Replotting result of find_contours onto a different grid

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I have used the skimage find_contours on some velocity data but I am struggling to work out how to replot the contour outline onto a longitude latitude grid ? find_contours on the raw velocity data

Red and blue contours are the velocity and the solid black line is the result of the find_contours.

I think it is some sort of transform in coordinates but I am struggling to work out how.

scikit-image python
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