[Numpy-discussion] Indexing transposes the array?
David Warde-Farley
dwf@cs.toronto....
Mon Sep 21 15:24:58 CDT 2009
On 21-Sep-09, at 3:36 PM, Jonathan Taylor wrote:
> Why does indexing seem to transpose this array?
>
> In [14]: x = arange(8).reshape((2,2,2))
>
> In [15]: x[0,:,:]
> Out[15]:
> array([[0, 1],
> [2, 3]])
>
> In [16]: x[0,:,[0,1]]
> Out[16]:
> array([[0, 2],
> [1, 3]])
The last example in this section (and the explanation) proves
instructive:
http://docs.scipy.org/doc/numpy/user/basics.indexing.html#indexing-multi-dimensional-arrays
Also, notice:
In [121]: x[0,:,0]
Out[121]: array([0, 2])
In [122]: x[0,:,[0]]
Out[122]: array([[0, 2]]
The fancy indexing is basically going to look at x[0,:,0], x[0,:,1]
and merge them along a new axis. If you used the fancy index along the
second dimension, it would pull out the rows, like you want it to.
David
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