrid IsItemsHost="True" Columns="1" />
+                    </ItemsPanelTemplate>
+                </ItemsControl.ItemsPanel>
+                <ItemsControl.ItemTemplate>
+                    <DataTemplate>
+                        <Grid>
+                            <Grid HorizontalAlignment="Left" VerticalAlignment="Top" Width="320" Height="30" Margin="0 3 0 0">
+                                <Polygon Points="0,0 300,0 240,40 0,40" Fill="#3800AFFF" Stretch="Fill" Stroke="Black" />
+                                <DockPanel Margin="45 0 0 0" HorizontalAlignment="Left">
+                                    <controls:ToggleIconButton CheckedIcon="Close" IsChecked="{Binding IsVisible}" VerticalAlignment="Center" Width="16" Height="16" Margin="0 -2 0 0" />
+                                    <TextBlock Margin="5 0 0 0"  Text="{Binding Description}" VerticalAlignment="Center" FontSize="{StaticResource FSE_SmallFontSize}"></TextBlock>
+                                </DockPanel>
+                            </Grid>
+                        </Grid>
+                    </DataTemplate>
+                </ItemsControl.ItemTemplate>
+            </ItemsControl>
+
+            <!--Left Panel-->
+            <Border HorizontalAlignment="Left" Background="{StaticResource FSE_PrimaryBackgroundMidBrush}" BorderThickness="0 0 1 0" BorderBrush="{StaticResource FSE_BorderBrush}">
+                <Border.Style>
+                    <Style TargetType="Border">
+                        <Setter Property="Margin" Value="-350 0 0 0"></Setter>
                         <Style.Triggers>
-                            <DataTrigger Binding="{Binding ElementName=chkSearchBar,Path=IsChecked}" Value="True">
+                            <DataTrigger Binding="{Binding ElementName=chkSettingsBar,Path=IsChecked}" Value="True">
                                 <DataTrigger.EnterActions>
                                     <BeginStoryboard>
                                         <Storyboard>
-                                            <ThicknessAnimation Storyboard.TargetProperty="Margin" To="0 20 0 0" Duration="00:00:0.2" />
+                                            <ThicknessAnimation Storyboard.TargetProperty="Margin" To="0 0 0 0" Duration="00:00:0.2" />
                                         </Storyboard>
                                     </BeginStoryboard>
                                 </DataTrigger.EnterActions>
                                 <DataTrigger.ExitActions>
                                     <BeginStoryboard>
                                         <Storyboard>
-                                            <ThicknessAnimation Storyboard.TargetProperty="Margin" To="0 -160 0 0" Duration="00:00:0.2" />
+                                            <ThicknessAnimation Storyboard.TargetProperty="Margin" To="-350 0 0 0" Duration="00:00:0.2" />
                                         </Storyboard>
                                     </BeginStoryboard>
                                 </DataTrigger.ExitActions>
                             </DataTrigger>
                         </Style.Triggers>
                     </Style>
-                </Grid.Style>
-                <Ellipse Fill="{StaticResource FSE_PrimaryBackgroundMidBrush}" Width="1500" Height="560" VerticalAlignment="Top" HorizontalAlignment="Center" Margin="0 -380 0 0" Opacity="0.9" StrokeThickness="1" Stroke="{StaticResource FSE_GrayBrush}" />
-                <Grid DockPanel.Dock="Top" Panel.ZIndex="100">
-                    <StackPanel>
-                        <DockPanel HorizontalAlignment="Center" VerticalAlignment="Top">
-                            <StackPanel Orientation="Horizontal" DockPanel.Dock="Left" VerticalAlignment="Bottom" Margin="0 0 0 -20">
-                                <Grid VerticalAlignment="Bottom" Margin="0 0 20 14">
-                                    <StackPanel>
-                                        <Grid Margin="-300 -70 0 0" Width="200">
-                                            <Polygon Stroke="{StaticResource FSE_PrimaryAccentBrush}" StrokeThickness="1" Stretch="Fill" Height="40" Points="0,15 15,0 285,0 300,15 285,30 15,30"></Polygon>
-                                            <material:TimePicker SelectedTime="{Binding StartTime}" Is24Hours="True" VerticalAlignment="Center" Width="150" material:HintAssist.Hint="Time (00:00:00)" />
-                                        </Grid>
-                                        <Grid Width="250">
-                                            <Polygon Stroke="{StaticResource FSE_PrimaryAccentBrush}" StrokeThickness="1" Stretch="Fill" Height="50" Points="0,15 15,0 285,0 300,15 285,30 15,30"></Polygon>
-                                            <DatePicker DisplayDateStart="{Binding MinDate}" DisplayDateEnd="{Binding MaxDate}" SelectedDate="{Binding StartDate}" VerticalAlignment="Center" Width="200" material:HintAssist.Hint="Start Date"  />
-                                        </Grid>
-                                    </StackPanel>
-                                </Grid>
-                                <Image RenderOptions.BitmapScalingMode="Fant" RenderTransformOrigin="0.5,0.5" Source="../Images/arrow_right.png" DockPanel.Dock="Left" Stretch="Fill" Height="80" Width="100" VerticalAlignment="Bottom">
-                                    <Image.RenderTransform>
-                                        <RotateTransform Angle="180"/>
-                                    </Image.RenderTransform>
-                                </Image>
-                            </StackPanel>
-                            <StackPanel DockPanel.Dock="Right" VerticalAlignment="Bottom" Orientation="Horizontal" Margin="0 0 0 -20">
-                                <Image RenderOptions.BitmapScalingMode="Fant" Source="../Images/arrow_right.png" DockPanel.Dock="Right" Stretch="Fill" Height="80" Width="100" VerticalAlignment="Bottom" />
