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You can use physical objects like dice or lava lamps that will naturally form random distribution when we check. But Newton and others would argue that even this was a determinant problem and if you had perfect knowledge of the dice and a good physics theory, you could predict the outcome.
We can only recognize randomness by the patterns it leaves behind.
The philosophical truth is that we don't know if "randomness" is an actual phenomena or just a bucket where we put outcomes we haven't learned to predict yet. A sort of randomness of the gap. Some have suggested that as a pattern-recognizing machine, the human mind simply can't conceive randomness. Even the way "randomness" is verified is by looking at the distribution in the outcome and see if it matches the pattern we expect.