diff --git a/Game1/Content/ML/BigFertPredict.csv b/Game1/Content/ML/BigFertPredict.csv
new file mode 100644
index 0000000..edfc95f
--- /dev/null
+++ b/Game1/Content/ML/BigFertPredict.csv
@@ -0,0 +1,1600 @@
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diff --git a/Game1/Content/ML/Fertilizer_Prediction.csv b/Game1/Content/ML/Fertilizer_Prediction.csv
new file mode 100644
index 0000000..f3cb521
--- /dev/null
+++ b/Game1/Content/ML/Fertilizer_Prediction.csv
@@ -0,0 +1,100 @@
+Temparature,Humidity ,Moisture,Soil Type,Crop Type,Nitrogen,Potassium,Phosphorous,Fertilizer Name
+26,52,38,Sandy,Maize,37,0,0,Urea
+29,52,45,Loamy,Sugarcane,12,0,36,DAP
+34,65,62,Black,Cotton,7,9,30,14-35-14
+32,62,34,Red,Tobacco,22,0,20,28-28
+28,54,46,Clayey,Paddy,35,0,0,Urea
+26,52,35,Sandy,Barley,12,10,13,17-17-17
+25,50,64,Red,Cotton,9,0,10,20-20
+33,64,50,Loamy,Wheat,41,0,0,Urea
+30,60,42,Sandy,Millets,21,0,18,28-28
+29,58,33,Black,Oil seeds,9,7,30,14-35-14
+27,54,28,Clayey,Pulses,13,0,40,DAP
+31,62,48,Sandy,Maize,14,15,12,17-17-17
+25,50,65,Loamy,Cotton,36,0,0,Urea
+32,62,41,Clayey,Paddy,24,0,22,28-28
+26,52,31,Red,Ground Nuts,14,0,41,DAP
+31,62,49,Black,Sugarcane,10,13,14,17-17-17
+33,64,34,Clayey,Pulses,38,0,0,Urea
+25,50,39,Sandy,Barley,21,0,19,28-28
+28,54,65,Black,Cotton,39,0,0,Urea
+29,58,52,Loamy,Wheat,13,0,36,DAP
+30,60,44,Sandy,Millets,10,0,9,20-20
+34,65,53,Loamy,Sugarcane,12,14,12,17-17-17
+35,68,33,Red,Tobacco,11,0,37,DAP
+28,54,37,Black,Millets,36,0,0,Urea
+33,64,39,Clayey,Paddy,13,0,10,20-20
+26,52,44,Sandy,Maize,23,0,20,28-28
+30,60,63,Red,Cotton,9,9,29,14-35-14
+32,62,30,Loamy,Sugarcane,38,0,0,Urea
+37,70,32,Black,Oil seeds,12,0,39,DAP
+26,52,36,Clayey,Pulses,14,0,13,20-20
+29,58,40,Red,Ground Nuts,24,0,23,28-28
+30,60,27,Loamy,Sugarcane,12,0,40,DAP
+34,65,38,Clayey,Paddy,39,0,0,Urea
+36,68,38,Sandy,Barley,7,9,30,14-35-14
+26,52,48,Loamy,Wheat,23,0,19,28-28
+28,54,35,Black,Millets,41,0,0,Urea
+30,60,61,Loamy,Cotton,8,10,31,14-35-14
+37,70,37,Clayey,Paddy,12,0,41,DAP
+25,50,26,Red,Ground Nuts,15,14,11,17-17-17
+29,58,34,Sandy,Millets,15,0,37,DAP
+27,54,30,Clayey,Pulses,13,0,13,20-20
+30,60,58,Loamy,Sugarcane,10,7,32,14-35-14
+32,62,34,Red,Tobacco,22,0,24,28-28
+34,65,60,Black,Sugarcane,35,0,0,Urea
+35,67,42,Sandy,Barley,10,0,35,DAP
+38,70,48,Loamy,Wheat,8,8,28,14-35-14
+26,52,32,Black,Oil seeds,12,0,8,20-20
+29,58,43,Clayey,Paddy,24,0,18,28-28
+30,60,29,Red,Ground Nuts,41,0,0,Urea
+33,64,51,Sandy,Maize,5,9,29,14-35-14
+34,65,31,Red,Tobacco,23,0,21,28-28
+36,68,33,Black,Oil seeds,13,0,14,20-20
+28,54,38,Clayey,Pulses,40,0,0,Urea
+30,60,47,Sandy,Barley,12,0,42,DAP
+31,62,63,Red,Cotton,11,12,15,17-17-17
+27,53,43,Black,Millets,23,0,24,28-28
+34,65,54,Loamy,Wheat,38,0,0,Urea
+29,58,37,Sandy,Millets,8,0,15,20-20
+25,50,56,Loamy,Sugarcane,11,13,15,17-17-17
+32,62,34,Red,Ground Nuts,15,0,37,DAP
+28,54,41,Clayey,Paddy,36,0,0,Urea
+30,60,49,Loamy,Wheat,13,0,9,20-20
+34,65,64,Black,Cotton,24,0,20,28-28
+28,54,47,Sandy,Barley,5,18,15,10-26-26
+27,53,35,Black,Oil seeds,37,0,0,Urea
+36,68,62,Red,Cotton,15,0,40,DAP
+34,65,57,Black,Sugarcane,9,0,13,20-20
+29,58,55,Loamy,Sugarcane,8,8,33,14-35-14
+25,50,40,Clayey,Pulses,6,19,16,10-26-26
+30,60,38,Sandy,Millets,10,0,14,20-20
+26,52,39,Clayey,Pulses,21,0,23,28-28
+31,62,32,Red,Tobacco,39,0,0,Urea
+34,65,48,Loamy,Wheat,23,0,19,28-28
+27,53,34,Black,Oil seeds,42,0,0,Urea
+33,64,31,Red,Ground Nuts,13,0,39,DAP
+29,58,42,Clayey,Paddy,9,10,22,14-35-14
+30,60,47,Sandy,Maize,22,0,21,28-28
+27,53,59,Loamy,Sugarcane,10,0,15,20-20
+26,52,36,Clayey,Pulses,7,16,20,10-26-26
+34,65,63,Red,Cotton,14,0,38,DAP
+28,54,43,Clayey,Paddy,10,8,29,14-35-14
+30,60,40,Sandy,Millets,41,0,0,Urea
+29,58,65,Black,Cotton,14,0,35,DAP
+26,52,59,Loamy,Sugarcane,11,0,9,20-20
+31,62,44,Sandy,Barley,21,0,28,28-28
+35,67,28,Clayey,Pulses,8,7,31,14-35-14
+29,58,30,Red,Tobacco,13,17,16,10-26-26
+27,53,30,Black,Millets,35,0,0,Urea
+36,68,50,Loamy,Wheat,12,18,19,10-26-26
+29,58,61,Loamy,Cotton,11,0,38,DAP
+30,60,26,Black,Oil seeds,8,9,30,14-35-14
+34,65,45,Clayey,Paddy,6,19,21,10-26-26
+36,68,41,Red,Ground Nuts,41,0,0,Urea
+28,54,25,Sandy,Maize,9,10,30,14-35-14
+25,50,32,Clayey,Pulses,24,0,19,28-28
+30,60,27,Red,Tobacco,4,17,17,10-26-26
+38,72,51,Loamy,Wheat,39,0,0,Urea
+36,60,43,Sandy,Millets,15,0,41,DAP
+29,58,57,Black,Sugarcane,12,0,10,20-20
diff --git a/Game1/Content/ML/MLmodel b/Game1/Content/ML/MLmodel
new file mode 100644
index 0000000..2b8498b
Binary files /dev/null and b/Game1/Content/ML/MLmodel differ
diff --git a/Game1/Content/ML/MLmodelBig b/Game1/Content/ML/MLmodelBig
new file mode 100644
index 0000000..66a1e4d
Binary files /dev/null and b/Game1/Content/ML/MLmodelBig differ
diff --git a/Game1/Content/ML/report b/Game1/Content/ML/report
new file mode 100644
index 0000000..1b7fa8b
--- /dev/null
+++ b/Game1/Content/ML/report
@@ -0,0 +1,3 @@
+Micro Accuracy: 0.95829
+LogLoss Average: 0.100171
+LogLoss Reduction: 0.933795
\ No newline at end of file
diff --git a/Game1/Content/ML/report_BigModel b/Game1/Content/ML/report_BigModel
new file mode 100644
index 0000000..148871f
--- /dev/null
+++ b/Game1/Content/ML/report_BigModel
@@ -0,0 +1,3 @@
+Micro Accuracy: 1
+LogLoss Average: 0.002345
+LogLoss Reduction: 0.998302
\ No newline at end of file
diff --git a/Game1/Content/MLmodel b/Game1/Content/MLmodel
new file mode 100644
index 0000000..ca18a25
Binary files /dev/null and b/Game1/Content/MLmodel differ
diff --git a/Game1/Game1.csproj b/Game1/Game1.csproj
index 218552a..01d540c 100644
--- a/Game1/Game1.csproj
+++ b/Game1/Game1.csproj
@@ -72,6 +72,16 @@
     <Compile Include="Sources\Crops\SoilProperties.cs" />
     <Compile Include="Sources\Objects\DayNightCycle.cs" />
     <Compile Include="Sources\Objects\HandleRotation.cs" />
+    <Compile Include="Properties\Resources.Designer.cs">
+      <AutoGen>True</AutoGen>
+      <DesignTime>True</DesignTime>
+      <DependentUpon>Resources.resx</DependentUpon>
+    </Compile>
+    <Compile Include="Sources\ML\InOut\BigModelInput.cs" />
+    <Compile Include="Sources\ML\InOut\BigModelOutput.cs" />
+    <Compile Include="Sources\ML\MLModel.cs" />
+    <Compile Include="Sources\ML\InOut\ModelOutput.cs" />
+    <Compile Include="Sources\ML\InOut\ModelInput.cs" />
     <Compile Include="Sources\Objects\House.cs" />
     <Compile Include="Sources\Crops\Crops.cs" />
     <Compile Include="Sources\Crops\Farm.cs" />
@@ -111,11 +121,58 @@
     <Content Include="Content\tileunplantable.png" />
     <Content Include="Content\Tractor.png" />
     <Content Include="Icon.ico" />
+    <None Include="Resources\TextFile1.txt" />
+    <None Include="Sources\ML\Data\FertPredictDataset.csv" />
   </ItemGroup>
   <ItemGroup>
     <MonoGameContentReference Include="Content\Content.mgcb" />
     <None Include="app.config" />
     <None Include="app.manifest" />
+    <None Include="Sources\ML\Data\Fertilizer Prediction.csv" />
+  </ItemGroup>
+  <ItemGroup>
+    <EmbeddedResource Include="Properties\Resources.resx">
+      <Generator>ResXFileCodeGenerator</Generator>
+      <LastGenOutput>Resources.Designer.cs</LastGenOutput>
+    </EmbeddedResource>
+  </ItemGroup>
+  <ItemGroup>
+    <PackageReference Include="LightGBM">
+      <Version>2.3.1</Version>
+    </PackageReference>
+    <PackageReference Include="Microsoft.ML">
+      <Version>1.4.0</Version>
+    </PackageReference>
+    <PackageReference Include="Microsoft.ML.CpuMath">
+      <Version>1.4.0</Version>
+    </PackageReference>
+    <PackageReference Include="Microsoft.ML.FastTree">
+      <Version>1.4.0</Version>
+    </PackageReference>
+    <PackageReference Include="Microsoft.ML.LightGbm">
+      <Version>1.4.0</Version>
+    </PackageReference>
+    <PackageReference Include="Newtonsoft.Json">
+      <Version>12.0.3</Version>
+    </PackageReference>
+    <PackageReference Include="System.CodeDom">
+      <Version>4.7.0</Version>
+    </PackageReference>
+    <PackageReference Include="System.Collections.Immutable">
+      <Version>1.7.0</Version>
+    </PackageReference>
+    <PackageReference Include="System.Memory">
+      <Version>4.5.4</Version>
+    </PackageReference>
+    <PackageReference Include="System.Reflection.Emit.Lightweight">
+      <Version>4.7.0</Version>
+    </PackageReference>
+    <PackageReference Include="System.Runtime.CompilerServices.Unsafe">
+      <Version>4.7.1</Version>
+    </PackageReference>
+    <PackageReference Include="System.Threading.Tasks.Dataflow">
+      <Version>4.11.0</Version>
+    </PackageReference>
   </ItemGroup>
   <ItemGroup>
     <PackageReference Include="LightGBM">
diff --git a/Game1/Properties/Resources.Designer.cs b/Game1/Properties/Resources.Designer.cs
new file mode 100644
index 0000000..27c58f4
--- /dev/null
+++ b/Game1/Properties/Resources.Designer.cs
@@ -0,0 +1,84 @@
+//------------------------------------------------------------------------------
+// <auto-generated>
+//     This code was generated by a tool.