-                                <Grid VerticalAlignment="Bottom" Margin="20 0 0 14">
-                                    <StackPanel>
-                                        <Grid Margin="0 -70 -300 0" Width="200">
-                                            <Polygon Stroke="{StaticResource FSE_PrimaryAccentBrush}" StrokeThickness="1" Stretch="Fill" Height="40" Points="0,15 15,0 285,0 300,15 285,30 15,30"></Polygon>
-                                            <material:TimePicker SelectedTime="{Binding EndTime}" Is24Hours="True" VerticalAlignment="Center" Width="150" material:HintAssist.Hint="End Time (All Day)" />
-                                        </Grid>
-                                        <Grid Width="250">
-                                            <Polygon Stroke="{StaticResource FSE_PrimaryAccentBrush}" StrokeThickness="1" Stretch="Fill" Height="50" Points="0,15 15,0 285,0 300,15 285,30 15,30"></Polygon>
-                                            <DatePicker DisplayDateStart="{Binding MinDate}" DisplayDateEnd="{Binding MaxDate}" SelectedDate="{Binding EndDate}" VerticalAlignment="Center" Width="200" material:HintAssist.Hint="End Date (Today)" />
-                                        </Grid>
-                                    </StackPanel>
-                                </Grid>
-                            </StackPanel>
-                            <Image RenderOptions.BitmapScalingMode="Fant" Margin="40 0" Source="../Images/time.png" Stretch="Uniform" Width="100" />
-                        </DockPanel>
-                        <Button Command="{Binding GetInsightsCommand}" HorizontalAlignment="Center" Width="220" Style="{StaticResource FSE_Button_Polygon}" Height="40" FontSize="14" Margin="0 20 0 0" IsEnabled="{Binding MachineProvider.IsPPCAvailable}">Get Insights</Button>
-                    </StackPanel>
+                </Border.Style>
+                <Grid Width="350" ClipToBounds="False">
+                    <DockPanel>
+                        <Menu DockPanel.Dock="Top" Margin="0 0 0 0" Background="{StaticResource FSE_PrimaryBackgroundMidBrush}">
+                            <MenuItem Header="_File"></MenuItem>
+                            <MenuItem Header="_Tools">
+                                <MenuItem Header="Display Annotations" IsCheckable="True" IsChecked="{Binding DisplayAnnotations}" />
+                                <MenuItem Header="Display Anomalies" IsCheckable="True" IsChecked="{Binding DisplayAnomalies}" />
+                                <Separator/>
+                                <MenuItem Header="Detect Anomalies" Command="{Binding AnalyzeCommand}">
+                                    <MenuItem.Icon>
+                                        <material:PackIcon Kind="Spider" Foreground="{StaticResource FSE_ErrorBrush}" />
+                                    </MenuItem.Icon>
+                                </MenuItem>
+                            </MenuItem>
+                        </Menu>
+                        <Grid DockPanel.Dock="Top" Width="330" Margin="0 10 0 0" HorizontalAlignment="Center">
+                            <Polygon Stroke="{StaticResource FSE_PrimaryAccentBrush}" StrokeThickness="1" Stretch="Fill" Height="50" Points="0,15 15,0 285,0 300,15 285,30 15,30"></Polygon>
+                            <TextBox VerticalAlignment="Center" Margin="30 0" material:HintAssist.Hint="Find Monitor" Text="{Binding MonitorsFilter,UpdateSourceTrigger=PropertyChanged,Delay=200}"></TextBox>
+                        </Grid>
+                        <ScrollViewer Margin="0 20 0 0" HorizontalScrollBarVisibility="Disabled" VerticalScrollBarVisibility="Auto">
+                            <ItemsControl ItemsSource="{Binding Charts}">
+                                <ItemsControl.ItemTemplate>
+                                    <DataTemplate>
+                                        <ToggleButton Margin="5" IsChecked="{Binding IsVisible}">
+                                            <ToggleButton.Template>
+                                                <ControlTemplate TargetType="ToggleButton">
+                                                    <Grid>
+                                                        <Polygon x:Name="poly" Fill="{StaticResource FSE_PrimaryBackgroundDarkBrush}" StrokeThickness="1" Stroke="{StaticResource FSE_PrimaryBackgroundLightBrush}" Stretch="Fill" Height="40" Points="0,15 15,0 285,0 300,15 285,30 15,30"></Polygon>
+                                                        <TextBlock Text="{Binding Description}" HorizontalAlignment="Center" VerticalAlignment="Center" FontSize="{StaticResource FSE_SmallFontSize}"></TextBlock>
+                                                    </Grid>
+                                                    <ControlTemplate.Triggers>
+                                                        <Trigger Property="IsChecked" Value="True">
+                                                            <Setter TargetName="poly" Property="Fill" Value="{StaticResource FSE_PrimaryAccentBrush}"></Setter>
+                                                        </Trigger>
+                                                        <Trigger Property="IsMouseOver" Value="True">
+                                                            <Setter TargetName="poly" Property="Stroke" Value="{StaticResource FSE_PrimaryAccentBrush}"></Setter>
+                                                        </Trigger>
+                                                    </ControlTemplate.Triggers>
+                                                </ControlTemplate>
+                                            </ToggleButton.Template>
+                                        </ToggleButton>
+                                    </DataTemplate>
+                                </ItemsControl.ItemTemplate>
+                            </ItemsControl>
+                        </ScrollViewer>
