jackvfb / south-pole-ozone-hole

Using ozonesonde vertical profiles to generate a cross section of the Antarctic ozone hole. :snowflake: :balloon: :chart_with_downwards_trend:
https://jackvfb.github.io/south-pole-ozone-hole
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Date adequate? #6

Open jackvfb opened 1 month ago

jackvfb commented 1 month ago

Would raw dates work in lieu of a combination of year and julian date?

As the project is currently structured, the raw data is read in with a date field with the format YYY_MM_DD.

When the training set is being prepared, this date is exchanged for two new fields, $year and $jdate which are both ...ints?

Those are then normalized as a step in the model recipe. But what if I skipped the above step, kept the $date field, and normalized that instead? Would recipes know how to handle that? And would that potentially have the advantage of increasing nearest neighbor estimates at boundaries -- helping the algorithm to connect, say December of one year with January of the next year?