+//     Runtime Version:4.0.30319.42000
+//
+//     Changes to this file may cause incorrect behavior and will be lost if
+//     the code is regenerated.
+// </auto-generated>
+//------------------------------------------------------------------------------
+
+namespace Game1.Properties {
+    using System;
+    
+    
+    /// <summary>
+    ///   A strongly-typed resource class, for looking up localized strings, etc.
+    /// </summary>
+    // This class was auto-generated by the StronglyTypedResourceBuilder
+    // class via a tool like ResGen or Visual Studio.
+    // To add or remove a member, edit your .ResX file then rerun ResGen
+    // with the /str option, or rebuild your VS project.
+    [global::System.CodeDom.Compiler.GeneratedCodeAttribute("System.Resources.Tools.StronglyTypedResourceBuilder", "15.0.0.0")]
+    [global::System.Diagnostics.DebuggerNonUserCodeAttribute()]
+    [global::System.Runtime.CompilerServices.CompilerGeneratedAttribute()]
+    internal class Resources {
+        
+        private static global::System.Resources.ResourceManager resourceMan;
+        
+        private static global::System.Globalization.CultureInfo resourceCulture;
+        
+        [global::System.Diagnostics.CodeAnalysis.SuppressMessageAttribute("Microsoft.Performance", "CA1811:AvoidUncalledPrivateCode")]
+        internal Resources() {
+        }
+        
+        /// <summary>
+        ///   Returns the cached ResourceManager instance used by this class.
+        /// </summary>
+        [global::System.ComponentModel.EditorBrowsableAttribute(global::System.ComponentModel.EditorBrowsableState.Advanced)]
+        internal static global::System.Resources.ResourceManager ResourceManager {
+            get {
+                if (object.ReferenceEquals(resourceMan, null)) {
+                    global::System.Resources.ResourceManager temp = new global::System.Resources.ResourceManager("Game1.Properties.Resources", typeof(Resources).Assembly);
+                    resourceMan = temp;
+                }
+                return resourceMan;
+            }
+        }
+        
+        /// <summary>
+        ///   Overrides the current thread's CurrentUICulture property for all
+        ///   resource lookups using this strongly typed resource class.
+        /// </summary>
+        [global::System.ComponentModel.EditorBrowsableAttribute(global::System.ComponentModel.EditorBrowsableState.Advanced)]
+        internal static global::System.Globalization.CultureInfo Culture {
+            get {
+                return resourceCulture;
+            }
+            set {
+                resourceCulture = value;
+            }
+        }
+        
+        /// <summary>
+        ///   Looks up a localized string similar to Temparature,Humidity ,Moisture,Soil Type,Crop Type,Nitrogen,Potassium,Phosphorous,Fertilizer Name
+        ///26,52,38,Sandy,Maize,37,0,0,Urea
+        ///29,52,45,Loamy,Sugarcane,12,0,36,DAP
+        ///34,65,62,Black,Cotton,7,9,30,14-35-14
+        ///32,62,34,Red,Tobacco,22,0,20,28-28
+        ///28,54,46,Clayey,Paddy,35,0,0,Urea
+        ///26,52,35,Sandy,Barley,12,10,13,17-17-17
+        ///25,50,64,Red,Cotton,9,0,10,20-20
+        ///33,64,50,Loamy,Wheat,41,0,0,Urea
+        ///30,60,42,Sandy,Millets,21,0,18,28-28
+        ///29,58,33,Black,Oil seeds,9,7,30,14-35-14
+        ///27,54,28,Clayey,Pulses,13,0,40,DAP
+        ///31,62, [rest of string was truncated]&quot;;.
+        /// </summary>
+        internal static string Fertilizer_Prediction {
+            get {
+                return ResourceManager.GetString("Fertilizer_Prediction", resourceCulture);
+            }
+        }
+    }
+}
diff --git a/Game1/Properties/Resources.resx b/Game1/Properties/Resources.resx
new file mode 100644
index 0000000..c62dd0f
--- /dev/null
+++ b/Game1/Properties/Resources.resx
@@ -0,0 +1,124 @@
+<?xml version="1.0" encoding="utf-8"?>
+<root>
+  <!-- 
+    Microsoft ResX Schema 
+    
+    Version 2.0
+    
+    The primary goals of this format is to allow a simple XML format 
+    that is mostly human readable. The generation and parsing of the 
+    various data types are done through the TypeConverter classes 
+    associated with the data types.
+    
+    Example:
+    
+    ... ado.net/XML headers & schema ...
+    <resheader name="resmimetype">text/microsoft-resx</resheader>
+    <resheader name="version">2.0</resheader>
+    <resheader name="reader">System.Resources.ResXResourceReader, System.Windows.Forms, ...</resheader>
+    <resheader name="writer">System.Resources.ResXResourceWriter, System.Windows.Forms, ...</resheader>
+    <data name="Name1"><value>this is my long string</value><comment>this is a comment</comment></data>
+    <data name="Color1" type="System.Drawing.Color, System.Drawing">Blue</data>
+    <data name="Bitmap1" mimetype="application/x-microsoft.net.object.binary.base64">
+        <value>[base64 mime encoded serialized .NET Framework object]</value>
+    </data>
+    <data name="Icon1" type="System.Drawing.Icon, System.Drawing" mimetype="application/x-microsoft.net.object.bytearray.base64">
+        <value>[base64 mime encoded string representing a byte array form of the .NET Framework object]</value>
+        <comment>This is a comment</comment>
+    </data>
+                
+    There are any number of "resheader" rows that contain simple 
+    name/value pairs.
+    
+    Each data row contains a name, and value. The row also contains a 
+    type or mimetype. Type corresponds to a .NET class that support 
+    text/value conversion through the TypeConverter architecture. 
+    Classes that don't support this are serialized and stored with the 
+    mimetype set.
+    
+    The mimetype is used for serialized objects, and tells the 
+    ResXResourceReader how to depersist the object. This is currently not 
+    extensible. For a given mimetype the value must be set accordingly:
+    
+    Note - application/x-microsoft.net.object.binary.base64 is the format 
+    that the ResXResourceWriter will generate, however the reader can 
+    read any of the formats listed below.
+    
+    mimetype: application/x-microsoft.net.object.binary.base64
+    value   : The object must be serialized with 
+            : System.Runtime.Serialization.Formatters.Binary.BinaryFormatter
+            : and then encoded with base64 encoding.
+    
+    mimetype: application/x-microsoft.net.object.soap.base64
+    value   : The object must be serialized with 
+            : System.Runtime.Serialization.Formatters.Soap.SoapFormatter
+            : and then encoded with base64 encoding.
+
+    mimetype: application/x-microsoft.net.object.bytearray.base64
+    value   : The object must be serialized into a byte array 
+            : using a System.ComponentModel.TypeConverter
+            : and then encoded with base64 encoding.