+                    </DockPanel>
+
+                    <Grid HorizontalAlignment="Right" Margin="0 0 -30 0" VerticalAlignment="Center" Width="30" Height="350" ClipToBounds="False">
+                        <Grid ClipToBounds="True">
+                            <Polygon Fill="{StaticResource FSE_PrimaryBackgroundMidBrush}" Width="95" Margin="-65 0 0 0" Points="0,0 100,30 100,320 0,350" Stroke="{StaticResource FSE_BorderBrush}" Stretch="Fill"></Polygon>
+                        </Grid>
+                        <controls:ToggleIconButton x:Name="chkSettingsBar" ToolTip="Toggle settings" Cursor="Hand" CheckedIcon="ChevronLeftCircle" UncheckedIcon="ChevronRightCircle" Width="32" Height="32" VerticalAlignment="Center" HorizontalAlignment="Right" Margin="0 0 -15 0" IsChecked="{Binding IsSettingsBarOpened}" />
+                    </Grid>
                 </Grid>
+            </Border>
+        </Grid>
 
-                <controls:ToggleIconButton x:Name="chkSearchBar" Cursor="Hand" CheckedIcon="ChevronUpCircle" UncheckedIcon="ChevronDownCircle" Width="32" Height="32" VerticalAlignment="Bottom" Margin="0 0 0 -15" IsChecked="{Binding IsSearchBarOpened}" />
+        <!--Top Panel-->
+        <Grid VerticalAlignment="Top">
+            <Grid.Style>
+                <Style TargetType="Grid">
+                    <Setter Property="Margin" Value="0 20 0 0"></Setter>
+                    <Style.Triggers>
+                        <DataTrigger Binding="{Binding ElementName=chkSearchBar,Path=IsChecked}" Value="True">
+                            <DataTrigger.EnterActions>
+                                <BeginStoryboard>
+                                    <Storyboard>
+                                        <ThicknessAnimation Storyboard.TargetProperty="Margin" To="0 20 0 0" Duration="00:00:0.2" />
+                                    </Storyboard>
+                                </BeginStoryboard>
+                            </DataTrigger.EnterActions>
+                            <DataTrigger.ExitActions>
+                                <BeginStoryboard>
+                                    <Storyboard>
+                                        <ThicknessAnimation Storyboard.TargetProperty="Margin" To="0 -160 0 0" Duration="00:00:0.2" />
+                                    </Storyboard>
+                                </BeginStoryboard>
+                            </DataTrigger.ExitActions>
+                        </DataTrigger>
+                    </Style.Triggers>
+                </Style>
+            </Grid.Style>
+            <Polygon Fill="{StaticResource FSE_PrimaryBackgroundMidBrush}" Stretch="None" Width="1400" Height="220" Points="0,0 200,200 1200,200 1400,0" HorizontalAlignment="Center" Margin="-10 -20 0 0" Opacity="0.9" StrokeThickness="1" Stroke="{StaticResource FSE_GrayBrush}" />
+            <Grid DockPanel.Dock="Top" Panel.ZIndex="100">
+                <StackPanel>
+                    <DockPanel HorizontalAlignment="Center" VerticalAlignment="Top">
+                        <StackPanel Orientation="Horizontal" DockPanel.Dock="Left" VerticalAlignment="Bottom" Margin="0 0 0 -20">
+                            <Grid VerticalAlignment="Bottom" Margin="0 0 20 14">
+                                <StackPanel>
+                                    <Grid Margin="-300 -70 0 0" Width="200">
+                                        <Polygon Stroke="{StaticResource FSE_PrimaryAccentBrush}" StrokeThickness="1" Stretch="Fill" Height="40" Points="0,15 15,0 285,0 300,15 285,30 15,30"></Polygon>
+                                        <material:TimePicker SelectedTime="{Binding StartTime}" Is24Hours="True" VerticalAlignment="Center" Width="150" material:HintAssist.Hint="Time (00:00:00)" />
+                                    </Grid>
+                                    <Grid Width="250">
+                                        <Polygon Stroke="{StaticResource FSE_PrimaryAccentBrush}" StrokeThickness="1" Stretch="Fill" Height="50" Points="0,15 15,0 285,0 300,15 285,30 15,30"></Polygon>
+                                        <DatePicker DisplayDateStart="{Binding MinDate}" DisplayDateEnd="{Binding MaxDate}" SelectedDate="{Binding StartDate}" VerticalAlignment="Center" Width="200" material:HintAssist.Hint="Start Date"  />
+                                    </Grid>
+                                </StackPanel>
+                            </Grid>
+                            <Image RenderOptions.BitmapScalingMode="Fant" RenderTransformOrigin="0.5,0.5" Source="../Images/arrow_right.png" DockPanel.Dock="Left" Stretch="Fill" Height="80" Width="100" VerticalAlignment="Bottom">
+                                <Image.RenderTransform>
+                                    <RotateTransform Angle="180"/>
+                                </Image.RenderTransform>
+                            </Image>
+                        </StackPanel>
+                        <StackPanel DockPanel.Dock="Right" VerticalAlignment="Bottom" Orientation="Horizontal" Margin="0 0 0 -20">
+                            <Image RenderOptions.BitmapScalingMode="Fant" Source="../Images/arrow_right.png" DockPanel.Dock="Right" Stretch="Fill" Height="80" Width="100" VerticalAlignment="Bottom" />
+                            <Grid VerticalAlignment="Bottom" Margin="20 0 0 14">
+                                <StackPanel>
+                                    <Grid Margin="0 -70 -300 0" Width="200">
+                                        <Polygon Stroke="{StaticResource FSE_PrimaryAccentBrush}" StrokeThickness="1" Stretch="Fill" Height="40" Points="0,15 15,0 285,0 300,15 285,30 15,30"></Polygon>
+                                        <material:TimePicker SelectedTime="{Binding EndTime}" Is24Hours="True" VerticalAlignment="Center" Width="150" material:HintAssist.Hint="End Time (All Day)" />
+                                    </Grid>
+                                    <Grid Width="250">
