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sklearn/datasets/descr/california_housing.rst
@@ -32,9 +32,9 @@ block group. A block group is the smallest geographical unit for which the U.S.
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Census Bureau publishes sample data (a block group typically has a population
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of 600 to 3,000 people).
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-An household is a group of people residing within a home. Since the average
+A household is a group of people residing within a home. Since the average
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number of rooms and bedrooms in this dataset are provided per household, these
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-columns may take surpinsingly large values for block groups with few households
+columns may take surprisingly large values for block groups with few households
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and many empty houses, such as vacation resorts.
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It can be downloaded/loaded using the
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