+    -->
+  <xsd:schema id="root" xmlns="" xmlns:xsd="http://www.w3.org/2001/XMLSchema" xmlns:msdata="urn:schemas-microsoft-com:xml-msdata">
+    <xsd:import namespace="http://www.w3.org/XML/1998/namespace" />
+    <xsd:element name="root" msdata:IsDataSet="true">
+      <xsd:complexType>
+        <xsd:choice maxOccurs="unbounded">
+          <xsd:element name="metadata">
+            <xsd:complexType>
+              <xsd:sequence>
+                <xsd:element name="value" type="xsd:string" minOccurs="0" />
+              </xsd:sequence>
+              <xsd:attribute name="name" use="required" type="xsd:string" />
+              <xsd:attribute name="type" type="xsd:string" />
+              <xsd:attribute name="mimetype" type="xsd:string" />
+              <xsd:attribute ref="xml:space" />
+            </xsd:complexType>
+          </xsd:element>
+          <xsd:element name="assembly">
+            <xsd:complexType>
+              <xsd:attribute name="alias" type="xsd:string" />
+              <xsd:attribute name="name" type="xsd:string" />
+            </xsd:complexType>
+          </xsd:element>
+          <xsd:element name="data">
+            <xsd:complexType>
+              <xsd:sequence>
+                <xsd:element name="value" type="xsd:string" minOccurs="0" msdata:Ordinal="1" />
+                <xsd:element name="comment" type="xsd:string" minOccurs="0" msdata:Ordinal="2" />
+              </xsd:sequence>
+              <xsd:attribute name="name" type="xsd:string" use="required" msdata:Ordinal="1" />
+              <xsd:attribute name="type" type="xsd:string" msdata:Ordinal="3" />
+              <xsd:attribute name="mimetype" type="xsd:string" msdata:Ordinal="4" />
+              <xsd:attribute ref="xml:space" />
+            </xsd:complexType>
+          </xsd:element>
+          <xsd:element name="resheader">
+            <xsd:complexType>
+              <xsd:sequence>
+                <xsd:element name="value" type="xsd:string" minOccurs="0" msdata:Ordinal="1" />
+              </xsd:sequence>
+              <xsd:attribute name="name" type="xsd:string" use="required" />
+            </xsd:complexType>
+          </xsd:element>
+        </xsd:choice>
+      </xsd:complexType>
+    </xsd:element>
+  </xsd:schema>
+  <resheader name="resmimetype">
+    <value>text/microsoft-resx</value>
+  </resheader>
+  <resheader name="version">
+    <value>2.0</value>
+  </resheader>
+  <resheader name="reader">
+    <value>System.Resources.ResXResourceReader, System.Windows.Forms, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089</value>
+  </resheader>
+  <resheader name="writer">
+    <value>System.Resources.ResXResourceWriter, System.Windows.Forms, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089</value>
+  </resheader>
+  <assembly alias="System.Windows.Forms" name="System.Windows.Forms, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089" />
+  <data name="Fertilizer_Prediction" type="System.Resources.ResXFileRef, System.Windows.Forms">
+    <value>..\sources\ml\data\fertilizer prediction.csv;System.String, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089;Windows-1252</value>
+  </data>
+</root>
\ No newline at end of file
diff --git a/Game1/Resources/TextFile1.txt b/Game1/Resources/TextFile1.txt
new file mode 100644
index 0000000..e69de29
diff --git a/Game1/Sources/Crops.cs b/Game1/Sources/Crops.cs
deleted file mode 100644
index eac183d..0000000
--- a/Game1/Sources/Crops.cs
+++ /dev/null
@@ -1,46 +0,0 @@
-using System;
-using System;
-using System.Collections.Generic;
-using System.Linq;
-using System.Text;
-using System.Threading.Tasks;
-using Microsoft.Xna.Framework;
-using Microsoft.Xna.Framework.Graphics;
-
-class Crops
-{
-    public int Status;
-    private int Timer;
-    private Random r;
-    public int x;
-    public int y;
-
-    public void updateCrop()
-    {
-        if (Status != 0)
-        {
-            Timer--;
-        }
-    }
-
-    public int getCropTimer()
-    {
-        return Timer;
-    }
-
-    public int getStatus()
-    {
-        return Status;
-    }
-
-    public void setStatus(int newStatus)
-    {
-        Status = newStatus;
-    }
-
-    public void setPosition(int newx, int newy)
-    {
-        x = newx;
-        y = newy;
-    }
-}
diff --git a/Game1/Sources/Farm.cs b/Game1/Sources/Farm.cs
deleted file mode 100644
index 505a21c..0000000
--- a/Game1/Sources/Farm.cs
+++ /dev/null
@@ -1,91 +0,0 @@
-using System;
-using System.Collections.Generic;
-using System.Linq;
-using System.Text;
-using System.Threading.Tasks;
-using Microsoft.Xna.Framework;
-using Microsoft.Xna.Framework.Graphics;
-
-class Farm
-{
-    private Crops[,] crops;
-    private Random r;
-
-    public void init(Vector2 Size)
-    {
-        r = new Random();
-        crops = new Crops[100, (GraphicsAdapter.DefaultAdapter.CurrentDisplayMode.Height / 56) - 125 / 56];
-        for (int i = 0; i < Size.X; i++)
-        {
-            for (int j = 0; j < Size.Y; j++)
-            {
-                int x = r.Next(0, 2);
-                crops[i, j] = new Crops();
-                crops[i, j].Status = x;
-            }
-        }
-    }
-
-    public void updateFarm(Vector2 Size)
-    {
-        for (int i = 0; i > Size.X; i++)
-        {
-            for (int j = 0; j > Size.Y; j++)
-            {
-                crops[i, j].updateCrop();
-            }
-        }
-
-    }
-
-    public void setCropStatus(float xfloat, float yfloat, int Spacing)
-    {
-        int x = (int)xfloat / Spacing;
-        int y = (int)yfloat / Spacing;
-        if (crops[x, y].Status == 3)
-        {
-            crops[x, y].Status = 1;
-        }
-        else if(crops[x, y].Status == 0)
-        {
-            //do nothing
-        }
-        else if (crops[x, y].Status == 1)
-        {
-            crops[x, y].Status = 2;
-        }
-        else if (crops[x, y].Status == 2)
-        {
-            crops[x, y].Status = 3;
-        }
-    }
-
-    public Crops getCrop(int x, int y)
-    {
-        return crops[x,y];
-    }
-
-    public Crops[,] getCrops()
-    {
-        return crops;
-    }
-
-    public void updateSize(Vector2 Size, int tileSize, int Spacing)
-    {
-
-        for (int i = 0; i < (int)Size.X; i++)
-        {
-            for (int j = 0; j < (int)Size.Y; j++)
-            {
-                crops[i, j].x = (tileSize + Spacing) * i;
-                crops[i, j].y = (tileSize + Spacing) * j;
-            }
-        }
-    }
-
-    public string getSize()
-    {
-        return crops[1, 1].x.ToString();
-    }
-    
-}
diff --git a/Game1/Sources/House.cs b/Game1/Sources/House.cs
deleted file mode 100644
index 40d1d9d..0000000
--- a/Game1/Sources/House.cs
+++ /dev/null
@@ -1,47 +0,0 @@
-using System;
-using System.Collections.Generic;
-using System.Linq;
-using System.Text;
-using System.Threading.Tasks;
-using Microsoft.Xna.Framework;
-
-class House
-{
-
-    private Rectangle housePos;
-    private Vector2 pos;
-    private Random r = new Random();
-
-    public void init(int tileSize, int Spacing)
-    {
-        int x = r.Next(0, 8);
-        int y = r.Next(0, 8);
-
-        pos = new Vector2(x, y);
-        housePos = new Rectangle((x * tileSize + Spacing), y * (tileSize + Spacing), tileSize, tileSize);
-    }
-
-    public void updateRectangle(Vector2 Size, int tileSize)
-    {
-        if (pos.X + 1 > Size.X)
-        {
-            pos = new Vector2(pos.X - 1, pos.Y);
-        }
-        if (pos.Y + 1 > Size.Y)
-        {
-            pos = new Vector2(pos.X, pos.Y - 1);
-        }
-        housePos = new Rectangle((int)pos.X * (tileSize + 1), (int)pos.Y * (tileSize + 1), tileSize, tileSize);
-    }
-
-
-    public Rectangle GetRectangle()
-    {
-        return housePos;
-    }
-
-    public Vector2 getVector()
-    {
-        return new Vector2(housePos.X, housePos.Y);
-    }
-}
diff --git a/Game1/Sources/Input.cs b/Game1/Sources/Input.cs
deleted file mode 100644
index 37f3402..0000000
--- a/Game1/Sources/Input.cs
+++ /dev/null
@@ -1,100 +0,0 @@
-using Microsoft.Xna.Framework;
-using Microsoft.Xna.Framework.Input;
-using Microsoft.Xna.Framework.Graphics;
-
-
-
-class Input
-{
-    private KeyboardState state = Keyboard.GetState();
-    private GraphicsDeviceManager graphics;
-    private Vector2 Size;
-    private int tileSize;
-    private int Spacing;
-
-    public void init(GraphicsDeviceManager Graphics, Vector2 size, int TileSize, int SPacing)
-    {
-        graphics = Graphics;
-        tileSize = TileSize;
-        Spacing = SPacing;
-        Size = size;
-    }
-
-    public int changeSpeed(int speed)
-    {
-        KeyboardState state = Keyboard.GetState();
-        if (state.IsKeyDown(Keys.Right))
-        {
-            speed++;
-        }
-        
-        if (state.IsKeyDown(Keys.Left) && speed > 0)
