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Change six.iteritems to six.itervalues #51

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Change six.iteritems to six.itervalues #51

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11 changes: 4 additions & 7 deletions deepcrf/util.py
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Original file line number Diff line number Diff line change
@@ -1,13 +1,10 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-

import os
import sys
import re
import numpy as np

from itertools import chain

import numpy as np
import six

pattern_num = re.compile(r'[0-9]')
Expand Down Expand Up @@ -240,9 +237,9 @@ def conll_eval(gold_predict_pairs, flag=True, tag_class=None):
f_measure = (2 * recall * precision) / (sum_recall_precision)
evals[tag_name] = [precision * 100.0, recall * 100.0, f_measure * 100.0]

correct_cnt = sum([ev['correct_cnt'] for tag_name, ev in six.iteritems(cnt_phrases_dict)])
gold_cnt = sum([ev['gold_cnt'] for tag_name, ev in six.iteritems(cnt_phrases_dict)])
predict_cnt = sum([ev['predict_cnt'] for tag_name, ev in six.iteritems(cnt_phrases_dict)])
correct_cnt = sum([ev['correct_cnt'] for ev in six.itervalues(cnt_phrases_dict)])
gold_cnt = sum([ev['gold_cnt'] for ev in six.itervalues(cnt_phrases_dict)])
predict_cnt = sum([ev['predict_cnt'] for ev in six.itervalues(cnt_phrases_dict)])

recall = correct_cnt / float(gold_cnt) if gold_cnt else 0.0
precision = correct_cnt / float(predict_cnt) if predict_cnt else 0.0
Expand Down