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The most important thing to realize is that any given command can only come from one source. Many options above provide the 'python3' command, for example, but if you load more than one, your results may be unreliable. As a first cut, usually the last thing loaded "wins" in case of a conflict. The full story is more complicated, though, and if you load clashing packages, it's not difficult to end up in a situation with subtle failures. In any given shell (or SLURM script), it's best to load as few modules as possible.
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