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abigailsnyder avatar abigailsnyder commented on August 25, 2024

per @claudiatebaldi would expect jointly estimated and jointly sampled.

@abigailsnyder will

  • update the code in data_raw to jointly estimate - 24 parameters to get a joint multivariable beta distribution of T and P fractions. And add more documentation to those functions.
  • refit the models.
  • open a PR

Then go back into the monthly_downscaling code and update sampling to be joint, as well as adding options outlined in #16

from an2month.

abigailsnyder avatar abigailsnyder commented on August 25, 2024

In terms of updating the sampling to be joint, it looks like the separate sampling for each variable is happening in the cassandra components code:
https://github.com/JGCRI/cassandra/blob/master/cassandra/components.py Lines 964-977

Which explains why it's harder to tell from the R monthly_downscaling sampling code that the variables are being treated separately than in the data_raw/... training code.

So the R code will have to be updated for the sampling but then the cassandra code will also have to be updated, FYI @crvernon

from an2month.

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