numpy sort wierd behavior

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暖寄归人
暖寄归人 2021-01-23 08:56

I\'m looking at the answers to an earlier question I asked. numpy.unique with order preserved They work great, but with one example, I have problems.

b
[\'Aug-09         


        
1条回答
  •  后悔当初
    2021-01-23 09:39

    Update:

    I believe the problem is actually this. What version of Numpy are you running?

    http://projects.scipy.org/numpy/ticket/2063

    I reproduced your problem because the Ubuntu installation of Numpy I tested on was 1.6.1, and the bug was fixed at 1.6.2 and above.

    Upgrade Numpy, and try again, it worked for me on my Ubuntu machine.


    In these lines:

    bi, idxb = np.unique(b, return_index=True)
    months = bi[np.argsort(idxb)]
    

    There are two mistakes:

    1. You want to actually use the sorted indices on the original array, b[...]
    2. You want the sorted indices, not the indices that sort the indices, so use sort not argsort.

    This should work:

    bi, idxb = np.unique(b, return_index=True)
    months = b[np.sort(idxb)]
    

    Yes, it does, using your data set and running python 2.7, numpy 1.7 on Mac OS 10.6, 64 bit

    Python 2.7.3 (default, Oct 23 2012, 13:06:50) 
    
    IPython 0.13.1 -- An enhanced Interactive Python.
    
    In [1]: import numpy as np
    
    In [2]: np.__version__
    Out[2]: '1.7.0'
    
    In [3]: from platform import architecture
    
    In [4]: architecture()
    Out[4]: ('64bit', '')
    
    In [5]: f = open('test.txt','r')
    
    In [6]: lines = np.array([line.strip() for line in f.readlines()])
    
    In [7]: _, ilines = np.unique(lines, return_index = True)
    
    In [8]: months = lines[np.sort(ilines)]
    
    In [9]: months
    Out[9]: 
    array(['Aug-09', 'Sep-09', 'Oct-09', 'Nov-09', 'Dec-09', 'Jan-10',
           'Feb-10', 'Mar-10', 'Apr-10', 'May-10', 'Jun-10', 'Jul-10',
           'Aug-10', 'Sep-10', 'Oct-10', 'Nov-10', 'Dec-10', 'Jan-11',
           'Feb-11', 'Mar-11', 'Apr-11', 'May-11', 'Jun-11', 'Jul-11',
           'Aug-11', 'Sep-11', 'Oct-11', 'Nov-11', 'Dec-11', 'Jan-12',
           'Feb-12', 'Mar-12', 'Apr-12', 'May-12', 'Jun-12', 'Jul-12',
           'Aug-12', 'Sep-12', 'Oct-12', 'Nov-12', 'Dec-12', 'Jan-13'], 
          dtype='|S6')
    

    OK, I can finally reproduce your problem on Ubuntu 64 bit too:

    Python 2.7.3 (default, Aug  1 2012, 05:14:39) 
    
    IPython 0.12.1 -- An enhanced Interactive Python.
    
    In [1]: import numpy as np
    
    In [2]: np.__version__
    Out[2]: '1.6.1'
    
    In [3]: from platform import architecture
    
    In [4]: architecture()
    Out[4]: ('64bit', 'ELF')
    
    In [5]: f = open('test.txt','r')
    
    In [6]: lines = np.array([line.strip() for line in f.readlines()])
    
    In [7]: _, ilines = np.unique(lines, return_index=True)
    
    In [8]: months = lines[np.sort(ilines)]
    
    In [9]: months
    Out[9]: 
    array(['Feb-10', 'Aug-10', 'Nov-10', 'Oct-12', 'Oct-11', 'Jul-10',
           'Feb-12', 'Sep-11', 'Jan-10', 'Apr-10', 'May-10', 'Sep-09',
           'Mar-11', 'Jun-12', 'Jul-12', 'Dec-09', 'Aug-09', 'Nov-12',
           'Dec-12', 'Apr-12', 'Jun-11', 'Jan-11', 'Jul-11', 'Sep-10',
           'Jan-12', 'Dec-10', 'Oct-09', 'Nov-11', 'Oct-10', 'Mar-12',
           'Jan-13', 'Nov-09', 'May-11', 'Mar-10', 'Jun-10', 'Dec-11',
           'May-12', 'Feb-11', 'Aug-11', 'Sep-12', 'Apr-11', 'Aug-12'], 
          dtype='|S6')
    

    Works on Ubuntu after Numpy upgrade:

    Python 2.7.3 (default, Aug  1 2012, 05:14:39) 
    
    IPython 0.12.1 -- An enhanced Interactive Python.
    
    In [1]: import numpy as np
    
    In [2]: np.__version__
    Out[2]: '1.7.0'
    
    In [3]: f = open('test.txt','r')
    
    In [4]: lines = np.array([line.strip() for line in f.readlines()])
    
    In [5]: _, ilines = np.unique(lines, return_index=True)
    
    In [6]: months = lines[np.sort(ilines)]
    
    In [7]: months
    Out[7]: 
    array(['Aug-09', 'Sep-09', 'Oct-09', 'Nov-09', 'Dec-09', 'Jan-10',
           'Feb-10', 'Mar-10', 'Apr-10', 'May-10', 'Jun-10', 'Jul-10',
           'Aug-10', 'Sep-10', 'Oct-10', 'Nov-10', 'Dec-10', 'Jan-11',
           'Feb-11', 'Mar-11', 'Apr-11', 'May-11', 'Jun-11', 'Jul-11',
           'Aug-11', 'Sep-11', 'Oct-11', 'Nov-11', 'Dec-11', 'Jan-12',
           'Feb-12', 'Mar-12', 'Apr-12', 'May-12', 'Jun-12', 'Jul-12',
           'Aug-12', 'Sep-12', 'Oct-12', 'Nov-12', 'Dec-12', 'Jan-13'], 
          dtype='|S6')
    

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