81 lines
2.0 KiB
Python
Executable File
81 lines
2.0 KiB
Python
Executable File
#!/usr/bin/env python3
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# -*- coding: utf-8 -*-
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"""
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Parse MTurk output file.
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"""
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import sys
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import collections
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import csv
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import glob
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import numpy as np
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def map_formality(text: str):
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values = {"Very Formal": 3,
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"Formal": 2,
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"Somewhat Formal": 1,
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"Neutral": 0,
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"Somewhat Informal": -1,
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"Informal": -2,
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"Very Informal": -3}
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if text in values:
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return values[text]
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else:
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return None
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def mapping(text: str):
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if text == 'Perfect':
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return 5
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elif text == 'Comprehensible':
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return 4
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elif text == 'Somewhat Comprehensible':
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return 3
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elif text == 'Incomprehensible':
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return 2
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elif text == 'Other':
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return 1
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def encode_quatation_marks(text):
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return text.replace('\'', ''').replace('"', '"')
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def read_files_from_dir(dir_name):
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data = collections.defaultdict(list)
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for fname in glob.glob(f"./{dir_name}/formality.test.*"):
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with open(fname) as ff:
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for line in ff:
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line = line.strip()
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data[fname].append(encode_quatation_marks(line))
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return data
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def main():
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""" main """
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result_file = sys.argv[1]
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dir_name = sys.argv[2]
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sent_scores = collections.defaultdict(list)
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with open(result_file) as results:
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mturk_data = csv.DictReader(results)
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for row in mturk_data:
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for i in range(1, 6):
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# sent_scores[row[f'Input.sentence_{i}']].append(mapping(row[f'Answer.Q{i}Answer']))
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sent_scores[row[f'Input.sentence_{i}']].append(map_formality(row[f'Answer.sentence_{i}_choice']))
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for sent in sent_scores:
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sent_scores[sent] = np.mean([i for i in sent_scores[sent] if i])
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for filename, sents in read_files_from_dir(dir_name).items():
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# print([sent_scores[sent] for sent in sents])
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# print([sent_scores[sent] for sent in sents])
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print(filename, np.nanmean([sent_scores[sent] for sent in sents]))
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if __name__ == "__main__":
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main()
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