As per issue '#2175 [Docs] GP Regression With Uncertain Inputs'. #2200
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Improve the example so that the noise bands on the final graph make more sense.
Set the test noise level to 1e-3 to be smaller than the training data, so we get the output graph you would expect.
Wider bands on the left, then narrower bands on the right as the training noise decreases.
See [Docs] GP Regression With Uncertain Inputs #2175 for a discussion.