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The affine transformation makes no sense if you have lat/lon coordinates and a map in some kind of projection. This is how a map of your region looks in UTM 36N projection: and this is IsraeliTM: You can easily see that the meridians are not parallel, and the latitudes are large circles. Affine projection only works when the grid is orthogonal. Try ...

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