-        {
-            speed--;
-        }
-        return speed;
-    }
-
-    private Vector2 changeSize()
-    {
-        KeyboardState state = Keyboard.GetState();
-        if (state.IsKeyDown(Keys.D) && Size.X < 100)
-        {
-            Size.X++;
-            graphics.PreferredBackBufferWidth = (tileSize + Spacing) * (int)Size.X - Spacing;
-        }
-
-        if (state.IsKeyDown(Keys.A) && Size.X > 2)
-        {
-            Size.X--;
-            graphics.PreferredBackBufferWidth = (tileSize + Spacing) * (int)Size.X - Spacing;
-        }
-
-        if (state.IsKeyDown(Keys.W) && Size.Y < (GraphicsAdapter.DefaultAdapter.CurrentDisplayMode.Height / tileSize) - 125 / tileSize)
-        {
-            Size.Y++;
-            graphics.PreferredBackBufferHeight = (tileSize + Spacing) * (int)Size.Y - Spacing + 100;
-        }
-
-        if (state.IsKeyDown(Keys.S) && Size.Y > 2)
-        {
-            Size.Y--;
-            graphics.PreferredBackBufferHeight = (tileSize + Spacing) * (int)Size.Y - Spacing + 100;
-        }
-        return Size;
-    }
-
-    public void controlWindowSize()
-    {
-        if (Size.X * tileSize + 5 > GraphicsAdapter.DefaultAdapter.CurrentDisplayMode.Width)
-        {
-            tileSize--;
-        }
-        if (Size.X * tileSize - 5 < GraphicsAdapter.DefaultAdapter.CurrentDisplayMode.Width && tileSize < 56)
-        {
-            tileSize++;
-        }
-        changeSize();
-        graphics.ApplyChanges();
-    }
-    
-    public int getTileSize()
-    {
-        return tileSize;
-    }
-
-    public int getSpacing()
-    {
-        return Spacing;
-    }
-
-    public Vector2 getSize()
-    {
-        return Size;
-    }
-
-    public void setTileSize(int newTileSize)
-    {
-        tileSize = newTileSize;
-    }
-}
diff --git a/Game1/Sources/ML/Data/FertPredictDataset.csv b/Game1/Sources/ML/Data/FertPredictDataset.csv
new file mode 100644
index 0000000..edfc95f
--- /dev/null
+++ b/Game1/Sources/ML/Data/FertPredictDataset.csv
@@ -0,0 +1,1600 @@
+Ca,Mg,K,S,N,Lime,C,P,Moisture,class
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+0.1,0.3,0.6,0.8,0.8,0.8,0.7,0.7,0.9,1
+0.8,0.6,0.8,0.6,0.8,0.8,0.1,0.2,0.8,4
+0.6,0.5,0.7,0.7,0.6,0.6,0.1,0.2,0.5,4
+0.7,0.7,0.7,0.5,0.7,0.7,0.2,0.4,0.6,4
+0.8,0.5,0.4,0.2,0.6,0.8,0.7,0.8,0.5,2
+0.6,0.6,0.1,0.3,0.6,0.5,0.7,0.7,0.8,2
+0.7,0.5,0.6,0.6,0.1,0.4,0.8,0.5,0.5,3
+0.6,0.6,0.7,0.8,0.7,0.8,0.4,0.4,0.7,4
+0.4,0.1,0.8,0.7,0.8,0.8,0.6,0.8,0.6,1
+0.2,0.4,0.5,0.8,0.7,0.8,0.7,0.7,0.8,1
+0.3,0.3,0.7,0.5,0.8,0.6,0.8,0.6,0.5,1
+0.8,0.7,0.7,0.5,0.7,0.8,0.3,0.3,0.7,4
+0.5,0.7,0.8,0.7,0.8,0.5,0.3,0.3,0.9,4
+0.8,0.6,0.7,0.6,0.7,0.6,0.1,0.1,0.7,4
+0.8,0.7,0.7,0.7,0.1,0.3,0.8,0.6,0.7,3
+0.8,0.6,0.7,0.6,0.6,0.8,0.2,0.1,0.8,4
+0.5,0.7,0.7,0.5,0.8,0.8,0.3,0.3,0.9,4
+0.2,0.4,0.7,0.8,0.7,0.8,0.8,0.6,0.9,1
+0.4,0.4,0.7,0.7,0.8,0.6,0.5,0.8,0.6,1
+0.8,0.7,0.7,0.6,0.2,0.2,0.8,0.8,0.9,3
+0.8,0.5,0.8,0.7,0.2,0.1,0.5,0.8,0.6,3
+0.6,0.7,0.5,0.7,0.6,0.6,0.3,0.3,0.9,4
+0.8,0.5,0.6,0.5,0.3,0.1,0.7,0.5,0.5,3
+0.7,0.8,0.3,0.1,0.7,0.6,0.8,0.5,0.7,2
+0.6,0.5,0.8,0.5,0.6,0.8,0.3,0.3,0.7,4
+0.4,0.4,0.8,0.6,0.6,0.8,0.8,0.7,0.8,1
diff --git a/Game1/Sources/ML/Data/Fertilizer Prediction.csv b/Game1/Sources/ML/Data/Fertilizer Prediction.csv
new file mode 100644
index 0000000..f3cb521
--- /dev/null
+++ b/Game1/Sources/ML/Data/Fertilizer Prediction.csv	
@@ -0,0 +1,100 @@
+Temparature,Humidity ,Moisture,Soil Type,Crop Type,Nitrogen,Potassium,Phosphorous,Fertilizer Name
+26,52,38,Sandy,Maize,37,0,0,Urea
+29,52,45,Loamy,Sugarcane,12,0,36,DAP
+34,65,62,Black,Cotton,7,9,30,14-35-14
+32,62,34,Red,Tobacco,22,0,20,28-28
+28,54,46,Clayey,Paddy,35,0,0,Urea
+26,52,35,Sandy,Barley,12,10,13,17-17-17
+25,50,64,Red,Cotton,9,0,10,20-20
+33,64,50,Loamy,Wheat,41,0,0,Urea
+30,60,42,Sandy,Millets,21,0,18,28-28
+29,58,33,Black,Oil seeds,9,7,30,14-35-14
+27,54,28,Clayey,Pulses,13,0,40,DAP
+31,62,48,Sandy,Maize,14,15,12,17-17-17
+25,50,65,Loamy,Cotton,36,0,0,Urea
+32,62,41,Clayey,Paddy,24,0,22,28-28
+26,52,31,Red,Ground Nuts,14,0,41,DAP
+31,62,49,Black,Sugarcane,10,13,14,17-17-17
+33,64,34,Clayey,Pulses,38,0,0,Urea
+25,50,39,Sandy,Barley,21,0,19,28-28
+28,54,65,Black,Cotton,39,0,0,Urea
+29,58,52,Loamy,Wheat,13,0,36,DAP
+30,60,44,Sandy,Millets,10,0,9,20-20
+34,65,53,Loamy,Sugarcane,12,14,12,17-17-17
+35,68,33,Red,Tobacco,11,0,37,DAP
+28,54,37,Black,Millets,36,0,0,Urea
+33,64,39,Clayey,Paddy,13,0,10,20-20
+26,52,44,Sandy,Maize,23,0,20,28-28
+30,60,63,Red,Cotton,9,9,29,14-35-14
+32,62,30,Loamy,Sugarcane,38,0,0,Urea
+37,70,32,Black,Oil seeds,12,0,39,DAP
+26,52,36,Clayey,Pulses,14,0,13,20-20
+29,58,40,Red,Ground Nuts,24,0,23,28-28
+30,60,27,Loamy,Sugarcane,12,0,40,DAP
+34,65,38,Clayey,Paddy,39,0,0,Urea
+36,68,38,Sandy,Barley,7,9,30,14-35-14
+26,52,48,Loamy,Wheat,23,0,19,28-28
+28,54,35,Black,Millets,41,0,0,Urea
+30,60,61,Loamy,Cotton,8,10,31,14-35-14
+37,70,37,Clayey,Paddy,12,0,41,DAP
+25,50,26,Red,Ground Nuts,15,14,11,17-17-17
+29,58,34,Sandy,Millets,15,0,37,DAP
+27,54,30,Clayey,Pulses,13,0,13,20-20
+30,60,58,Loamy,Sugarcane,10,7,32,14-35-14
+32,62,34,Red,Tobacco,22,0,24,28-28
+34,65,60,Black,Sugarcane,35,0,0,Urea
+35,67,42,Sandy,Barley,10,0,35,DAP
+38,70,48,Loamy,Wheat,8,8,28,14-35-14
+26,52,32,Black,Oil seeds,12,0,8,20-20
+29,58,43,Clayey,Paddy,24,0,18,28-28
+30,60,29,Red,Ground Nuts,41,0,0,Urea
+33,64,51,Sandy,Maize,5,9,29,14-35-14
+34,65,31,Red,Tobacco,23,0,21,28-28
+36,68,33,Black,Oil seeds,13,0,14,20-20
+28,54,38,Clayey,Pulses,40,0,0,Urea
+30,60,47,Sandy,Barley,12,0,42,DAP
+31,62,63,Red,Cotton,11,12,15,17-17-17
+27,53,43,Black,Millets,23,0,24,28-28
+34,65,54,Loamy,Wheat,38,0,0,Urea
+29,58,37,Sandy,Millets,8,0,15,20-20
+25,50,56,Loamy,Sugarcane,11,13,15,17-17-17
+32,62,34,Red,Ground Nuts,15,0,37,DAP
+28,54,41,Clayey,Paddy,36,0,0,Urea
+30,60,49,Loamy,Wheat,13,0,9,20-20
+34,65,64,Black,Cotton,24,0,20,28-28
+28,54,47,Sandy,Barley,5,18,15,10-26-26
+27,53,35,Black,Oil seeds,37,0,0,Urea
+36,68,62,Red,Cotton,15,0,40,DAP
+34,65,57,Black,Sugarcane,9,0,13,20-20
+29,58,55,Loamy,Sugarcane,8,8,33,14-35-14
+25,50,40,Clayey,Pulses,6,19,16,10-26-26
+30,60,38,Sandy,Millets,10,0,14,20-20
+26,52,39,Clayey,Pulses,21,0,23,28-28
+31,62,32,Red,Tobacco,39,0,0,Urea
+34,65,48,Loamy,Wheat,23,0,19,28-28
+27,53,34,Black,Oil seeds,42,0,0,Urea
+33,64,31,Red,Ground Nuts,13,0,39,DAP
+29,58,42,Clayey,Paddy,9,10,22,14-35-14
+30,60,47,Sandy,Maize,22,0,21,28-28
+27,53,59,Loamy,Sugarcane,10,0,15,20-20
+26,52,36,Clayey,Pulses,7,16,20,10-26-26
+34,65,63,Red,Cotton,14,0,38,DAP
+28,54,43,Clayey,Paddy,10,8,29,14-35-14
+30,60,40,Sandy,Millets,41,0,0,Urea
+29,58,65,Black,Cotton,14,0,35,DAP
+26,52,59,Loamy,Sugarcane,11,0,9,20-20
+31,62,44,Sandy,Barley,21,0,28,28-28
+35,67,28,Clayey,Pulses,8,7,31,14-35-14
+29,58,30,Red,Tobacco,13,17,16,10-26-26
+27,53,30,Black,Millets,35,0,0,Urea
+36,68,50,Loamy,Wheat,12,18,19,10-26-26
+29,58,61,Loamy,Cotton,11,0,38,DAP
+30,60,26,Black,Oil seeds,8,9,30,14-35-14
+34,65,45,Clayey,Paddy,6,19,21,10-26-26
+36,68,41,Red,Ground Nuts,41,0,0,Urea
+28,54,25,Sandy,Maize,9,10,30,14-35-14
+25,50,32,Clayey,Pulses,24,0,19,28-28
+30,60,27,Red,Tobacco,4,17,17,10-26-26
+38,72,51,Loamy,Wheat,39,0,0,Urea
+36,60,43,Sandy,Millets,15,0,41,DAP
+29,58,57,Black,Sugarcane,12,0,10,20-20
diff --git a/Game1/Sources/ML/InOut/BigModelInput.cs b/Game1/Sources/ML/InOut/BigModelInput.cs
new file mode 100644
index 0000000..a17dbcb
--- /dev/null
+++ b/Game1/Sources/ML/InOut/BigModelInput.cs
@@ -0,0 +1,43 @@
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+using Microsoft.ML.Data;
+
+namespace Game1.Sources.ML
+{
+    class BigModelInput
+    {
+        [ColumnName("Ca"), LoadColumn(0)]
+        public float Ca { get; set; }
+
+        [ColumnName("Mg"), LoadColumn(1)]
+        public float Mg { get; set; }
+
+        [ColumnName("K"), LoadColumn(2)]
+        public float K { get; set; }
+
+        [ColumnName("S"), LoadColumn(3)]
+        public float S { get; set; }
+
+        [ColumnName("N"), LoadColumn(4)]
+        public float N { get; set; }
+
+        [ColumnName("Lime"), LoadColumn(5)]
+        public float Lime { get; set; }
+
+        [ColumnName("C"), LoadColumn(6)]
+        public float C { get; set; }
+
+        [ColumnName("P"), LoadColumn(7)]
+        public float P { get; set; }
+
+        [ColumnName("Moisture"), LoadColumn(8)]
+        public float Moisture { get; set; }
+
+        [ColumnName("Class"), LoadColumn(9)]
+        public float Class { get; set; }
+
+    }
+}
diff --git a/Game1/Sources/ML/InOut/BigModelOutput.cs b/Game1/Sources/ML/InOut/BigModelOutput.cs
new file mode 100644
index 0000000..908ea8b
--- /dev/null
+++ b/Game1/Sources/ML/InOut/BigModelOutput.cs
@@ -0,0 +1,15 @@
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+using Microsoft.ML.Data;
+
+namespace Game1.Sources.ML
+{
+    class BigModelOutput
