April 2015
Beginner to intermediate
504 pages
8h 36m
English
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Hierarchical indexing
Hierarchical indexing is a feature of pandas that allows specifying two or more index levels on an axis. The specification of multiple levels in an index allows for efficient selection of subsets of data. A pandas index that has multiple levels of hierarchy is referred to as a MultiIndex.
We can demonstrate creating a MultiIndex using the sp500 data. Suppose we want to organize this data by both the Sector and Symbol. We can accomplish this with the following code:
In [107]: # first, push symbol into a column reindexed = sp500.reset_index() # and now index sp500 by sector and symbol multi_fi = reindexed.set_index(['Sector', 'Symbol']) multi_fi Out[107]: Price BookValue Sector Symbol Industrials MMM 141.14 26.668
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