diff --git a/MarketDataLib/CNNProcessing/ImageHelper.cs b/MarketDataLib/CNNProcessing/ImageHelper.cs
index 2d0b93f..927ef3a 100644
--- a/MarketDataLib/CNNProcessing/ImageHelper.cs
+++ b/MarketDataLib/CNNProcessing/ImageHelper.cs
@@ -121,38 +121,6 @@ namespace MarketData.CNNProcessing
       }
     }
 
-    /// <summary>
-    /// Resize the image to the specified width and height.
-    /// </summary>
-    /// <param name="image">The image to resize.</param>
-    /// <param name="width">The width to resize to.</param>
-    /// <param name="height">The height to resize to.</param>
-    /// <returns>The resized image.</returns>
-    //public static Bitmap ResizeImage(Image image, int width, int height)
-    //{
-    //    var destRect = new Rectangle(0, 0, width, height);
-    //    var destImage = new Bitmap(width, height);
-
-    //    destImage.SetResolution(image.HorizontalResolution, image.VerticalResolution);
-
-    //    using (var graphics = Graphics.FromImage(destImage))
-    //    {
-    //        graphics.CompositingMode = CompositingMode.SourceCopy;
-    //        graphics.CompositingQuality = CompositingQuality.HighQuality;
-    //        graphics.InterpolationMode = InterpolationMode.HighQualityBicubic;
-    //        graphics.SmoothingMode = SmoothingMode.HighQuality;
-    //        graphics.PixelOffsetMode = PixelOffsetMode.HighQuality;
-
-    //        using (var wrapMode = new ImageAttributes())
-    //        {
-    //            wrapMode.SetWrapMode(WrapMode.TileFlipXY);
-    //            graphics.DrawImage(image, destRect, 0, 0, image.Width,image.Height, GraphicsUnit.Pixel, wrapMode);
-    //        }
-    //    }
-
-    //    return destImage;
-    //}
-
     public void CreateImage(int width, int height,PointMapping pointMapping)
     {
       this.width=width;
@@ -172,13 +140,16 @@ namespace MarketData.CNNProcessing
 			bwBitmap.Dispose();
 			return memoryStream;
 		}
+
     public void SaveGrayScaleJPG(String pathFileName)
     {
       Validate();
-			Bitmap bwBitmap=ToBlackAndWhite(bitmap);
+			Bitmap bwBitmap=ToGrayScale(bitmap);
 			Save(pathFileName,bwBitmap);
 			bwBitmap.Dispose();
     }
+
+    // This is the method that is currently being used in the CNNProcessor to generate images
     public void SaveBlackAndWhiteJPG(String pathFileName)
     {
       Validate();
@@ -196,6 +167,7 @@ namespace MarketData.CNNProcessing
 			if(null==altBitmap)BitmapExtensions.SaveJPG100(bitmap,pathFileName);
 			else BitmapExtensions.SaveJPG100(altBitmap,pathFileName);
 		}
+
 // Convert to 8 bits per pixel black and white
     private Bitmap ToBlackAndWhite(Bitmap bmp)
 		{
@@ -217,26 +189,46 @@ namespace MarketData.CNNProcessing
         result.UnlockBits(data);
         return result;
     }
-// Convert to 8 bits per pixel gray scale
+
+    // Convert to 8 bits per pixel gray scale
+    //  private Bitmap ToGrayScale(Bitmap bmp)
+    //{
+    //      var result = new Bitmap(bmp.Width, bmp.Height, System.Drawing.Imaging.PixelFormat.Format8bppIndexed);
+    //      BitmapData data = result.LockBits(new Rectangle(0, 0, result.Width, result.Height), ImageLockMode.WriteOnly, PixelFormat.Format8bppIndexed);
+    //      byte[] bytes = new byte[data.Height * data.Stride];
+    //      Marshal.Copy(data.Scan0, bytes, 0, bytes.Length);
+    //      for (int y = 0; y < bmp.Height; y++)
+    //		{
+    //        for (int x = 0; x < bmp.Width; x++)
+    //			{
+    //          Color color = bmp.GetPixel(x, y);
+    //          byte rgb = (byte)((color.R + color.G + color.B) / 3);
+    //				bytes[y * data.Stride + x] = rgb;
+    //        }
+    //      }
+    //      Marshal.Copy(bytes, 0, data.Scan0, bytes.Length);