+    {
+        [ColumnName("PredictedLabel")]
+        public float Prediction { get; set; }
+    }
+}
diff --git a/Game1/Sources/ML/InOut/ModelInput.cs b/Game1/Sources/ML/InOut/ModelInput.cs
new file mode 100644
index 0000000..2cb09ad
--- /dev/null
+++ b/Game1/Sources/ML/InOut/ModelInput.cs
@@ -0,0 +1,40 @@
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+using Microsoft.ML;
+using Microsoft.ML.Data;
+
+namespace Game1.Sources.ML
+{
+    class ModelInput
+    {
+        [ColumnName("Temperature"), LoadColumn(0)]
+        public float Temperature { get; set; }
+
+        [ColumnName("Humidity"), LoadColumn(1)]
+        public float Humidity { get; set; }
+
+        [ColumnName("Moisture"), LoadColumn(2)]
+        public float Moisture { get; set; }
+
+        [ColumnName("Soil_Type"), LoadColumn(3)]
+        public String Soil_Type { get; set; }
+
+        [ColumnName("Crop_Type"), LoadColumn(4)]
+        public String Crop_Type { get; set; }
+
+        [ColumnName("Nitrogen"), LoadColumn(5)]
+        public float Nitrogen { get; set; }
+
+        [ColumnName("Potassium"), LoadColumn(6)]
+        public float Potassium { get; set; }
+
+        [ColumnName("Phosphorous"), LoadColumn(7)]
+        public float Phosporous { get; set; }
+
+        [ColumnName("Fertilizer_Name"), LoadColumn(8)]
+        public String Fertilizer_Name { get; set; }
+    }
+}
diff --git a/Game1/Sources/ML/InOut/ModelOutput.cs b/Game1/Sources/ML/InOut/ModelOutput.cs
new file mode 100644
index 0000000..b0b2660
--- /dev/null
+++ b/Game1/Sources/ML/InOut/ModelOutput.cs
@@ -0,0 +1,17 @@
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+using Microsoft.ML.Data;
+
+namespace Game1.Sources.ML
+{
+    class ModelOutput
+    {
+        [ColumnName("PredictedLabel")]
+        public String Prediction { get; set; }
+        //public float[] Score { get; set; }
+        
+    }
+}
diff --git a/Game1/Sources/ML/MLModel.cs b/Game1/Sources/ML/MLModel.cs
new file mode 100644
index 0000000..af57af0
--- /dev/null
+++ b/Game1/Sources/ML/MLModel.cs
@@ -0,0 +1,169 @@
+using System;
+using System.IO;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+using Microsoft.ML;
+using Microsoft.ML.Data;
+using Microsoft.ML.Trainers.LightGbm;
+
+namespace Game1.Sources.ML
+{
+    class MLModel
+    {
+        private static MLContext mlContext = new MLContext(seed: 1);
+        private static string path = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/Fertilizer_Prediction.csv";
+        private static string modelpath = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/MLmodel";
+        private static string report = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/report";
+        private static string pathBig = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/BigFertPredict.csv";
+        private static string modelpathBig = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/MLmodelBig";
+        private static string reportBig = "C:/Users/Oskar/source/repos/PotatoPlanFinal/Game1/Content/ML/report_BigModel";
+
+        // Loading data, creatin and saving ML model for smaller dataset (100)
+        public static void CreateModel()
+        {
+            
+            IDataView trainingDataView = mlContext.Data.LoadFromTextFile<ModelInput>(
+                path: path,
+                hasHeader: true,
+                separatorChar: ',',
+                allowQuoting: true,
+                allowSparse: false);
+
+            ModelInput sample = mlContext.Data.CreateEnumerable<ModelInput>(trainingDataView, false).ElementAt(0);
+            ITransformer MLModel = BuildAndTrain(mlContext, trainingDataView, sample, report);
+            SaveModel(mlContext, MLModel, modelpath, trainingDataView.Schema);
+        }
+
+        // ... for bigger dataset (1600)
+        public static void CreateBigModel()
+        {
+            
+            IDataView trainingDataView = mlContext.Data.LoadFromTextFile<BigModelInput>(
+                path: pathBig,
+                hasHeader: true,
+                separatorChar: ',',
+                allowQuoting: true,
+                allowSparse: false);
+
+            BigModelInput sample = mlContext.Data.CreateEnumerable<BigModelInput>(trainingDataView, false).ElementAt(0);
+            ITransformer MLModel = BuildAndTrain(mlContext, trainingDataView, sample, reportBig);
+            SaveModel(mlContext, MLModel, modelpathBig, trainingDataView.Schema);
+        }
+
+        // Building and training ML model, very small dataset (100 entries)
+        public static ITransformer BuildAndTrain(MLContext mLContext, IDataView trainingDataView, ModelInput sample, string reportPath)
+        {
+
+            var options = new LightGbmMulticlassTrainer.Options
+            {
+                MaximumBinCountPerFeature = 8,
+                LearningRate = 0.00025,
+                NumberOfIterations = 40000,
+                NumberOfLeaves = 10,
+                LabelColumnName = "Fertilizer_NameF",
+                FeatureColumnName = "Features",
+
+                Booster = new DartBooster.Options()
+                {
+                    MaximumTreeDepth = 10
+                }
+            };
+
+            var pipeline = mlContext.Transforms
+                    .Text.FeaturizeText("Soil_TypeF", "Soil_Type")
+                    .Append(mlContext.Transforms.Text.FeaturizeText("Crop_TypeF", "Crop_Type"))
+                    .Append(mlContext.Transforms.Concatenate("Features", "Temperature", "Humidity", "Moisture", "Soil_TypeF", "Crop_TypeF", "Nitrogen", "Potassium", "Phosphorous"))
+                    .Append(mLContext.Transforms.NormalizeMinMax("Features"))
+                    .Append(mlContext.Transforms.Conversion.MapValueToKey("Fertilizer_NameF", "Fertilizer_Name"), TransformerScope.TrainTest)
+                    .AppendCacheCheckpoint(mLContext)
+                    .Append(mLContext.MulticlassClassification.Trainers.LightGbm(options))
+                    .Append(mlContext.Transforms.Conversion.MapKeyToValue("PredictedLabel", "PredictedLabel"));
+
+            Evaluate(mlContext, trainingDataView, pipeline, 10, reportPath, "Fertilizer_NameF");
+            ITransformer MLModel = pipeline.Fit(trainingDataView);
+
+            return MLModel;
+        }
+
+        //Building and training ML model, moderate size dataset (1600 entries)
+        public static ITransformer BuildAndTrain(MLContext mLContext, IDataView trainingDataView, BigModelInput sample, string reportPath)
+        {
+
+            var options = new LightGbmMulticlassTrainer.Options
+            {
+                MaximumBinCountPerFeature = 10,
+                LearningRate = 0.001,
+                NumberOfIterations = 10000,
+                NumberOfLeaves = 12,
+                LabelColumnName = "ClassF",
+                FeatureColumnName = "Features",
+
+                Booster = new DartBooster.Options()
+                {
+                    MaximumTreeDepth = 12
+                }
+            };
+
+            var pipeline = mlContext.Transforms
+                    .Concatenate("Features", "Ca", "Mg", "K", "S", "N", "Lime", "C", "P", "Moisture")
+                    .Append(mLContext.Transforms.NormalizeMinMax("Features"))
+                    .Append(mlContext.Transforms.Conversion.MapValueToKey("ClassF", "Class"), TransformerScope.TrainTest)
+                    .AppendCacheCheckpoint(mLContext)
+                    .Append(mLContext.MulticlassClassification.Trainers.LightGbm(options))
+                    .Append(mlContext.Transforms.Conversion.MapKeyToValue("PredictedLabel", "PredictedLabel"));
+
+            Evaluate(mlContext, trainingDataView, pipeline, 8, reportPath, "ClassF");
+            ITransformer MLModel = pipeline.Fit(trainingDataView);
+
+            return MLModel;
+        }
+
+        public static ITransformer TrainModel(MLContext mlContext, IDataView trainingDataView, IEstimator<ITransformer> trainingPipeline)
+        {
+            ITransformer model = trainingPipeline.Fit(trainingDataView);
+            return model;
+        }
+
+        // Evaluate and save results to a text file
+        public static void Evaluate(MLContext mlContext, IDataView trainingDataView, IEstimator<ITransformer> trainingPipeline, int folds, string reportPath, string labelColumnName)
+        {
+            var crossVal = mlContext.MulticlassClassification.CrossValidate(trainingDataView, trainingPipeline, numberOfFolds: folds, labelColumnName: labelColumnName);
+
+            var metricsInMultipleFolds = crossVal.Select(r => r.Metrics);
+
+            var MicroAccuracyValues = metricsInMultipleFolds.Select(m => m.MicroAccuracy);
+            var LogLossValues = metricsInMultipleFolds.Select(m => m.LogLoss);
