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Merge pull request #629 from kylepjohnson/master
Fix attribute error in nn_text_class.py, add module docstring
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@ -1,3 +1,11 @@
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"""This script expects something like a binary sentiment data set, such as
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that available here: `http://www.cs.cornell.edu/people/pabo/movie-review-data/`
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It expects a directory structure like: `data_dir/train/{pos|neg}`
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and `data_dir/test/{pos|neg}`. Put (say) 90% of the files in the former
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and the remainder in the latter.
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"""
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from __future__ import unicode_literals
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from __future__ import unicode_literals
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from __future__ import print_function
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from __future__ import print_function
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from __future__ import division
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from __future__ import division
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@ -56,7 +64,7 @@ class Extractor(object):
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self.vector.fill(0)
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self.vector.fill(0)
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n = 0
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n = 0
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for orth_id, freq in bow.items():
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for orth_id, freq in bow.items():
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self.vector += self.nlp.vocab[self.nlp.vocab.strings[orth_id]].repvec * freq
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self.vector += self.nlp.vocab[self.nlp.vocab.strings[orth_id]].vector * freq
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# Apply the fine-tuning we've learned
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# Apply the fine-tuning we've learned
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if orth_id < E.shape[0]:
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if orth_id < E.shape[0]:
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self.vector += E[orth_id] * freq
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self.vector += E[orth_id] * freq
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