Adding to Bruce's suggestion, I'd try doing a few Erosion[] steps to remove the letters (which I think might have same rgb values) and the dashed grid lines. Subsequently, You might also try a MorphologicalComponents and see if you can grab the connected pixels. Average the Y pixel values at each common x pixel value, and then use Interpolation.
