ValueError:索引必须是单调递增或递减 [英] ValueError: index must be monotonic increasing or decreasing

问题描述

ser3 = Series(['USA','Mexico','Canada'],index = ['0','5','10'])

此处ranger = range(15)

在iPython中使用正向填充时出现错误

I get an error while using Forward fill in iPython

ser3.reindex(ranger,method = 'ffill')

/Users/varun/anaconda/lib/python2.7/site-packages/pandas/core/index.pyc in _searchsorted_monotonic(self, label, side)
   2395             return len(self) - pos
   2396 
-> 2397         raise ValueError('index must be monotonic increasing or decreasing')
   2398 
   2399     def get_slice_bound(self, label, side, kind):

ValueError: index must be monotonic increasing or decreasing

推荐答案

正如David所说，这是由于index是字符串.但是，为什么会出现索引不是单调错误"的问题，答案是-为了使重新编制索引的方法起作用，您的索引必须按排序/单调/递增的顺序进行.而且当您的索引是字符串时，它没有进行排序，因此应该进行正确的排序:

As David said it was due to index being a string. But why were you getting the "Index not monotonic Error" and the answer to that is - For reindexing methods to work, your index must be in sorted/monotonic/increasing order. And when your index was a string, it wasn't sorted, correct sorting should have been:

ser3 =系列(['USA'，'Mexico'，'Canada']，index = ['0'，'10'，'5']) 游侠= range(15)

ser3 = Series(['USA','Mexico','Canada'],index = ['0','10','5']) ranger = range(15)

In [100]: ser3.reindex(ranger,method = 'ffill')
Out[100]: 
0     NaN
1     NaN
2     NaN
3     NaN
4     NaN
5     NaN
6     NaN
7     NaN
8     NaN
9     NaN
10    NaN
11    NaN
12    NaN
13    NaN
14    NaN
dtype: object

希望这会有所帮助，并使重新索引更加清晰！！

Hope this helps and makes reindex clearer !!

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