MAINT: update munging - Githubissues

holoviz-topics / EarthML

Tools for working with machine learning in earth science

https://earthml.holoviz.org

BSD 3-Clause "New" or "Revised" License

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Open stsievert opened 6 years ago

stsievert commented 6 years ago

This updates the data munging from the notes in the notebook.

Notes:

I've tried to encode the sun's position by adding columns for latitude, longitude and day of year. I should probably reformat day of year to be the number of days since the summer equinox.

stsievert commented 6 years ago

I have updated this notebook.

I have implemented a (very) simple linear model for one site (and do not include lat/lon as features).
I have responded to the reviews (removed the assert and moved the .mat file)

I have also verified that the weights of the linear model vary based on location:

features_trim

(this is data is trimmed a bit to remove certain sites and a couple features)

[ ] TODO: I still need to perform bi-weekly averaging of RSIF data sampled at sites.