Python: Real-World Data Science

Indexing and selecting data

In this section, we will focus on how to get, set, or slice subsets of pandas data structure objects. As we learned in previous sections, Series or DataFrame objects have axis labeling information. This information can be used to identify items that we want to select or assign a new value to in the object:

>>> s4[['024', '002']]    # selecting data of Series object
024     NaN
002    Mary
dtype: object
>>> s4[['024', '002']] = 'unknown' # assigning data
>>> s4
024    unknown
065        NaN
002    unknown
001        Nam
dtype: object

If the data object is a DataFrame structure, we can also proceed in a similar way:

>>> df5[['b', 'c']]
   b  c
0  1  2
1  4  5
2  7  8

For label indexing on the rows of DataFrame, we use the ix function that enables us to select ...