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I think the idea that scientific code should be judged by the same standards as production code is a bit unfair. The point when the code works the first time is when an industry programmer starts to refactor it -- because he expects to use and work on it in the future. The point when the code works the first time is when a scientists abandons it -- because it has fulfilled its purpose. This is why the quality is lower: lots of scientific code is the first iteration that never got a second.

(Of course, not all scientific code is discardable, large quantities of reusable code is reused every day; we have many frameworks, and the code quality of those is completely different).



That's not the point, though. If you obtain your results by writing and executing code then code quality matters - to reproduce and validate them.




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