03 Alignment and Preprocessing¶
Once the data is made available as detailed in Data Ingestion, the next step is to ensure the data has been appropriately reshaped and aligned across data sources for consumption by the machine learning pipeline (or other analysis or simulation steps).
We'll be aggregating data across several years, using small versions of the Landsat images used in the Walker Lake example. See that topic for more work on calculating the difference between the water levels over time.
import intake import numpy as np import xarray as xr import holoviews as hv import cartopy.crs as ccrs import geoviews as gv import hvplot.xarray hv.extension('bokeh', width=80)