+            var LogLossReductionValues = metricsInMultipleFolds.Select(m => m.LogLossReduction);
+            string MicroAccuracyAverage = MicroAccuracyValues.Average().ToString("0.######");
+            string LogLossAvg = LogLossValues.Average().ToString("0.######");
+            string LogLossReductionAvg = LogLossReductionValues.Average().ToString("0.######");
+
+            var report = File.CreateText(reportPath);
+            report.Write("Micro Accuracy: " + MicroAccuracyAverage +'\n'+ "LogLoss Average: " + LogLossAvg +'\n'+ "LogLoss Reduction: " + LogLossReductionAvg, 0, 0);
+            report.Flush();
+            report.Close();
+        }
+
+
+        public static void SaveModel(MLContext mlContext, ITransformer Model, string modelPath, DataViewSchema modelInputSchema)
+        {
+            mlContext.Model.Save(Model, modelInputSchema, modelPath);
+        }
+
+        public static ITransformer LoadModel(bool isBig)
+        {
+            if (isBig)
+                return mlContext.Model.Load(modelpathBig, out DataViewSchema inputSchema);
+            else
+                return mlContext.Model.Load(modelpath, out DataViewSchema inputSchema);
+        }
+
+        public static Microsoft.ML.PredictionEngine<ModelInput, ModelOutput> CreateEngine()
+        {
+            ITransformer mlModel = LoadModel(false);
+            return mlContext.Model.CreatePredictionEngine<ModelInput, ModelOutput>(mlModel);
+        }
+
+    }
+}
diff --git a/Game1/Sources/Pathing/A-Star/Astar.cs b/Game1/Sources/Pathing/A-Star/Astar.cs
index bdb83d4..925fd6a 100644
--- a/Game1/Sources/Pathing/A-Star/Astar.cs
+++ b/Game1/Sources/Pathing/A-Star/Astar.cs
@@ -4,6 +4,7 @@ using System.Linq;
 using System.Text;
 using System.Threading.Tasks;
 using Microsoft.Xna.Framework;
+using Game1.Sources.ML;
 
 class Astar
 {
diff --git a/Game1/Sources/Queue.cs b/Game1/Sources/Queue.cs
deleted file mode 100644
index 68a84b3..0000000
--- a/Game1/Sources/Queue.cs
+++ /dev/null
@@ -1,18 +0,0 @@
-using System;
-using System.Collections.Generic;
-using System.Linq;
-using System.Text;
-using System.Threading.Tasks;
-
-namespace Game1.Sources
-{
-    class Queue
-    {
-        private Task[] task;
-
-        public void Sort()
-        {
-            
-        }
-    }
-}
diff --git a/Game1/Sources/Task.cs b/Game1/Sources/Task.cs
deleted file mode 100644
index 5b68951..0000000
--- a/Game1/Sources/Task.cs
+++ /dev/null
@@ -1,23 +0,0 @@
-using System;
-using Microsoft.Xna.Framework;
-using Microsoft.Xna.Framework.Graphics;
-using Microsoft.Xna.Framework.Input;
-
-namespace Game1.Sources
-{
-    class Task
-    {
-        private Vector2 Position;
-        private int Objective;
-        private float timer;
-
-        public void setTimer(float newTimer)
-        {
-            timer = newTimer;
-        }
-        public void updateTimer()
-        {
-            timer = timer - 1 / 60;
-        }
-    }
-}
diff --git a/Game1/Sources/Tractor.cs b/Game1/Sources/Tractor.cs
deleted file mode 100644
index 55b0d04..0000000
--- a/Game1/Sources/Tractor.cs
+++ /dev/null
@@ -1,220 +0,0 @@
-using Microsoft.Xna.Framework;
-using Microsoft.Xna.Framework.Graphics;
-using Microsoft.Xna.Framework.Input;
-using System;
-
-
-class Tractor
-{
-    static private Vector2 Position;
-    private Vector2 TargetPosition;
-    private Vector2 Direction;
-    private int Spacing, sizeTile;
-    private int Speed = 1;
-    private Vector2 Size;
-    private Random r = new Random();
-    private Farm farm = new Farm();
-    private Vector2 housePos;
-    private String currentTask;
-    private SmartTractor smartTractor = new SmartTractor();
-    private int Score;
-    private int previousTask;
-
-    public void updateSizing(Input input, int Status, Vector2 newHousePos)
-    {
-        Spacing = input.getSpacing();
-        sizeTile = input.getTileSize();
-        Size = input.getSize();
-        updatePosition(input.getSize(), Status);
-        housePos = newHousePos;
-    }
-
-
-    public void init(Rectangle house)
-    {
-        sizeTile = 56;
-        Spacing = 1;
-        farm.init(new Vector2(100, (GraphicsAdapter.DefaultAdapter.CurrentDisplayMode.Height / sizeTile) - 125 / sizeTile));
-        Position = housePos;
-    }
-
-    private int updateDirection(Vector2 Size, Vector2 newPosition) /// Runs when the tractor reaches a tile
-    {
-        Vector2 DeltaPosition = TargetPosition - Position;
-        if (DeltaPosition.X == 0)
-        {
-            if (DeltaPosition.Y == 0)
-            {
-
-
-                
-                if (housePos != Position)
-                {
-                    int x = (int)Position.X / (sizeTile + Spacing);
-                    int y = (int)Position.Y / (sizeTile + Spacing);
-                    currentTask = currentTaskDecider(farm.getCrop(x, y).Status, 0);
-                    farm.setCropStatus(x, y, Spacing);
-                    setTargetPosition(housePos);                                                                            //Returns to the farm
-                    
-                }
-                else
-                {
-                    setTargetPosition(smartTractor.returnChoice());   //Sets a random Target
-                    int xTarget = (int)TargetPosition.X / (sizeTile + Spacing);
-                    int yTarget = (int)TargetPosition.Y / (sizeTile + Spacing);
-                    currentTask = currentTaskDecider(farm.getCrop(xTarget, yTarget).Status, 1);
-
-
-                }
-                
-                return 1;
-            }
-            else if (DeltaPosition.Y > 0)
-            {
-                Direction = new Vector2(0, 1);
-                return 0;
-            }
-            else if (DeltaPosition.Y < 0)
-            {
-                Direction = new Vector2(0, -1);
-                return 0;
-            }
-            return 0;
-        }
-        else if (DeltaPosition.X > 0)
-        {
-            Direction = new Vector2(1, 0);
-            return 0;
-        }
-        else if (DeltaPosition.X < 0)
-        {
-            Direction = new Vector2(-1, 0);
-            return 0;
-        }
-        return 0;
-
-    }
-
-    public void updatePosition(Vector2 Size, int Status) /// updates the position
-    {
-        
-        farm.updateSize(Size, sizeTile, Spacing);
-        for (int i = 0; i < Speed; i++) //Where all the choices the tractor does comes from
-        {
-            smartTractor.updateMap(Position, housePos, farm.getCrops(), Size, sizeTile, Spacing, Score);
-            Position = Position + Direction;
-            updateDirection(Size, Position);
-
-        }
-
-
-    }
-
-
-
-    public Vector2 getPos()
-    {
-        return Position;
-    }
-    
-    public void increaseSpeed()
-    {
-        Speed++;
-    }
-    
-    public void decreaseSpeed()
-    {
-        if (Speed > 0)
-        {
-            Speed--;
-        }
-
-    }
-
-    private void setTargetPosition(Vector2 newPosition) /// sets the TargetPosition once it reaches its destination
-    {
-        TargetPosition = newPosition;
-    }
-    public void setSpeed(int newSpeed)
-    {
-        Speed = newSpeed;
-    }
-
-    public int getSpeed()
-    {
-        return Speed;
-    }
-
-    public void setPos(Vector2 newPos)
-    {
-        Position = newPos;
-    }
-
-    public Farm getFarm()
-    {
-        return farm;
-    }
-
-    public Vector2 getTargetPosition()
-    {
-        return TargetPosition;
-    }
-
-    public String getCurrentTask()
-    {
-        return currentTask;
-    }
-
-    public int getScore()
-    {
-        return Score;
-    }
-
-    private String currentTaskDecider(int Status, int Stage)
-    {
-        previousTask = Status;
-        if (previousTask == 3 && Stage != 1)
-        {
-            Score++;
-        }
-        if (Stage == 0)
-        {
-            if (Status == 0)
-            {
-                return "Returning with nothing after going out for a stroll";
-            }
-            else if (Status == 1)
-            {
-                return "Returning with nothing after planting seeds";
-            }
-            else if (Status == 2)
-            {
-                return "Returning with nothing after adding fertilizer";
-            }
-            else if (Status == 3)
-            {
-                return "Returning with Crops";
-            }
-        }
-        else
-        {
-            if (Status == 0)
-            {
-                return "Going for a stroll";
-            }
-            else if (Status == 1)
-            {
-                return "Planting seeds";
-            }
-            else if (Status == 2)
-            {
-                return "Adding fertilizer";
-            }
-            else if (Status == 3)
-            {
-                return "Going for Crops";