+                                        <Polygon Stroke="{StaticResource FSE_PrimaryAccentBrush}" StrokeThickness="1" Stretch="Fill" Height="50" Points="0,15 15,0 285,0 300,15 285,30 15,30"></Polygon>
+                                        <DatePicker DisplayDateStart="{Binding MinDate}" DisplayDateEnd="{Binding MaxDate}" SelectedDate="{Binding EndDate}" VerticalAlignment="Center" Width="200" material:HintAssist.Hint="End Date (Today)" />
+                                    </Grid>
+                                </StackPanel>
+                            </Grid>
+                        </StackPanel>
+                        <Image RenderOptions.BitmapScalingMode="Fant" Margin="40 0" Source="../Images/time.png" Stretch="Uniform" Width="100" />
+                    </DockPanel>
+                    <Button Command="{Binding GetInsightsCommand}" HorizontalAlignment="Center" Width="220" Style="{StaticResource FSE_Button_Polygon}" Height="40" FontSize="14" Margin="0 20 0 0" IsEnabled="{Binding MachineProvider.IsPPCAvailable}">Get Insights</Button>
+                </StackPanel>
             </Grid>
+
+            <controls:ToggleIconButton x:Name="chkSearchBar" ToolTip="Toggle range selection" Cursor="Hand" CheckedIcon="ChevronUpCircle" UncheckedIcon="ChevronDownCircle" Width="32" Height="32" VerticalAlignment="Bottom" Margin="0 0 0 0" IsChecked="{Binding IsSearchBarOpened}" />
+        </Grid>
+
+        <!--Anomalies Detection Progress-->
+        <Grid Background="#D4000000" Visibility="{Binding IsDetecting,Converter={StaticResource BooleanToVisibilityConverter}}">
+            <StackPanel HorizontalAlignment="Center" VerticalAlignment="Center">
+                <Image Source="../Images/detection.png" Stretch="Uniform" Width="80" RenderOptions.BitmapScalingMode="Fant" Opacity="0.8" />
+                <TextBlock Margin="0 20 0 0" Text="Detecting Anomalies" FontSize="30" HorizontalAlignment="Center"></TextBlock>
+
+                <ItemsControl ItemsSource="{Binding AnomaliesDetectionProgresses}" Margin="0 40 0 0" Width="700">
+                    <ItemsControl.ItemsPanel>
+                        <ItemsPanelTemplate>
+                            <UniformGrid Rows="1" IsItemsHost="True"></UniformGrid>
+                        </ItemsPanelTemplate>
+                    </ItemsControl.ItemsPanel>
+                    <ItemsControl.ItemTemplate>
+                        <DataTemplate>
+                            <StackPanel>
+                                <ProgressBar Height="5" Maximum="{Binding FramesCount}" Value="{Binding CurrentFrame}"></ProgressBar>
+                            </StackPanel>
+                        </DataTemplate>
+                    </ItemsControl.ItemTemplate>
+                </ItemsControl>
+
+                <Button HorizontalAlignment="Center" Style="{StaticResource FSE_RaisedButton_Dark_Hover}" Margin="0 40 0 0" Width="200" Height="40">CANCEL</Button>
+            </StackPanel>
         </Grid>
     </Grid>
 </UserControl>
diff --git a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/app.config b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/app.config
index 36bc04f85..391504c17 100644
--- a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/app.config
+++ b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/app.config
@@ -12,7 +12,7 @@
       </dependentAssembly>
       <dependentAssembly>
         <assemblyIdentity name="System.Collections.Immutable" publicKeyToken="b03f5f7f11d50a3a" culture="neutral" />
-        <bindingRedirect oldVersion="0.0.0.0-1.2.2.0" newVersion="1.2.2.0" />
+        <bindingRedirect oldVersion="0.0.0.0-1.2.5.0" newVersion="1.2.5.0" />
       </dependentAssembly>
       <dependentAssembly>
         <assemblyIdentity name="System.Reflection.Metadata" publicKeyToken="b03f5f7f11d50a3a" culture="neutral" />
@@ -52,7 +52,7 @@
       </dependentAssembly>
       <dependentAssembly>
         <assemblyIdentity name="Newtonsoft.Json" publicKeyToken="30ad4fe6b2a6aeed" culture="neutral" />
-        <bindingRedirect oldVersion="0.0.0.0-9.0.0.0" newVersion="9.0.0.0" />
+        <bindingRedirect oldVersion="0.0.0.0-12.0.0.0" newVersion="12.0.0.0" />
       </dependentAssembly>
       <dependentAssembly>
         <assemblyIdentity name="Microsoft.Data.Edm" publicKeyToken="31bf3856ad364e35" culture="neutral" />
@@ -74,6 +74,46 @@
         <assemblyIdentity name="WebGrease" publicKeyToken="31bf3856ad364e35" culture="neutral" />
         <bindingRedirect oldVersion="0.0.0.0-1.5.2.14234" newVersion="1.5.2.14234" />
       </dependentAssembly>
+      <dependentAssembly>
+        <assemblyIdentity name="SharpDX.Mathematics" publicKeyToken="b4dcf0f35e5521f1" culture="neutral" />
+        <bindingRedirect oldVersion="0.0.0.0-3.1.0.0" newVersion="3.1.0.0" />
+      </dependentAssembly>
+      <dependentAssembly>
+        <assemblyIdentity name="SharpDX.Direct3D11" publicKeyToken="b4dcf0f35e5521f1" culture="neutral" />
+        <bindingRedirect oldVersion="0.0.0.0-3.1.0.0" newVersion="3.1.0.0" />
+      </dependentAssembly>
+      <dependentAssembly>
+        <assemblyIdentity name="SharpDX.DXGI" publicKeyToken="b4dcf0f35e5521f1" culture="neutral" />
+        <bindingRedirect oldVersion="0.0.0.0-3.1.0.0" newVersion="3.1.0.0" />
+      </dependentAssembly>
+      <dependentAssembly>
+        <assemblyIdentity name="SharpDX" publicKeyToken="b4dcf0f35e5521f1" culture="neutral" />
+        <bindingRedirect oldVersion="0.0.0.0-3.1.0.0" newVersion="3.1.0.0" />
+      </dependentAssembly>
+      <dependentAssembly>
+        <assemblyIdentity name="System.Runtime.CompilerServices.Unsafe" publicKeyToken="b03f5f7f11d50a3a" culture="neutral" />
+        <bindingRedirect oldVersion="0.0.0.0-4.0.6.0" newVersion="4.0.6.0" />
+      </dependentAssembly>
+      <dependentAssembly>
+        <assemblyIdentity name="System.Memory" publicKeyToken="cc7b13ffcd2ddd51" culture="neutral" />
+        <bindingRedirect oldVersion="0.0.0.0-4.0.1.1" newVersion="4.0.1.1" />
