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Finalise target #6

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aaronspring opened this issue Sep 9, 2022 · 1 comment
Open

Finalise target #6

aaronspring opened this issue Sep 9, 2022 · 1 comment

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@aaronspring
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I think we already agreed on many specifics of the target, but some are still unclear.

  • valid_time: OND
  • test years: 2005,2007,2018,2004,2006
  • area: Addis, Nairobi Square (exact lon lat box required)
  • variable: CHIRPS binary drought/no drought with 33% edge based on all years (which exactly) climatology
  • reference: climatology, persistence, linear model (should all be beaten)
  • metrics(s):
    • AUC-ROC
    • Brier Score
    • only one or how to combine more than one?

Next step:

  • upload target netcdf: to zenodo and put link to gist/notebook in metadata

@semvijverberg or should this be discussed somewhere else

@aaronspring
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How many years is the 33% threshold calculated?
Only 20 seems a bit low. We could enhance to earlier years and do a rolling mean to smooth the dayofyear curve.

marpyr/Lorentz_workshop#16 (comment)

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