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"Improved L2A processing algorithms for scene classification and surface reflectance" have been applied to the historical archive of Sentinel-2 data (Source). This has a couple impacts on our pipeline:
- the cloud threshold depends on the SCL band. changing the number of cloud pixels detected can affect whether that image is a candidate or not
- water pixel identification depends on the SCL band. changing the number of water pixels directly affects the
pct_water
feature and indirectly affects all the band statistics calculated on the subset of water pixels
While slight changes in pixels included shouldn't have a dramatic affect on accuracy, it would be best to retrain the model with the updated features to ensure consistency between data processing in model training and data processing in prediction.
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