How to make a simulation from a dataset?

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I have a relatively big dataset for which I want to make a simulation like what are the consequences of some scenario.

I can make a monte carlo simulation but there are lots of variables so it would be impossible for the user to specify a probability distribution function for each variable.

What other ways you suggest to define scenarios which would be possible (user can't specify input for each variable ) and to make the simulation.

I am thinking about a way for example to generate a new dataset from the previous one based on some scenario and which will be scientifically correct.

Notes :
- all of this is going to be inside an application.
- the dataset variables are dependent on time

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