0a37dea8cd7bc8d533ee971cb6fc5ec59537f4b7,pliers/extractors/text.py,PartOfSpeechExtractor,_extract,#PartOfSpeechExtractor#Any#,182
 Before Change 
        data = {}
        onsets = []
        durations = [] 
        for i, w in enumerate(stim):
            p = pos[i][1]
            if p not in data:
                data[p] = [0] * len(words)
            data[p][i] += 1
            onsets.append(w.onset)
            durations.append(w.duration) 
        return ExtractorResult(np.array(list(data.values())).transpose(),
                               stim, self, features=list(data.keys()),
                               onsets=onsets, durations=durations)After Change 
                "returned by nltk"s part-of-speech tagger.")
        results = []
        tagset = nltk.data.load("help/tagsets/upenn_tagset.pickle").keys() 
        for i, s in enumerate(stims):
            pos_vector = [0] * len(tagset)
            pos_vector[tagset.index(pos[i][1])] = 1
            results.append(ExtractorResult([pos_vector], s, self,In pattern: SUPERPATTERN
Frequency: 3
Non-data size: 5
Instances  Project Name: tyarkoni/pliers
 Commit Name: 0a37dea8cd7bc8d533ee971cb6fc5ec59537f4b7
 Time: 2017-10-22
 Author: quinten.mcnamara@gmail.com
 File Name: pliers/extractors/text.py
 Class Name: PartOfSpeechExtractor
 Method Name: _extract
 Project Name: OpenNMT/OpenNMT-py
 Commit Name: 857e36921ab5ca51c919839ec0b6e87585160d0c
 Time: 2019-02-14
 Author: dylan.flaute@gmail.com
 File Name: onmt/decoders/ensemble.py
 Class Name: 
 Method Name: load_test_model
 Project Name: dPys/PyNets
 Commit Name: d64b3e882f106f19ea02a5a6066e60a9c0616c5b
 Time: 2019-08-24
 Author: dpisner@utexas.edu
 File Name: pynets/core/utils.py
 Class Name: 
 Method Name: make_gtab_and_bmask