We should gracefully handle this case, forcing the same column order when writing the files.
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[x] I have described the situation in which the bug arose, including what code was executed, information about my environment, and any applicable data others will need to reproduce the problem.
[x] I have included available evidence of the unexpected behavior (including error messages, screenshots, and/or plots) as well as a descriprion of what I expected instead.
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Bug report
From slack thread report by Julia Gschwend:
We should gracefully handle this case, forcing the same column order when writing the files.
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