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Improve classification accuracy and coverage by merging profiles #69

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Fix wrong word counts when merging profiles

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yanirs committed Dec 10, 2016
commit 437fa1214514427af1f05880d00db6e787adfcd3
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@@ -203,14 +203,16 @@ def merge_language_profiles(output_profile_dir='merged-average'):
if os.path.exists(profile_path):
profile_paths.append(profile_path)
# Copy the original profile without any processing if only one exists
if len(profile_paths) == 1:
shutil.copy(profile_paths[0], os.path.join(merged_dir, lang))
continue
for profile_path in profile_paths:
with open(profile_path, encoding='utf-8') as profile_file:
profile = json.load(profile_file)
# The n_words sums of some profiles are wrong so we fix them here
profile['n_words'] = [0, 0, 0]
for ngram, count in profile['freq'].items():
merged_profile['freq'][ngram] += Fraction(count, profile['n_words'][len(ngram) - 1] * 2)
profile['n_words'][len(ngram) - 1] += count
for ngram, count in profile['freq'].items():
merged_profile['freq'][ngram] += Fraction(count,
profile['n_words'][len(ngram) - 1] * len(profile_paths))
# The least common multiplier of the frequency denominators for each n-gram length is the new n_words
merged_n_words = merged_profile['n_words']
for ngram, freq in merged_profile['freq'].items():
@@ -220,8 +222,11 @@ def merge_language_profiles(output_profile_dir='merged-average'):
# Ensure we don't exceed the maximum long value in Java
for n_words in merged_n_words:
assert n_words < 2 ** 63
n_words_check = list(merged_n_words)
for ngram, freq in merged_profile['freq'].items():
merged_profile['freq'][ngram] = int(merged_n_words[len(ngram) - 1] * freq)
n_words_check[len(ngram) - 1] -= merged_profile['freq'][ngram]
assert not sum(n_words_check)
with open(os.path.join(merged_dir, lang), 'w', encoding='utf-8') as out_file:
json.dump(merged_profile, out_file, ensure_ascii=False, separators=',:')

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@@ -7,8 +7,8 @@ udhr,0,1,short-text,false,NaN,1.0,1.0,1.0,NaN,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.
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udhr,5,100,,false,NaN,0.9,0.39,1.0,NaN,0.63,0.29,0.43,1.0,0.36,0.26,0.42,0.6,0.61,0.41,1.0,1.0,1.0,0.6,0.54,0.46,0.46,0.9,NaN,1.0,0.44,0.65,0.65,1.0,NaN,NaN,0.45,0.26,1.0,0.55,0.4,0.51,0.5,NaN,NaN,NaN,NaN,0.69,0.32,NaN,1.0,1.0,1.0,0.77,0.51,0.6,0.68,0.75,0.98,0.49
udhr,5,100,,true,0.33,0.9,0.39,1.0,NaN,0.45,0.27,0.43,1.0,0.36,0.26,0.41,0.6,0.55,0.4,1.0,1.0,0.52,0.47,0.52,0.39,0.45,0.9,1.0,1.0,0.4,0.64,0.65,1.0,0.62,0.63,0.29,0.25,1.0,0.51,0.39,0.51,0.5,NaN,0.41,0.27,0.68,0.68,0.29,0.49,1.0,1.0,1.0,0.69,0.47,0.6,0.68,0.75,0.98,0.49
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udhr,5,100,merged-average,true,0.35,0.87,0.39,1.0,0.15,0.44,0.31,0.41,1.0,0.35,0.3,0.42,0.66,0.57,0.41,1.0,1.0,0.44,0.44,0.53,0.43,0.4,0.92,1.0,1.0,0.4,0.62,0.57,1.0,0.69,0.7,0.33,0.21,1.0,0.55,0.37,0.56,0.45,1.0,0.4,0.28,0.68,0.64,0.3,0.4,1.0,1.0,1.0,0.68,0.47,0.62,0.64,0.71,0.99,0.69
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udhr,10,100,,false,NaN,0.98,0.52,1.0,NaN,0.85,0.61,0.77,1.0,0.66,0.48,0.8,0.76,0.83,0.8,1.0,1.0,1.0,0.85,0.8,0.78,0.77,0.95,NaN,1.0,0.76,0.91,0.84,1.0,NaN,NaN,0.76,0.46,1.0,0.91,0.6,0.75,0.74,NaN,NaN,NaN,NaN,0.86,0.6,NaN,1.0,1.0,1.0,0.88,0.74,0.68,0.88,0.86,1.0,0.77
@@ -49,19 +49,19 @@ wordpress-translations,0,1,short-text,false,NaN,1.0,1.0,1.0,NaN,1.0,0.98,1.0,1.0
wordpress-translations,0,1,short-text,true,NaN,1.0,1.0,1.0,1.0,1.0,0.98,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,NaN,1.0,1.0,1.0,1.0,1.0,NaN,NaN,1.0,0.96,1.0,1.0,1.0,1.0,1.0,1.0,NaN,NaN,NaN,1.0,1.0,NaN,1.0,0.98,1.0,1.0,1.0,1.0,1.0,1.0,0.94,0.98
wordpress-translations,5,10,,false,NaN,0.816,0.396,0.974,NaN,0.474,0.296,0.33,0.972,0.308,0.272,0.326,0.706,0.52,0.366,0.952,0.966,0.984,0.44,0.572,0.32,0.312,0.914,NaN,0.922,0.414,0.536,0.602,0.964,NaN,NaN,0.314,0.274,0.99,0.546,0.312,0.46,0.494,NaN,NaN,NaN,NaN,0.52,0.26,NaN,0.972,0.978,0.954,0.556,0.49,0.44,0.744,0.822,0.808,0.442
wordpress-translations,5,10,,true,0.318,0.814,0.396,0.974,NaN,0.364,0.29,0.29,0.972,0.284,0.264,0.276,0.706,0.51,0.35,0.95,0.966,0.718,0.282,0.56,0.288,0.302,0.914,0.972,0.922,0.398,0.522,0.602,0.964,0.544,0.654,0.178,0.27,0.99,0.506,0.302,0.452,0.494,NaN,0.242,0.27,0.58,0.51,0.254,0.318,0.972,0.978,0.954,0.502,0.47,0.44,0.744,0.822,0.808,0.442
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wordpress-translations,20,10,,true,0.772,0.97,0.764,0.994,NaN,0.818,0.662,0.79,0.984,0.782,0.742,0.908,0.94,0.948,0.878,0.99,0.984,0.962,0.766,0.954,0.832,0.852,0.964,0.996,0.992,0.902,0.938,0.904,0.986,0.842,0.876,0.59,0.662,0.99,0.926,0.776,0.884,0.818,NaN,0.764,0.77,0.93,0.928,0.688,0.794,0.99,0.99,0.986,0.856,0.914,0.746,0.964,0.982,0.77,0.704
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