+      </dependentAssembly>
+      <dependentAssembly>
+        <assemblyIdentity name="System.Threading.Tasks.Extensions" publicKeyToken="cc7b13ffcd2ddd51" culture="neutral" />
+        <bindingRedirect oldVersion="0.0.0.0-4.2.0.1" newVersion="4.2.0.1" />
+      </dependentAssembly>
+      <dependentAssembly>
+        <assemblyIdentity name="Z.EntityFramework.Extensions" publicKeyToken="59b66d028979105b" culture="neutral" />
+        <bindingRedirect oldVersion="0.0.0.0-4.0.50.0" newVersion="4.0.50.0" />
+      </dependentAssembly>
+      <dependentAssembly>
+        <assemblyIdentity name="System.Net.Http.Formatting" publicKeyToken="31bf3856ad364e35" culture="neutral" />
+        <bindingRedirect oldVersion="0.0.0.0-5.2.3.0" newVersion="5.2.3.0" />
+      </dependentAssembly>
+      <dependentAssembly>
+        <assemblyIdentity name="Microsoft.IdentityModel.Clients.ActiveDirectory.Platform" publicKeyToken="31bf3856ad364e35" culture="neutral" />
+        <bindingRedirect oldVersion="0.0.0.0-3.19.8.16603" newVersion="3.19.8.16603" />
+      </dependentAssembly>
     </assemblyBinding>
   </runtime>
   <entityFramework>
diff --git a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/packages.config b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/packages.config
index dd8c723e4..e06be2064 100644
--- a/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/packages.config
+++ b/Software/Visual_Studio/FSE/Modules/Tango.FSE.Insights/packages.config
@@ -6,5 +6,19 @@
   <package id="MahApps.Metro" version="1.6.5" targetFramework="net461" />
   <package id="MaterialDesignColors" version="1.2.2" targetFramework="net461" />
   <package id="MaterialDesignThemes" version="3.0.1" targetFramework="net461" />
-  <package id="Newtonsoft.Json" version="9.0.1" targetFramework="net461" />
+  <package id="Microsoft.ML" version="1.5.1" targetFramework="net461" />
+  <package id="Microsoft.ML.CpuMath" version="1.5.1" targetFramework="net461" />
+  <package id="Microsoft.ML.DataView" version="1.5.1" targetFramework="net461" />
+  <package id="Microsoft.ML.Mkl.Redist" version="1.5.1" targetFramework="net461" />
+  <package id="Microsoft.ML.TimeSeries" version="1.5.1" targetFramework="net461" />
+  <package id="Newtonsoft.Json" version="12.0.3" targetFramework="net461" />
+  <package id="System.Buffers" version="4.5.1" targetFramework="net461" />
+  <package id="System.CodeDom" version="4.7.0" targetFramework="net461" />
+  <package id="System.Collections.Immutable" version="1.7.1" targetFramework="net461" />
+  <package id="System.Memory" version="4.5.4" targetFramework="net461" />
+  <package id="System.Numerics.Vectors" version="4.5.0" targetFramework="net461" />
+  <package id="System.Reflection.Emit.Lightweight" version="4.7.0" targetFramework="net461" />
+  <package id="System.Runtime.CompilerServices.Unsafe" version="4.7.1" targetFramework="net461" />
+  <package id="System.Threading.Channels" version="4.7.1" targetFramework="net461" />
+  <package id="System.Threading.Tasks.Extensions" version="4.5.4" targetFramework="net461" />
 </packages>
\ No newline at end of file
diff --git a/Software/Visual_Studio/FSE/Tango.FSE.Common/Insights/IInsightsProvider.cs b/Software/Visual_Studio/FSE/Tango.FSE.Common/Insights/IInsightsProvider.cs
index f90e398fd..28af42d5f 100644
--- a/Software/Visual_Studio/FSE/Tango.FSE.Common/Insights/IInsightsProvider.cs
+++ b/Software/Visual_Studio/FSE/Tango.FSE.Common/Insights/IInsightsProvider.cs
@@ -8,6 +8,7 @@ namespace Tango.FSE.Common.Insights
 {
     public interface IInsightsProvider
     {
+        Task<DateTime?> GetInsightsMinDate();
         Task<InsightsHandler> GetInsights(DateTime startDateUTC, DateTime endTimeUTC);
     }
 }
diff --git a/Software/Visual_Studio/FSE/Tango.FSE.UI/App.config b/Software/Visual_Studio/FSE/Tango.FSE.UI/App.config
index 60973a611..ed0662bd0 100644
--- a/Software/Visual_Studio/FSE/Tango.FSE.UI/App.config
+++ b/Software/Visual_Studio/FSE/Tango.FSE.UI/App.config
@@ -82,7 +82,15 @@
       <dependentAssembly>
         <assemblyIdentity name="Z.EntityFramework.Extensions" publicKeyToken="59b66d028979105b" culture="neutral" />
         <bindingRedirect oldVersion="0.0.0.0-4.0.50.0" newVersion="4.0.50.0" />
-      </dependentAssembly>    
+      </dependentAssembly>
+      <dependentAssembly>
+        <assemblyIdentity name="System.Collections.Immutable" publicKeyToken="b03f5f7f11d50a3a" culture="neutral" />
+        <bindingRedirect oldVersion="0.0.0.0-1.2.5.0" newVersion="1.2.5.0" />
+      </dependentAssembly>
+      <dependentAssembly>
+        <assemblyIdentity name="System.Runtime.CompilerServices.Unsafe" publicKeyToken="b03f5f7f11d50a3a" culture="neutral" />
+        <bindingRedirect oldVersion="0.0.0.0-4.0.6.0" newVersion="4.0.6.0" />
+      </dependentAssembly>
     </assemblyBinding>
   </runtime>
   <entityFramework>
diff --git a/Software/Visual_Studio/FSE/Tango.FSE.UI/Insights/DefaultInsightsProvider.cs b/Software/Visual_Studio/FSE/Tango.FSE.UI/Insights/DefaultInsightsProvider.cs
index 0f0531bce..1ddf0fa22 100644
--- a/Software/Visual_Studio/FSE/Tango.FSE.UI/Insights/DefaultInsightsProvider.cs
+++ b/Software/Visual_Studio/FSE/Tango.FSE.UI/Insights/DefaultInsightsProvider.cs
@@ -12,12 +12,14 @@ using Tango.FSE.Common.FileSystem;
 using Tango.FSE.Common.Insights;
 using Tango.Insights;
 using Tango.PPC.Shared.Insights;
+using Tango.Transport;
 
 namespace Tango.FSE.UI.Insights
 {
     public class DefaultInsightsProvider : ExtendedObject, IInsightsProvider
     {
-        [TangoInject]
+        private DateTime? minDate;
+
         private IMachineProvider MachineProvider { get; set; }
 
         [TangoInject]
@@ -26,6 +28,17 @@ namespace Tango.FSE.UI.Insights
         [TangoInject]
         private FSEServicesContainer Services { get; set; }
 
+        public DefaultInsightsProvider(IMachineProvider machineProvider)
+        {
+            MachineProvider = machineProvider;