+    //      result.UnlockBits(data);
+    //      return result;
+    //  }
+
+
     private Bitmap ToGrayScale(Bitmap bmp)
-		{
-        var result = new Bitmap(bmp.Width, bmp.Height, System.Drawing.Imaging.PixelFormat.Format8bppIndexed);
-        BitmapData data = result.LockBits(new Rectangle(0, 0, result.Width, result.Height), ImageLockMode.WriteOnly, PixelFormat.Format8bppIndexed);
-        byte[] bytes = new byte[data.Height * data.Stride];
-        Marshal.Copy(data.Scan0, bytes, 0, bytes.Length);
-        for (int y = 0; y < bmp.Height; y++)
-				{
-          for (int x = 0; x < bmp.Width; x++)
-					{
-            Color color = bmp.GetPixel(x, y);
-            byte rgb = (byte)((color.R + color.G + color.B) / 3);
-						bytes[y * data.Stride + x] = rgb;
-          }
+    {
+      Bitmap bitmap = new Bitmap(bmp.Width, bmp.Height);
+
+      for (int i = 0; i < bmp.Width; i++)
+      {
+        for (int x = 0; x < bmp.Height; x++)
+        {
+          Color oc = bmp.GetPixel(i, x);
+          int grayScale = (int)((oc.R * 0.3) + (oc.G * 0.59) + (oc.B * 0.11));
+          Color nc = Color.FromArgb(oc.A, grayScale, grayScale, grayScale);
+          bitmap.SetPixel(i, x, nc);
         }
-        Marshal.Copy(bytes, 0, data.Scan0, bytes.Length);
-        result.UnlockBits(data);
-        return result;
+      }
+      return bitmap;
     }
+
     public Color GetPixel(int x,int y)
     {
       return bitmap.GetPixel(x,y);
diff --git a/MarketDataLib/Helper/MarketDataHelper.cs b/MarketDataLib/Helper/MarketDataHelper.cs
index 4d46c20..aff9e26 100644
--- a/MarketDataLib/Helper/MarketDataHelper.cs
+++ b/MarketDataLib/Helper/MarketDataHelper.cs
@@ -1712,6 +1712,8 @@ namespace MarketData.Helper
           headline.Entry=headline.Entry.Replace("\\"," ");
           headline.Entry=headline.Entry.Trim();
           headline.Entry=Uri.UnescapeDataString(headline.Entry);
+          headline.Entry=Encoding.UTF8.GetString(Encoding.Default.GetBytes(headline.Entry));
+          headline.Entry=Utility.RemoveHtml(headline.Entry);
           headline.Source = "Seeking Alpha";
           headlines.Add(headline);
         }
@@ -1781,6 +1783,7 @@ namespace MarketData.Helper
           else headline = new Headline(symbol, Utility.ParseDate(keyValue.Key.Substring(0, keyValue.Key.IndexOf('T'))), keyValue.Value);
           headline.Entry=headline.Entry.Replace("\\"," ");
           headline.Entry=headline.Entry.Trim();
+          headline.Entry=Encoding.UTF8.GetString(Encoding.Default.GetBytes(headline.Entry));
           headline.Entry=Uri.UnescapeDataString(headline.Entry);
           headline.Source = "Seeking Alpha";
           headlines.Add(headline);
diff --git a/MarketDataLib/Utility/Utility.cs b/MarketDataLib/Utility/Utility.cs
index 5d9d039..08406d5 100644
--- a/MarketDataLib/Utility/Utility.cs
+++ b/MarketDataLib/Utility/Utility.cs
@@ -115,6 +115,11 @@ namespace MarketData.Utils
     {
       return (new WindowsPrincipal(WindowsIdentity.GetCurrent())).IsInRole(WindowsBuiltInRole.Administrator);
     }  
+    public static String ToUTF8(String str)
+    {
+      if(null==str)return str;
+      return Encoding.UTF8.GetString(Encoding.Default.GetBytes(str));
+    }
     public static String RemoveHtml(String strItem)
     {
       if(null==strItem)return null;
@@ -133,6 +138,7 @@ namespace MarketData.Utils
       strItem=strItem.Replace("&#x201D;",@"""");
       strItem=strItem.Replace("&#x201d;",@"""");
       strItem=strItem.Replace("&#x2013;","-");
+      strItem=strItem.Replace("&#39;","'");
       return strItem;
     }
     public static String RemoveDivs(String strItem)