[Numpy-discussion] how to store variable length string in array and get single char by it's position?
Bruce Southey
bsouthey@gmail....
Tue Sep 14 13:02:10 CDT 2010
On 09/14/2010 11:33 AM, Keith Goodman wrote:
> On Tue, Sep 14, 2010 at 9:25 AM, kee chen<keekychen.shared@gmail.com> wrote:
>> Dear All,
>>
>> Suppose I have a list group some kind like DNA sequence:
>>
>> 1 ATGCATGCAATTGGCC
>> 2 ATGCATGCAATTGGCCATCD
>> 3 CATGCAATTGGCCCCCCCCC
>> ......
>> 100000 CATGCAAATTGGCCCCCCCCC
>>
>> the string length of each item is not sure and may get change/update later,
>> then how can I store above in a numpy array (include the ID) and easy to get
>> the single value?
>>
>> for example
>> 1. ATGCATGCAATTGGCC
>> I want get the first T then I use something like array[1][1], means
>> A[T]G...... and if I want to update the 3rd postion I can use array[1][2]
>> = T to set the AT[G]C... to AT[T]C...?
> How about using a python list:
>
>>> array = ['ATGC', 'CATGA', 'A']
>>> array[0][1]
> 'T'
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Variable length is incompatible with numpy:
'NumPy arrays have a fixed size at creation, unlike Python lists (which
can grow dynamically).'
http://docs.scipy.org/doc/numpy/user/whatisnumpy.html
So you have to allocate the space for the largest sequence - although
you can try using Scipy's sparse matrix (where nucleotides/amino acids
are coded in numbers starting at 1 such that zeros code the empty areas.
If lists (or dictionaries) don't work for you, you might want to explore
bioinformatics packages like 'pygr' (http://code.google.com/p/pygr/) and
Biopython (http://biopython.org/wiki/Main_Page) or try more general
approaches such hdf5 and pytables.
Bruce
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