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doc/source/advanced.rst
@@ -46,7 +46,7 @@ data with an arbitrary number of dimensions in lower dimensional data
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structures like Series (1d) and DataFrame (2d).
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In this section, we will show what exactly we mean by "hierarchical" indexing
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-and how it integrates with the all of the pandas indexing functionality
+and how it integrates with all of the pandas indexing functionality
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described above and in prior sections. Later, when discussing :ref:`group by
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<groupby>` and :ref:`pivoting and reshaping data <reshaping>`, we'll show
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non-trivial applications to illustrate how it aids in structuring data for
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