Landsat Spectral Clustering

Right click to download this notebook from GitHub.

The image loaded here is a cropped portion of a LANDSAT image of Walker Lake.

In addition to dask-ml, we'll use rasterio to read the data and matplotlib to plot the figures. I'm just working on my laptop, so we could use either the threaded or distributed scheduler, but here I'll use the distributed scheduler for the diagnostics.

In [1]:
import rasterio
import numpy as np
import xarray as xr
import holoviews as hv
from holoviews import opts
from holoviews.operation.datashader import regrid
import as ccrs
import dask.array as da
from dask_ml.cluster import SpectralClustering
from dask.distributed import Client