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Why do I keep getting rotated rect's when they are circles?

I'm doing rectangle detection using canny edges and contour detection using Emgu CV (example). I keep getting rotated rect's even though the objects are circles, see below: image description

What could be causing this? Also why is it missing the entire white rectangle?