How do I filter out this horizon from my contour?
I have found a function provided by opencv2, threshold(). 

With this function, I can apply different combinations of threshold values so that this horizon can be filtered out. 

The current values I am using is:

cv2.threshold(img, 100, 255, cv2.THRESH_BINARY)