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2 changes: 1 addition & 1 deletion docs/contribution.md
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Expand Up @@ -20,7 +20,7 @@ This means we're usually open to ideas to add here but there are a few things to

When writing a new feature there's some more
[details with regard to how scikit learn likes to have its parts implemented][scikit-develop].
We will display the a sample implementation of the `ColumnSelector` below. Please review all comments marked as Important.
We will display a sample implementation of the `ColumnSelector` below. Please review all comments marked as Important.

```py hl_lines="19-22 24-28 46-51 65-69 77-78 83-85" linenums="1"
from sklearn.base import BaseEstimator, TransformerMixin, MetaEstimatorMixin
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2 changes: 1 addition & 1 deletion docs/user-guide/linear-models.md
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Expand Up @@ -105,7 +105,7 @@ We've turned the array into a dataframe so that we can apply the [`ColumnSelecto

--8<-- "docs/_static/linear-models/grid.html"

You can see that the `ProbWeightRegression` indeeds sums to one.
You can see that the `ProbWeightRegression` indeed sums to one.

```py
--8<-- "docs/_scripts/linear-models.py:prob-weight-coefs"
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