-            }
-        }
-        return null;
-    }
-}
diff --git a/Game1/Sources/smartTractor.cs b/Game1/Sources/smartTractor.cs
deleted file mode 100644
index 64a8c5b..0000000
--- a/Game1/Sources/smartTractor.cs
+++ /dev/null
@@ -1,46 +0,0 @@
-using System;
-using Microsoft.Xna.Framework;
-using System;
-
-class SmartTractor
-{
-    private Crops[,] crops;
-    private Vector2 housePos;
-    private Vector2 tractorPos;
-    private Vector2 Size;
-    private int tileSize;
-    private int Score;
-    private int Spacing;
-    private Random r = new Random();
-
-
-
-    public Vector2 returnChoice()
-    {
-        return new Vector2(r.Next(0, (int)Size.X), r.Next(0, (int)Size.Y)) * (tileSize + Spacing);
-    }
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-    public void updateMap(Vector2 newTractorPos, Vector2 newHousePos, Crops[,] newCropsStatus, Vector2 newSize, int newTileSize, int newSpacing, int newScore)
-    {
-        crops = newCropsStatus;
-        housePos = newHousePos;
-        tractorPos = newTractorPos;
-        Size = newSize;
-        tileSize = newTileSize;
-        Spacing = newSpacing;
-        Score = newScore;
-    }
-}
diff --git a/Game1/app.config b/Game1/app.config
index 1ff24a2..4e1bed1 100644
--- a/Game1/app.config
+++ b/Game1/app.config
@@ -7,14 +7,14 @@
         <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.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="Newtonsoft.Json" publicKeyToken="30ad4fe6b2a6aeed" culture="neutral" />
         <bindingRedirect oldVersion="0.0.0.0-12.0.0.0" newVersion="12.0.0.0" />
       </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.Threading.Tasks.Dataflow" publicKeyToken="b03f5f7f11d50a3a" culture="neutral" />
         <bindingRedirect oldVersion="0.0.0.0-4.6.5.0" newVersion="4.6.5.0" />
diff --git a/MigrationBackup/7a07b01e/Game1/Game1.csproj b/MigrationBackup/7a07b01e/Game1/Game1.csproj
new file mode 100644
index 0000000..0b8e73e
--- /dev/null
+++ b/MigrationBackup/7a07b01e/Game1/Game1.csproj
@@ -0,0 +1,210 @@
+<?xml version="1.0" encoding="utf-8"?>
+<Project ToolsVersion="12.0" DefaultTargets="Build" xmlns="http://schemas.microsoft.com/developer/msbuild/2003">
+  <Import Project="..\packages\LightGBM.2.3.1\build\LightGBM.props" Condition="Exists('..\packages\LightGBM.2.3.1\build\LightGBM.props')" />
+  <Import Project="..\packages\Microsoft.ML.FastTree.1.4.0\build\netstandard2.0\Microsoft.ML.FastTree.props" Condition="Exists('..\packages\Microsoft.ML.FastTree.1.4.0\build\netstandard2.0\Microsoft.ML.FastTree.props')" />
+  <Import Project="..\packages\Microsoft.ML.1.4.0\build\netstandard2.0\Microsoft.ML.props" Condition="Exists('..\packages\Microsoft.ML.1.4.0\build\netstandard2.0\Microsoft.ML.props')" />
+  <Import Project="..\packages\Microsoft.ML.CpuMath.1.4.0\build\netstandard2.0\Microsoft.ML.CpuMath.props" Condition="Exists('..\packages\Microsoft.ML.CpuMath.1.4.0\build\netstandard2.0\Microsoft.ML.CpuMath.props')" />
+  <Import Project="$(MSBuildExtensionsPath)\MonoGame\v3.0\MonoGame.Common.props" Condition="Exists('$(MSBuildExtensionsPath)\MonoGame\v3.0\MonoGame.Common.props')" />
+  <PropertyGroup>
+    <Configuration Condition=" '$(Configuration)' == '' ">Debug</Configuration>
+    <Platform Condition=" '$(Platform)' == '' ">x86</Platform>
+    <ProductVersion>8.0.30703</ProductVersion>
+    <SchemaVersion>2.0</SchemaVersion>
+    <ProjectGuid>{650E4519-2DEF-496F-AC3B-3C794DC7CF0D}</ProjectGuid>
+    <OutputType>WinExe</OutputType>
+    <AppDesignerFolder>Properties</AppDesignerFolder>
+    <RootNamespace>Game1</RootNamespace>
+    <AssemblyName>Game1</AssemblyName>
+    <FileAlignment>512</FileAlignment>
+    <MonoGamePlatform>Windows</MonoGamePlatform>
+    <TargetFrameworkVersion>v4.6.1</TargetFrameworkVersion>
+    <TargetFrameworkProfile />
+    <NuGetPackageImportStamp>
+    </NuGetPackageImportStamp>
+  </PropertyGroup>
+  <PropertyGroup Condition=" '$(Configuration)|$(Platform)' == 'Debug|x86' ">
+    <PlatformTarget>AnyCPU</PlatformTarget>
+    <DebugSymbols>true</DebugSymbols>
+    <DebugType>full</DebugType>
+    <Optimize>false</Optimize>
+    <OutputPath>bin\$(MonoGamePlatform)\$(Platform)\$(Configuration)\</OutputPath>
+    <DefineConstants>DEBUG;TRACE;WINDOWS</DefineConstants>
+    <ErrorReport>prompt</ErrorReport>
+    <WarningLevel>4</WarningLevel>
+  </PropertyGroup>
+  <PropertyGroup Condition=" '$(Configuration)|$(Platform)' == 'Release|x86' ">
+    <PlatformTarget>x86</PlatformTarget>
+    <DebugType>pdbonly</DebugType>
+    <Optimize>true</Optimize>
+    <OutputPath>bin\$(MonoGamePlatform)\$(Platform)\$(Configuration)\</OutputPath>
+    <DefineConstants>TRACE;WINDOWS</DefineConstants>
+    <ErrorReport>prompt</ErrorReport>
+    <WarningLevel>4</WarningLevel>
+  </PropertyGroup>
+  <PropertyGroup>
+    <ApplicationIcon>Icon.ico</ApplicationIcon>
+  </PropertyGroup>
+  <PropertyGroup>
+    <ApplicationManifest>app.manifest</ApplicationManifest>
+  </PropertyGroup>
+  <PropertyGroup Condition="'$(Configuration)|$(Platform)' == 'Debug|x64'">
+    <DebugSymbols>true</DebugSymbols>
+    <OutputPath>bin\x64\Debug\</OutputPath>
+    <DefineConstants>DEBUG;TRACE;WINDOWS</DefineConstants>
+    <DebugType>full</DebugType>
+    <PlatformTarget>x64</PlatformTarget>
+    <ErrorReport>prompt</ErrorReport>
+    <CodeAnalysisRuleSet>MinimumRecommendedRules.ruleset</CodeAnalysisRuleSet>
+    <Prefer32Bit>true</Prefer32Bit>
+  </PropertyGroup>
+  <PropertyGroup Condition="'$(Configuration)|$(Platform)' == 'Release|x64'">
+    <OutputPath>bin\x64\Release\</OutputPath>
+    <DefineConstants>TRACE;WINDOWS</DefineConstants>
+    <Optimize>true</Optimize>
+    <DebugType>pdbonly</DebugType>
+    <PlatformTarget>x64</PlatformTarget>
+    <ErrorReport>prompt</ErrorReport>
+    <CodeAnalysisRuleSet>MinimumRecommendedRules.ruleset</CodeAnalysisRuleSet>
+    <Prefer32Bit>true</Prefer32Bit>
+  </PropertyGroup>
+  <ItemGroup>
+    <Compile Include="Game1.cs" />
+    <Compile Include="Program.cs" />
+    <Compile Include="Properties\AssemblyInfo.cs" />
+    <Compile Include="Properties\Resources.Designer.cs">
+      <AutoGen>True</AutoGen>
+      <DesignTime>True</DesignTime>
+      <DependentUpon>Resources.resx</DependentUpon>
+    </Compile>
+    <Compile Include="Sources\ML\MLModel.cs" />
+    <Compile Include="Sources\ML\ModelOutput.cs" />
+    <Compile Include="Sources\ML\ModelInput.cs" />
+    <Compile Include="Sources\Objects\House.cs" />
+    <Compile Include="Sources\Crops\Crops.cs" />
+    <Compile Include="Sources\Crops\Farm.cs" />
+    <Compile Include="Sources\Controlls\Input.cs" />
+    <Compile Include="Sources\Objects\Inventory.cs" />
+    <Compile Include="Sources\Objects\tractorPositionCorrector.cs" />
+    <Compile Include="Sources\Pathing\A-Star\Astar.cs" />
+    <Compile Include="Sources\Pathing\A-Star\PathSaver\MinHeap.cs" />
+    <Compile Include="Sources\Pathing\A-Star\PathSaver\Nodes.cs" />
+    <Compile Include="Sources\Pathing\A-Star\PathSaver\Path.cs" />
+    <Compile Include="Sources\Pathing\A-Star\PathSaver\PriorityQueue.cs" />
+    <Compile Include="Sources\Controlls\Controller.cs" />
+    <Compile Include="Sources\Smart\AI.cs" />
+    <Compile Include="Sources\Smart\ScoreSystem.cs" />
+    <Compile Include="Sources\Smart\SmartTractor.cs" />
+    <Compile Include="Sources\Objects\Tractor.cs" />
+  </ItemGroup>
+  <ItemGroup>
+    <Reference Include="Microsoft.ML.Core, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.ML.1.4.0\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.1.4.0\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.1.4.0\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.1.4.0\lib\netstandard2.0\Microsoft.ML.DataView.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.ML.FastTree, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.ML.FastTree.1.4.0\lib\netstandard2.0\Microsoft.ML.FastTree.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.ML.KMeansClustering, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.ML.1.4.0\lib\netstandard2.0\Microsoft.ML.KMeansClustering.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.ML.LightGbm, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.ML.LightGbm.1.4.0\lib\netstandard2.0\Microsoft.ML.LightGbm.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.ML.PCA, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.ML.1.4.0\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.1.4.0\lib\netstandard2.0\Microsoft.ML.StandardTrainers.dll</HintPath>
+    </Reference>
+    <Reference Include="Microsoft.ML.Transforms, Version=1.0.0.0, Culture=neutral, PublicKeyToken=cc7b13ffcd2ddd51, processorArchitecture=MSIL">
+      <HintPath>..\packages\Microsoft.ML.1.4.0\lib\netstandard2.0\Microsoft.ML.Transforms.dll</HintPath>
+    </Reference>
