We report the first results of phenomenological analysis, based on extended set of explicitly calculated colored HOMFLY-PT polynomials in \cite{knotebook}. They concern differential expansion (DE), which separates the dependencies on the knot and the representation . %of colored HOMFLY-PT polynomials. DE is well understood for symmetric and rectangular representations, while for non-rectangular even the knot-independent basis of DE is not known. We concentrate on two issues: the possible derivation of DE and on improved characteristic of its defect. We discuss how evolution families – twist knots, double braids and 3-pretzels – can be used to find DE by a peculiar triangular transformation of evolution coefficients. Once are found for particular family, they are expected to stay basically the same for arbitrary knots – modulo controllable reductions, characterized by the defect of DE, which puts knots into different universality classes. Contrary to original expectation, these classes appear labeled not by a single number , but by a whole non-decreasing sequence , which is squeezed between two staircases, , where the upper bound involves Alexander polynomial and follows from the continuation of the Melvin–Morton–Rozansky-Kashaev limit to with , when the limit gives a {\it positive} power of Alexander. The old assumption is oversimplified and fails for 19 non-alternating knots with 11 and 12 crossings. Last, we list the differences of non-rectangularly colored HOMFLY for various mutant pairs to demonstrate their universality (knot-independence) and nice consistency with the spirit of DE.

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