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DOC minor fixes in formatting, don't use deprecated n_components in Agglomerative
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doc/datasets/index.rst

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@@ -29,7 +29,7 @@ below in the :ref:`sample_images` section.
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The dataset generation functions and the svmlight loader share a simplistic
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interface, returning a tuple ``(X, y)`` consisting of a ``n_samples`` *
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``n_features`` numpy array ``X`` and an array of length ``n_samples``
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containing the targets ``y``.
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containing the targets ``y``.
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The toy datasets as well as the 'real world' datasets and the datasets
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fetched from mldata.org have more sophisticated structure.

examples/cluster/plot_feature_agglomeration_vs_univariate_selection.py

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@@ -68,7 +68,7 @@
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# Ward agglomeration followed by BayesianRidge
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connectivity = grid_to_graph(n_x=size, n_y=size)
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ward = FeatureAgglomeration(n_clusters=10, connectivity=connectivity,
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memory=mem, n_components=1)
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memory=mem)
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clf = Pipeline([('ward', ward), ('ridge', ridge)])
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# Select the optimal number of parcels with grid search
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clf = GridSearchCV(clf, {'ward__n_clusters': [10, 20, 30]}, n_jobs=1, cv=cv)

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