[Numpy-discussion] intersect1d and setmember1d
Zachary Pincus
zachary.pincus@yale....
Thu Feb 26 12:07:21 CST 2009
Hi,
> intersect1d and setmember1d doesn't give expected results in case
> there are duplicate values in either array becuase it works by
> sorting data and substracting previous value. Is there an
> alternative in numpy to get indices of intersected values.
From the docstring for setmember1d (and other set operations), you
are only supposed to pass it arrays with unique values (i.e. arrays
that represent sets in the mathematical sense):
>>> print numpy.setmember1d.__doc__
Return a boolean array set True where first element is in second
array.
Boolean array is the shape of `ar1` containing True where the
elements
of `ar1` are in `ar2` and False otherwise.
Use unique1d() to generate arrays with only unique elements to
use as
inputs to this function.
[...]
As stated, use unique1d to generate set-arrays from your input.
On the other hand, intersect1d is supposed to work with repeated
elements:
>>> print numpy.intersect1d.__doc__
Intersection returning repeated or unique elements common to both
arrays.
Parameters
----------
ar1,ar2 : array_like
Input arrays.
Returns
-------
out : ndarray, shape(N,)
Sorted 1D array of common elements with repeating elements.
See Also
--------
intersect1d_nu : Returns only unique common elements.
[...]
Do you have an example of intersect1d not working right? If so, what
version of numpy are you using (print numpy.version.version)?
Zach
On Feb 26, 2009, at 12:48 PM, mudit sharma wrote:
>
> intersect1d and setmember1d doesn't give expected results in case
> there are duplicate values in either array becuase it works by
> sorting data and substracting previous value. Is there an
> alternative in numpy to get indices of intersected values.
>
> In [31]: p nonzero(setmember1d(v1.Id, v2.Id))[0]
> [ 0 1 2 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
> 23 24 25 <-------------- index 2 shouldn't be
> here look at the data below.
> 26 27 28 29]
>
> In [32]: p v1.Id[:10]
> [ 232. 232. 233. 233. 234. 234. 235. 235. 237. 237.]
>
> In [33]: p v2.Id[:10]
> [ 232. 232. 234. 234. 235. 235. 236. 236. 237. 237.]
>
> In [34]: p setmember1d(v1.Id, v2.Id)
> [ True True True False True True True True True True True
> True <-------------- index 2 shouldn't be True
> True True True True True True True True True True True
> True
> True True True True True True]
>
> In [35]: p setmember1d(v1.Id[:10], v2.Id[:10])
> [ True True True False True True True True True True]
>
>
>
>
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