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everyone welcome to tutorial 43 of our introductory Python for image processing tutorial series now in this video Im going to talk about doing shading correction initially lets do it by applying or contrast limiting adaptive histogram equalization the method that we learnt in the previous tutorial and spoiler alert will see that thats not a great you know way of doing shading correction its it works great in terms of equalizing you know the histogram for contrast you know for giving you better contrast images but not necessarily for removing these non-uniform illuminated images so rolling ball background subtraction can be very much useful in that for that example so lets actually get both of these done by focusing on shading correction and you know type of application so both of these meanings CLA H E and also applying rolling ball background correction and see how we can handle this shearing correction problem now first of all why do we need and what do I mean by shading Correc