Created
September 17, 2011 07:45
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get senna tagger output into python
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My PRP$ B-NP O - B-A0 O | |
brother NN E-NP O - E-A0 O | |
has VBZ S-VP O has S-V O | |
a DT B-NP O - B-A1 B-A0 | |
dog NN E-NP O - I-A1 E-A0 | |
that WDT S-NP O - I-A1 S-R-A0 | |
has VBZ S-VP O has I-A1 S-V | |
a DT B-NP O - I-A1 B-A1 | |
cat NN E-NP O - E-A1 E-A1 |
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My PRP$ B-NP O - B-A0 O (S1(S(NP* | |
brother NN E-NP O - E-A0 O *) | |
has VBZ S-VP O has S-V O (VP* | |
a DT B-NP O - B-A1 B-A0 (NP(NP* | |
dog NN E-NP O - I-A1 E-A0 *) | |
that WDT S-NP O - I-A1 S-R-A0 (SBAR(WHNP*) | |
has VBZ S-VP O has I-A1 S-V (S(VP* | |
a DT B-NP O - I-A1 B-A1 (NP* | |
cat NN E-NP O - E-A1 E-A1 *)))))))) |
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def tag(sentence, senna_path): | |
""" | |
tag sentences using the SENNA algorithm of ronan collobert | |
http://ronan.collobert.com/ | |
""" | |
p = sp.Popen(['blabla', '-path', senna_path], | |
executable=os.path.join(senna_path, 'senna'), | |
stdin=sp.PIPE, | |
stdout=sp.PIPE) | |
tagged = p.communicate(sentence)[0] | |
words = [] | |
for line in tagged.split('\n'): | |
if not line == '': | |
tmp = line.split() | |
words.append({'term': tmp[0], | |
'pos': tmp[1], | |
'chk': tmp[2]}) | |
if not tmp[3] == "O": | |
words[-1]['ner'] = tmp[3] | |
if len(tmp) > 5: | |
if not tmp[4] == "-": | |
words[-1]['base'] = tmp[4] | |
words[-1]['srl'] = tmp[5:] | |
return words |
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ah, by the way: the tag code is very stupid and slow. It always loads the whole thing to memory (and the senna is quite big) I did not manage to keep it in memory and just ask it for output whenever I want. Will do this when I have more time