Data set generation

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For my research work, I need to generate data set by using some standard statistical distribution. I have seen Unknown distribution for data set generation. I do not have any idea about unknown distribution and how to generate data using this distribution. Could you please clarify what is unknown distribution? My problem belongs to NP class, to test my algorithm, I need to generate data set using different statistical distribution.