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Good question! You are seeing a large difference because with .radec(j2000) you are asking Skyfield for RA and dec relative to the Earth's true equator and equinox at the moment of J2000, which includes the crazy effects of nutation. Instead, to compare with ICRS, you want to ask about the Earth's mean equator and equinox as of that moment.

And you could, using the new mean_equator_and_equinox_of_date reference frame that I just added to Skyfield, except for two problems. First, I don't seem to have fully documented how to use it. And, second, I accidentally left out the 0.02-arcsecond rotation between J2000 and the ICRS. Drat. I'll go get that fixed.

In the meantime, to see the amount of…

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@mindaugl
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