+            MachineProvider.MachineDisconnected += MachineProvider_MachineDisconnected;
+        }
+
+        private void MachineProvider_MachineDisconnected(object sender, MachineDisconnectedEventArgs e)
+        {
+            minDate = null;
+        }
+
         public async Task<InsightsHandler> GetInsights(DateTime startDateUTC, DateTime endTimeUTC)
         {
             InsightsHandler handler = null;
@@ -126,6 +139,17 @@ namespace Tango.FSE.UI.Insights
                         {
                             handler.RaiseFailed(ex);
                         }
+                        finally
+                        {
+                            try
+                            {
+                                var result = MachineProvider.MachineOperator.SendGenericRequest<InsightsDownloadCompletedRequest, InsightsDownloadCompletedResponse>(new InsightsDownloadCompletedRequest()
+                                {
+                                    InisightsFilePath = response.InisightsFilePath
+                                }).Result;
+                            }
+                            catch { }
+                        }
                     });
                 }
                 else if (status == FileSystemHandlerStatus.Failed)
@@ -142,5 +166,21 @@ namespace Tango.FSE.UI.Insights
 
             return handler;
         }
+
+        public async Task<DateTime?> GetInsightsMinDate()
+        {
+            if (minDate != null)
+            {
+                return minDate;
+            }
+
+            var response = await MachineProvider.MachineOperator.SendGenericRequest<InsightsMinDateRequest, InsightsMinDateResponse>(new InsightsMinDateRequest(), new TransportRequestConfig()
+            {
+                Timeout = TimeSpan.FromSeconds(10)
+            });
+
+            minDate = response.MinDate;
+            return minDate;
+        }
     }
 }
diff --git a/Software/Visual_Studio/FSE/Tango.FSE.UI/Tango.FSE.UI.csproj b/Software/Visual_Studio/FSE/Tango.FSE.UI/Tango.FSE.UI.csproj
index 24cbfd55f..8974407d4 100644
--- a/Software/Visual_Studio/FSE/Tango.FSE.UI/Tango.FSE.UI.csproj
+++ b/Software/Visual_Studio/FSE/Tango.FSE.UI/Tango.FSE.UI.csproj
@@ -130,8 +130,8 @@
     <Reference Include="System.AppContext, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b03f5f7f11d50a3a, processorArchitecture=MSIL">
       <HintPath>..\..\packages\System.AppContext.4.3.0\lib\net46\System.AppContext.dll</HintPath>
     </Reference>
-    <Reference Include="System.Collections.Immutable, Version=1.2.1.0, Culture=neutral, PublicKeyToken=b03f5f7f11d50a3a, processorArchitecture=MSIL">
-      <HintPath>..\..\packages\System.Collections.Immutable.1.3.1\lib\portable-net45+win8+wp8+wpa81\System.Collections.Immutable.dll</HintPath>
+    <Reference Include="System.Collections.Immutable, Version=1.2.5.0, Culture=neutral, PublicKeyToken=b03f5f7f11d50a3a, processorArchitecture=MSIL">
+      <HintPath>..\..\packages\System.Collections.Immutable.1.7.1\lib\net461\System.Collections.Immutable.dll</HintPath>
     </Reference>
     <Reference Include="System.ComponentModel.Composition" />
     <Reference Include="System.ComponentModel.DataAnnotations" />
diff --git a/Software/Visual_Studio/FSE/Tango.FSE.UI/packages.config b/Software/Visual_Studio/FSE/Tango.FSE.UI/packages.config
index 4fda0a885..acd5512bc 100644
--- a/Software/Visual_Studio/FSE/Tango.FSE.UI/packages.config
+++ b/Software/Visual_Studio/FSE/Tango.FSE.UI/packages.config
@@ -21,7 +21,7 @@
   <package id="System.AppContext" version="4.3.0" targetFramework="net461" />
   <package id="System.Collections" version="4.3.0" targetFramework="net461" />
   <package id="System.Collections.Concurrent" version="4.3.0" targetFramework="net461" />
-  <package id="System.Collections.Immutable" version="1.3.1" targetFramework="net461" />
+  <package id="System.Collections.Immutable" version="1.7.1" targetFramework="net461" />
   <package id="System.Console" version="4.3.0" targetFramework="net461" />
   <package id="System.Diagnostics.Debug" version="4.3.0" targetFramework="net461" />
   <package id="System.Diagnostics.FileVersionInfo" version="4.3.0" targetFramework="net461" />
diff --git a/Software/Visual_Studio/PPC/Modules/Tango.PPC.MachineSettings/Views/MainView.xaml b/Software/Visual_Studio/PPC/Modules/Tango.PPC.MachineSettings/Views/MainView.xaml
index d436c58b7..3e7162616 100644
--- a/Software/Visual_Studio/PPC/Modules/Tango.PPC.MachineSettings/Views/MainView.xaml
+++ b/Software/Visual_Studio/PPC/Modules/Tango.PPC.MachineSettings/Views/MainView.xaml
@@ -345,12 +345,12 @@
 
                                         <DockPanel Margin="0 20 0 0" TextElement.FontSize="{StaticResource TangoDefaultFontSize}">
                                             <TextBlock VerticalAlignment="Center">Insights Storage Cleanup Interval (min)</TextBlock>
-                                            <touch:TouchNumericTextBox Minimum="5" Maximum="120" KeyboardContainer="{Binding ElementName=Container}" Value="{Binding Settings.InsightsStorageCleanupInterval,Converter={StaticResource TimeSpanToMinutesConverter}}" Margin="0 0 100 0" DockPanel.Dock="Right" HorizontalAlignment="Right" Width="90"></touch:TouchNumericTextBox>
+                                            <touch:TouchNumericTextBox Minimum="1" Maximum="120" KeyboardContainer="{Binding ElementName=Container}" Value="{Binding Settings.InsightsStorageCleanupInterval,Converter={StaticResource TimeSpanToMinutesConverter}}" Margin="0 0 100 0" DockPanel.Dock="Right" HorizontalAlignment="Right" Width="90"></touch:TouchNumericTextBox>
                                         </DockPanel>
 
                                         <DockPanel Margin="0 20 0 0" TextElement.FontSize="{StaticResource TangoDefaultFontSize}">
                                             <TextBlock VerticalAlignment="Center">Insights Max Storage Duration (days)</TextBlock>
