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I will first talk about the basic principles in chemical similarity searching. Then, I will bring up the recent results in clustering and data fusion of similarity coefficients. Next, I will talk about my projects including the relationship drawn from the plots of molecular size and bit density, studies of bit density distribution of coefficients and a mathematical approach. I will then conclude today’s talk with a note on future works.