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fix sentence
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chrisdburr committed Feb 16, 2023
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Expand Up @@ -46,7 +46,7 @@ Before we do this, however, let's consider a question that raises other question
## What are we trying to explain? Where do we need greater transparency?

Consider the following scenario.[^ambiata]
A team of data analysts are asked to explain a model they use for a travel booking company has drastically changed its predictions about customer booking behaviour.
A team of data analysts who work for a travel booking website are asked to explain a model has drastically changed its predictions about customer purchasing behaviour.
Perhaps the model is recommending significantly more trips to beach resorts now instead of ski trips.
Here, if the features used by the model were investigated it would be easy enough to identify that `season` is a feature with high importance.
It is well known that customers alter their purchasing behaviour between seasons (e.g. Winter, Summer).[^example]
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