"To start, we will import the necessary modules. A note: this tutorial uses the [HoloViews package](http://holoviews.org) for visualization. This package is a great tool for dealing with multidimentional annotated data (e.g. an xarray dataset). If you get an error on import, consider updating dask (this is what the author needed to do in April 2018). You will also need to have the [Bokeh](https://bokeh.pydata.org/en/latest/) and [Matplotlib](https://matplotlib.org) packages installed.\n",
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