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A dataset plugin for climetlab for the dataset maelstrom-nogwd/nogwd.

Project description

maelstrom-nogwd

A dataset plugin for climetlab for the dataset maelstrom-nogwd/nogwd.

Features

In this README is a description of how to get the maelstrom-nogwd.

Dataset description

Contains the input/output dataset for learning non-orographic gravity wave drag, as described in https://arxiv.org/abs/2101.08195 Data is group by forecast start date.

Using climetlab to access the data

Data can be accessed either by forecast start-date or dataset type. With neither argument provided, the first file is loaded, corresponding to 2015-01-01. Incorrect dates will be flagged. Dataset types are "training", "validation" & "testing" corresponding to the date groups outlined in https://arxiv.org/abs/2101.08195

The climetlab python package allows easy access to the data with a few lines of code such as:


!pip install climetlab climetlab_maelstrom_nogwd
import climetlab as cml
ds = cml.load_dataset("maelstrom-nogwd", date='2015-01-01')
ds.to_xarray()
#or
ds = cml.load_dataset("maelstrom-nogwd", dataset='training')
ds.to_xarray()

Project details


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