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okay were gonna take a look at image processing with python and images are made up of pixels each pixel has an x and a y coordinate uh the x goes across exactly like it would normally uh but the y may be a little bit different from what youre used to we actually we actually use the lower right hand quadrant we dont start down here in the lower left we start up here in the upper left and um and i assume thats because you know normally uh in the united states we start at the top of a document work our way uh crossing down although if we want to work our way across first we would increment the y pixel more slowly and we in the inner loop we would increment the x pixel move all the way across the examples ive got are the other way around uh so we increment the x pixel on the outside loop and then the inside loop we do the y pixel and so were going to do a column and then a column and a column of column column it doesnt really matter because in the end its all going to be the same