-                                            <touch:TouchNumericTextBox Minimum="5" Maximum="120" KeyboardContainer="{Binding ElementName=Container}" Value="{Binding Settings.InsightsMaxStorageDuration,Converter={StaticResource TimeSpanToDaysConverter}}" Margin="0 0 100 0" DockPanel.Dock="Right" HorizontalAlignment="Right" Width="90"></touch:TouchNumericTextBox>
+                                            <touch:TouchNumericTextBox Minimum="1" Maximum="120" KeyboardContainer="{Binding ElementName=Container}" Value="{Binding Settings.InsightsMaxStorageDuration,Converter={StaticResource TimeSpanToDaysConverter}}" Margin="0 0 100 0" DockPanel.Dock="Right" HorizontalAlignment="Right" Width="90"></touch:TouchNumericTextBox>
                                         </DockPanel>
 
                                         <DockPanel Margin="0 20 0 0">
diff --git a/Software/Visual_Studio/PPC/Tango.PPC.Common/EventLogging/DefaultEventLogger.cs b/Software/Visual_Studio/PPC/Tango.PPC.Common/EventLogging/DefaultEventLogger.cs
index ade15af7b..841dfa4fc 100644
--- a/Software/Visual_Studio/PPC/Tango.PPC.Common/EventLogging/DefaultEventLogger.cs
+++ b/Software/Visual_Studio/PPC/Tango.PPC.Common/EventLogging/DefaultEventLogger.cs
@@ -104,14 +104,22 @@ namespace Tango.PPC.Common.EventLogging
 
                     foreach (var type in _db.EventTypes)
                     {
-                        _eventTypesGuids.Add((EventTypes)type.Code, type);
+                        try
+                        {
+                            _eventTypesGuids.Add((EventTypes)type.Code, type);
+                        }
+                        catch (Exception ex)
+                        {
+                            LogManager.Log(ex, $"Error initializing event type '{type.Name}'.");
+                        }
                     }
 
                     _isInitialized = true;
                 }
-                catch
+                catch (Exception ex)
                 {
                     _isInitialized = false;
+                    LogManager.Log(ex, "Error initializing event types.");
                 }
             }
         }
diff --git a/Software/Visual_Studio/PPC/Tango.PPC.Common/Insights/DefaultInsightsService.cs b/Software/Visual_Studio/PPC/Tango.PPC.Common/Insights/DefaultInsightsService.cs
index fbe606af9..f015c3bad 100644
--- a/Software/Visual_Studio/PPC/Tango.PPC.Common/Insights/DefaultInsightsService.cs
+++ b/Software/Visual_Studio/PPC/Tango.PPC.Common/Insights/DefaultInsightsService.cs
@@ -39,6 +39,7 @@ namespace Tango.PPC.Common.Insights
                 try
                 {
                     var settings = SettingsManager.Default.GetOrCreate<PPCSettings>();
+                    settings.Save();
 
                     if (settings.InsightsEnabled)
                     {
@@ -103,6 +104,43 @@ namespace Tango.PPC.Common.Insights
             }
         }
 
+        [ExternalBridgeRequestHandlerMethod(typeof(InsightsDownloadCompletedRequest), RequestHandlerLoggingMode.LogRequestName)]
+        public async Task OnInsightsDownloadCompletedRequest(InsightsDownloadCompletedRequest request, String token, ExternalBridgeReceiver receiver)
+        {
+            await Task.Factory.StartNew(() =>
+            {
+                try
+                {
+                    File.Delete(request.InisightsFilePath);
+                }
+                catch (Exception ex)
+                {
+                    LogManager.Log(ex, "Error deleting insights request temp file after download completion.");
+                }
+            });
+            await receiver.SendGenericResponse(new InsightsResponse(), token);
+        }
+
+        [ExternalBridgeRequestHandlerMethod(typeof(InsightsMinDateRequest), RequestHandlerLoggingMode.LogRequestName)]
+        public async Task OnInsightsMinDateRequest(InsightsMinDateRequest request, String token, ExternalBridgeReceiver receiver)
+        {
+            DateTime? minDate = null;
+
+            try
+            {
+                await Task.Factory.StartNew(() =>
+                {
+                    minDate = InsightsManager.Default.GetFramesMinDate();
+                });
+            }
+            catch (Exception ex)
+            {
+                LogManager.Log(ex, "Error retrieving insights frames minimum date.");
+            }
+
+            await receiver.SendGenericResponse(new InsightsMinDateResponse() { MinDate = minDate }, token);
+        }
+
         public void OnReceiverDisconnected(ExternalBridgeReceiver receiver)
         {
             //Do Nothing...
diff --git a/Software/Visual_Studio/PPC/Tango.PPC.Shared/Insights/InsightsDownloadCompletedRequest.cs b/Software/Visual_Studio/PPC/Tango.PPC.Shared/Insights/InsightsDownloadCompletedRequest.cs
new file mode 100644
index 000000000..f298f6a6b
--- /dev/null
+++ b/Software/Visual_Studio/PPC/Tango.PPC.Shared/Insights/InsightsDownloadCompletedRequest.cs
@@ -0,0 +1,13 @@
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+
+namespace Tango.PPC.Shared.Insights
+{
+    public class InsightsDownloadCompletedRequest
+    {
+        public String InisightsFilePath { get; set; }
+    }
+}
diff --git a/Software/Visual_Studio/PPC/Tango.PPC.Shared/Insights/InsightsDownloadCompletedResponse.cs b/Software/Visual_Studio/PPC/Tango.PPC.Shared/Insights/InsightsDownloadCompletedResponse.cs
new file mode 100644
index 000000000..04fd3d1b9
--- /dev/null
+++ b/Software/Visual_Studio/PPC/Tango.PPC.Shared/Insights/InsightsDownloadCompletedResponse.cs
@@ -0,0 +1,12 @@
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+
+namespace Tango.PPC.Shared.Insights
+{
+    public class InsightsDownloadCompletedResponse
+    {
+    }
+}
diff --git a/Software/Visual_Studio/PPC/Tango.PPC.Shared/Insights/InsightsMinDateRequest.cs b/Software/Visual_Studio/PPC/Tango.PPC.Shared/Insights/InsightsMinDateRequest.cs
new file mode 100644
index 000000000..1bb70c396
--- /dev/null
+++ b/Software/Visual_Studio/PPC/Tango.PPC.Shared/Insights/InsightsMinDateRequest.cs
