I would like to run analysis on activity involving Parachain sovereign account ids on Statemint.

Is there a way I can programmatically retrieve a list of parachain sovereign ids on Statemint?

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Yes. There are some tools and examples already available that you can use to do this programmatically. I recommend the following post:

In your case you would want b"sibl" (side-to-side) and not b"para" (up/down).

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