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[MNT] Replace Assert Statements with Proper Exceptions #1581

@SimonBlanke

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@SimonBlanke

In the 'runs'-module there are assert statements used for validation. I would rather see exceptions (ValueError, TypeError, etc.) there to have more explicit validation and error messages.

The relevant code can be found here:

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