def fit(self, X, y):
"""A reference implementation of a fitting function
Parameters
----------
X : array-like or sparse matrix of shape = [n_samples, n_features]
The training input samples.
y : array-like, shape = [n_samples] or [n_samples, n_outputs]
The target values (class labels in classification, real numbers in
regression).
Returns
-------
self : object
Returns self.
"""
X, y = check_X_y(X, y)
# Return the estimator
return self
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