Partial inputs - Pakistan flood tutorial - Githubissues

Clay-foundation / model

The Clay Foundation Model (in development)

https://clay-foundation.github.io/model/

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Partial inputs - Pakistan flood tutorial #154

Closed lillythomas closed 5 months ago

lillythomas commented 5 months ago

This is a tutorial following the style of #149 to show how to generate embeddings from partial inputs and find a signal for a major monsoon flood in Padidan, Pakistan (August 2022) with PCA and t-SNE.

Modifications (aside from AOI and time):

Use of SWIR band group
Use of the correct mean and std for the nir, not nir08 band
Addition of t-SNE computation
modification to the datamodule that enables the non-normalized dates to be added to the batch dictionary (for plotting with the embeddings when there are 2 or more components involved...aka, date can't be one of the axes)