Yes Train 59 from Chicago to New Orleans
I believe the City of New Orleans train runs from Chicago to NOLA straight through every day. Call your Amtrak station to verify.
It'd be a long train ride! You'd have to change trains in San Antonio between the Texas Eagle to Sunset Limited routes.
I'm not really sure, but its possible.
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