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reproducable results indepent of n_jobs #1233

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@selmanozleyen

Description of feature

This feature would mean we wouldn't create same results as old versions but it would fix:

Would be also the best way to switch to numba since we could expect same results when numbafied also (since each seed is determined by the source seed)

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