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taxi features are going to consider not only the absolute values of the pixels but also the relationships between pixel values within some region that means a given color that is found in a flat region will differ from the same color but now found in a region with high variance the idea of describing texture is to differentiate between patterns of pixel variances and then codify in some way the texture behavior there are many tooth texture descriptors in the literature but in this notebook I will focus on the LVP as implemented in cycle image package as we discuss it in the previous video texture has semantics that explain the way elements relate to each other visually and then also can relate to the behavior of that scene and patterns of such as interlace EDD sprinkled braided bubbly dotted checkered so we can those are just six examples but are many of them you can think about the way we describe texture and in this notebook Im going to describe those an