@@ -0,0 +1,12 @@
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+
+namespace Tango.PPC.Shared.Insights
+{
+    public class InsightsMinDateRequest
+    {
+    }
+}
diff --git a/Software/Visual_Studio/PPC/Tango.PPC.Shared/Insights/InsightsMinDateResponse.cs b/Software/Visual_Studio/PPC/Tango.PPC.Shared/Insights/InsightsMinDateResponse.cs
new file mode 100644
index 000000000..7d0e0db84
--- /dev/null
+++ b/Software/Visual_Studio/PPC/Tango.PPC.Shared/Insights/InsightsMinDateResponse.cs
@@ -0,0 +1,13 @@
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+
+namespace Tango.PPC.Shared.Insights
+{
+    public class InsightsMinDateResponse
+    {
+        public DateTime? MinDate { get; set; }
+    }
+}
diff --git a/Software/Visual_Studio/PPC/Tango.PPC.Shared/Tango.PPC.Shared.csproj b/Software/Visual_Studio/PPC/Tango.PPC.Shared/Tango.PPC.Shared.csproj
index cc39c8746..de1eb03b1 100644
--- a/Software/Visual_Studio/PPC/Tango.PPC.Shared/Tango.PPC.Shared.csproj
+++ b/Software/Visual_Studio/PPC/Tango.PPC.Shared/Tango.PPC.Shared.csproj
@@ -65,6 +65,10 @@
     <Compile Include="Information\GetMachineInformationRequest.cs" />
     <Compile Include="Information\GetMachineInformationResponse.cs" />
     <Compile Include="Information\InformationPackage.cs" />
+    <Compile Include="Insights\InsightsDownloadCompletedRequest.cs" />
+    <Compile Include="Insights\InsightsDownloadCompletedResponse.cs" />
+    <Compile Include="Insights\InsightsMinDateRequest.cs" />
+    <Compile Include="Insights\InsightsMinDateResponse.cs" />
     <Compile Include="Insights\InsightsRequest.cs" />
     <Compile Include="Insights\InsightsResponse.cs" />
     <Compile Include="Jobs\RemoteJobProgress.cs" />
diff --git a/Software/Visual_Studio/Tango.Core/ExtensionMethods/ListExtensions.cs b/Software/Visual_Studio/Tango.Core/ExtensionMethods/ListExtensions.cs
new file mode 100644
index 000000000..f3e57b3ea
--- /dev/null
+++ b/Software/Visual_Studio/Tango.Core/ExtensionMethods/ListExtensions.cs
@@ -0,0 +1,26 @@
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+
+
+public static class ListExtensions
+{
+    /// <summary>
+    /// Splits the list to chunks.
+    /// </summary>
+    /// <typeparam name="T"></typeparam>
+    /// <param name="source">The source.</param>
+    /// <param name="chunkSize">Size of the chunk.</param>
+    /// <returns></returns>
+    public static List<List<T>> ChunkBy<T>(this List<T> source, int chunkSize)
+    {
+        return source
+            .Select((x, i) => new { Index = i, Value = x })
+            .GroupBy(x => x.Index / chunkSize)
+            .Select(x => x.Select(v => v.Value).ToList())
+            .ToList();
+    }
+}
+
diff --git a/Software/Visual_Studio/Tango.Core/Tango.Core.csproj b/Software/Visual_Studio/Tango.Core/Tango.Core.csproj
index ef8ab0a30..2db9c8643 100644
--- a/Software/Visual_Studio/Tango.Core/Tango.Core.csproj
+++ b/Software/Visual_Studio/Tango.Core/Tango.Core.csproj
@@ -100,6 +100,7 @@
     <Compile Include="CustomAttributes\StringFormatAttribute.cs" />
     <Compile Include="ExtensionMethods\BooleanExtensions.cs" />
     <Compile Include="ExtensionMethods\ByteArrayExtensions.cs" />
+    <Compile Include="ExtensionMethods\ListExtensions.cs" />
     <Compile Include="ExtensionMethods\TimeSpanExtensions.cs" />
     <Compile Include="ExtensionMethods\ZipArchiveExtensions.cs" />
     <Compile Include="IO\KnownFolders.cs" />
@@ -215,7 +216,7 @@
   <Import Project="$(MSBuildToolsPath)\Microsoft.CSharp.targets" />
   <ProjectExtensions>
     <VisualStudio>
-      <UserProperties BuildVersion_StartDate="2000/1/1" BuildVersion_UseGlobalSettings="False" BuildVersion_BuildVersioningStyle="None.None.Increment.TimeStamp" BuildVersion_UpdateAssemblyVersion="True" BuildVersion_AssemblyInfoFilename="Properties\AssemblyInfo.cs" />
+      <UserProperties BuildVersion_AssemblyInfoFilename="Properties\AssemblyInfo.cs" BuildVersion_UpdateAssemblyVersion="True" BuildVersion_BuildVersioningStyle="None.None.Increment.TimeStamp" BuildVersion_UseGlobalSettings="False" BuildVersion_StartDate="2000/1/1" />
     </VisualStudio>
   </ProjectExtensions>
   <Import Project="..\packages\System.Data.SQLite.Core.1.0.108.0\build\net46\System.Data.SQLite.Core.targets" Condition="Exists('..\packages\System.Data.SQLite.Core.1.0.108.0\build\net46\System.Data.SQLite.Core.targets')" />
diff --git a/Software/Visual_Studio/Tango.Insights/InsightsManager.cs b/Software/Visual_Studio/Tango.Insights/InsightsManager.cs
index b0c7b78ac..73b74bff6 100644
--- a/Software/Visual_Studio/Tango.Insights/InsightsManager.cs
+++ b/Software/Visual_Studio/Tango.Insights/InsightsManager.cs
@@ -105,7 +105,21 @@ namespace Tango.Insights
             return collection.DeleteMany(x => x.Time < maxDateUTC);
         }
 
-        public virtual List<InsightsEvent> GetEvents(DateTime startUTC, DateTime endUTC)
+        public DateTime? GetFramesMinDate()
+        {
+            var collection = GetInsightsCollection();
+
+            if (collection.Count() > 0)
+            {
+                return collection.Min(x => x.Time);
+            }
+            else
+            {
+                return null;
+            }
+        }
+
+        public virtual List<InsightsEvent> GetEvents(DateTime startUTC, DateTime endUTC, bool limitToMinFramesTime = true)
         {
             using (ObservablesContext db = ObservablesContext.CreateDefault())
             {
@@ -128,6 +142,17 @@ namespace Tango.Insights
                     .OrderBy(x => x.Time)
                     .ToList();
 
+                if (limitToMinFramesTime)
+                {
+                    var collection = GetInsightsCollection();
+
+                    if (collection.Count() > 0)
+                    {
+                        var minTime = collection.Min(x => x.Time);
+                        events.RemoveAll(x => x.Time < minTime);
+                    }
+                }
+
                 return events;
             }
         }