+    <Reference Include="MonoGame.Framework">
+      <HintPath>$(MonoGameInstallDirectory)\MonoGame\v3.0\Assemblies\Windows\MonoGame.Framework.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>
+    </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.1.7.0\lib\netstandard2.0\System.Collections.Immutable.dll</HintPath>
+    </Reference>
+    <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.Tasks.Dataflow, Version=4.6.5.0, Culture=neutral, PublicKeyToken=b03f5f7f11d50a3a, processorArchitecture=MSIL">
+      <HintPath>..\packages\System.Threading.Tasks.Dataflow.4.11.0\lib\netstandard2.0\System.Threading.Tasks.Dataflow.dll</HintPath>
+    </Reference>
+    <Reference Include="System.Xml" />
+  </ItemGroup>
+  <ItemGroup>
+    <Content Include="Content\Crop.png" />
+    <Content Include="Content\house.png" />
+    <Content Include="Content\ProgressionBarStatus.png" />
+    <Content Include="Content\ProgressionBar.png" />
+    <Content Include="Content\Markers.png" />
+    <Content Include="Content\Mountain.png" />
+    <Content Include="Content\Planted.png" />
+    <Content Include="Content\Tile.png" />
+    <Content Include="Content\tileunplantable.png" />
+    <Content Include="Content\Tractor.png" />
+    <Content Include="Icon.ico" />
+    <None Include="Resources\TextFile1.txt" />
+  </ItemGroup>
+  <ItemGroup>
+    <MonoGameContentReference Include="Content\Content.mgcb" />
+    <None Include="app.config" />
+    <None Include="app.manifest" />
+    <None Include="packages.config" />
+    <None Include="Sources\ML\Data\Fertilizer Prediction.csv" />
+  </ItemGroup>
+  <ItemGroup>
+    <EmbeddedResource Include="Properties\Resources.resx">
+      <Generator>ResXFileCodeGenerator</Generator>
+      <LastGenOutput>Resources.Designer.cs</LastGenOutput>
+    </EmbeddedResource>
+  </ItemGroup>
+  <Import Project="$(MSBuildToolsPath)\Microsoft.CSharp.targets" />
+  <Import Project="$(MSBuildExtensionsPath)\MonoGame\v3.0\MonoGame.Content.Builder.targets" />
+  <Target Name="EnsureNuGetPackageBuildImports" BeforeTargets="PrepareForBuild">
+    <PropertyGroup>
+      <ErrorText>This project references NuGet package(s) that are missing on this computer. Use NuGet Package Restore to download them.  For more information, see http://go.microsoft.com/fwlink/?LinkID=322105. The missing file is {0}.</ErrorText>
+    </PropertyGroup>
+    <Error Condition="!Exists('..\packages\Microsoft.ML.CpuMath.1.4.0\build\netstandard2.0\Microsoft.ML.CpuMath.props')" Text="$([System.String]::Format('$(ErrorText)', '..\packages\Microsoft.ML.CpuMath.1.4.0\build\netstandard2.0\Microsoft.ML.CpuMath.props'))" />
+    <Error Condition="!Exists('..\packages\Microsoft.ML.1.4.0\build\netstandard2.0\Microsoft.ML.props')" Text="$([System.String]::Format('$(ErrorText)', '..\packages\Microsoft.ML.1.4.0\build\netstandard2.0\Microsoft.ML.props'))" />
+    <Error Condition="!Exists('..\packages\Microsoft.ML.1.4.0\build\netstandard2.0\Microsoft.ML.targets')" Text="$([System.String]::Format('$(ErrorText)', '..\packages\Microsoft.ML.1.4.0\build\netstandard2.0\Microsoft.ML.targets'))" />
+    <Error Condition="!Exists('..\packages\Microsoft.ML.FastTree.1.4.0\build\netstandard2.0\Microsoft.ML.FastTree.props')" Text="$([System.String]::Format('$(ErrorText)', '..\packages\Microsoft.ML.FastTree.1.4.0\build\netstandard2.0\Microsoft.ML.FastTree.props'))" />
+    <Error Condition="!Exists('..\packages\LightGBM.2.3.1\build\LightGBM.props')" Text="$([System.String]::Format('$(ErrorText)', '..\packages\LightGBM.2.3.1\build\LightGBM.props'))" />
+    <Error Condition="!Exists('..\packages\LightGBM.2.3.1\build\LightGBM.targets')" Text="$([System.String]::Format('$(ErrorText)', '..\packages\LightGBM.2.3.1\build\LightGBM.targets'))" />
+  </Target>
+  <Import Project="..\packages\Microsoft.ML.1.4.0\build\netstandard2.0\Microsoft.ML.targets" Condition="Exists('..\packages\Microsoft.ML.1.4.0\build\netstandard2.0\Microsoft.ML.targets')" />
+  <Import Project="..\packages\LightGBM.2.3.1\build\LightGBM.targets" Condition="Exists('..\packages\LightGBM.2.3.1\build\LightGBM.targets')" />
+  <!-- To modify your build process, add your task inside one of the targets below and uncomment it. 
+       Other similar extension points exist, see Microsoft.Common.targets.
+  <Target Name="BeforeBuild">
+  </Target>
+  <Target Name="AfterBuild">
+  </Target>
+  -->
+</Project>
\ No newline at end of file
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+          NuGet Migration Report - Game1</h1><div id="content"><h2 _locID="OverviewTitle">Overview</h2><div class="info-text">Migration to PackageReference was completed successfully. Please build and run your solution to verify that all packages are available.</div><div class="info-text">
+            If you run into any problems, have feedback, questions, or concerns, please
+            <a href="https://github.com/NuGet/Home/issues/">file an issue on the NuGet GitHub repository.</a></div><div class="info-text">
+            Changed files and this report have been backed up here:
+            <a href="C:\Users\Oskar\source\repos\PotatoPlanFinal\MigrationBackup\7a07b01e\Game1">C:\Users\Oskar\source\repos\PotatoPlanFinal\MigrationBackup\7a07b01e\Game1</a></div><div class="info-text"><a href="https://aka.ms/nuget-pc2pr-migrator-rollback">Help me rollback to packages.config</a></div><h2 _locID="PackagesTitle">Packages processed</h2><h3 _locID="IncludePackagesTitle">Top-level dependencies:</h3><div class="issues"><table><tr><th class="issueCell">Package Id</th><th>Version</th></tr><tr><td class="issueCell"><span>LightGBM</span></td><td><span>
+                v2.3.1</span></td></tr><tr><td class="issueCell"><span>Microsoft.ML</span></td><td><span>
+                v1.4.0</span></td></tr><tr><td class="issueCell"><span>Microsoft.ML.CpuMath</span></td><td><span>
+                v1.4.0</span></td></tr><tr><td class="issueCell"><span>Microsoft.ML.FastTree</span></td><td><span>
+                v1.4.0</span></td></tr><tr><td class="issueCell"><span>Microsoft.ML.LightGbm</span></td><td><span>
+                v1.4.0</span></td></tr><tr><td class="issueCell"><span>Newtonsoft.Json</span></td><td><span>
+                v12.0.3</span></td></tr><tr><td class="issueCell"><span>System.CodeDom</span></td><td><span>
+                v4.7.0</span></td></tr><tr><td class="issueCell"><span>System.Collections.Immutable</span></td><td><span>
+                v1.7.0</span></td></tr><tr><td class="issueCell"><span>System.Memory</span></td><td><span>
+                v4.5.4</span></td></tr><tr><td class="issueCell"><span>System.Reflection.Emit.Lightweight</span></td><td><span>
+                v4.7.0</span></td></tr><tr><td class="issueCell"><span>System.Runtime.CompilerServices.Unsafe</span></td><td><span>
+                v4.7.1</span></td></tr><tr><td class="issueCell"><span>System.Threading.Tasks.Dataflow</span></td><td><span>
+                v4.11.0</span></td></tr></table></div><p /><h3 _locID="IncludePackagesTitle">Transitive dependencies:</h3><div class="issues"><table><tr><th class="issueCell">Package Id</th><th>Version</th></tr><tr><td class="issueCell"><span>Microsoft.ML.DataView</span></td><td><span>
+                v1.4.0</span></td></tr><tr><td class="issueCell"><span>System.Buffers</span></td><td><span>
+                v4.5.1</span></td></tr><tr><td class="issueCell"><span>System.Numerics.Vectors</span></td><td><span>
+                v4.5.0</span></td></tr></table></div><h2 _locID="IssuesTitle">Package compatibility issues</h2><div class="issues"><table><tr><th /><th class="issueCell" _locID="DescriptionTableHeader">Description</th></tr><tr><td class="IconInfoEncoded" /><td class="issueCell">
+                No issues were found.
+              </td></tr></table></div></div></body></html>
\ No newline at end of file
diff --git a/MigrationBackup/7a07b01e/Game1/packages.config b/MigrationBackup/7a07b01e/Game1/packages.config
new file mode 100644
index 0000000..3145969
--- /dev/null
+++ b/MigrationBackup/7a07b01e/Game1/packages.config
@@ -0,0 +1,18 @@
+<?xml version="1.0" encoding="utf-8"?>
+<packages>
+  <package id="LightGBM" version="2.3.1" targetFramework="net461" />
+  <package id="Microsoft.ML" version="1.4.0" targetFramework="net461" />
+  <package id="Microsoft.ML.CpuMath" version="1.4.0" targetFramework="net461" />
+  <package id="Microsoft.ML.DataView" version="1.4.0" targetFramework="net461" />
+  <package id="Microsoft.ML.FastTree" version="1.4.0" targetFramework="net461" />
+  <package id="Microsoft.ML.LightGbm" version="1.4.0" 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="1.7.0" 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.Tasks.Dataflow" version="4.11.0" targetFramework="net461" />
+</packages>
\ No newline at end of file