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parameters_filtering.py
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parameters_filtering.py
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import string
import emoji # Use version emoji==1.6.1, otherwise it won't have UNICODE_EMOJI
main_special_characters = string.punctuation + string.digits + string.whitespace
other_special_characters = (
" ’“”–ー一▬…✦�£•€«»°·═"
"×士＾˘⇓↓↑←→（）§″′´¿−±∈¢ø‚„½¼¾¹²³―⁃，ˌ¸‹›ʺˈʻ¦‐⠀‰
‑≤≥‖"
"◆●■►▼▲▴∆▻¡★☆✱ːº。¯˜¥ɪ≈†上ン：∼⁄・♡✓⊕․．⋅÷１‟；،、¨ाাी्े◦˚"
"゜ʼ≖ʼ¤ッツシ℃√！【】‿∞➤～πه۩☛₨➩☻๑٪♥ıॽ《‘©﴿٬？▷Г♫∟™ª₪®「—❖"
"」﴾》"
)
emoji = list(emoji.UNICODE_EMOJI["en"].keys())
special_characters_default = set(main_special_characters + other_special_characters)
special_characters_default.update(emoji)
parameters_filtering_default = {
"cond_uniform_whitespace": True,
"cond_replace_unicode_punctuation": False,
"cond_remove_words_with_incorrect_substrings": False,
"incorrect_word_substrings": ["http", "www", ".com", "href", "//"],
"cond_remove_long_words": False,
"length_word_max_cutoff": 50,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 10,
"number_words_max_cutoff": 100000,
"cond_check_character_repetition_removal": True,
"character_repetition_length": 10,
"character_repetition_max_cutoff": 0.2,
"cond_check_word_repetition_removal": True,
"word_repetition_length": 5,
"word_repetition_max_cutoff": 0.3,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.4,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": True,
"stopwords_min_cutoff": 0.1,
"cond_check_flagged_words": True,
"flagged_words_max_cutoff": 0.1,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.70,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 10000,
}
parameters_filtering_ar = {
"cond_uniform_whitespace": True,
"cond_replace_unicode_punctuation": False,
"cond_remove_words_with_incorrect_substrings": True,
"incorrect_word_substrings": ["http", "www", ".com", "href", "//"],
"cond_remove_long_words": True,
"length_word_max_cutoff": 25,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 20,
"number_words_max_cutoff": 100000,
"cond_check_character_repetition_removal": True,
"character_repetition_length": 10,
"character_repetition_max_cutoff": 0.20,
"cond_check_word_repetition_removal": True,
"word_repetition_length": 5,
"word_repetition_max_cutoff": 0.34,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.30,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": True,
"stopwords_min_cutoff": 0.07,
"cond_check_flagged_words": True,
"flagged_words_max_cutoff": 0.03,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.81,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 2300,
}
parameters_filtering_bn = {
"cond_uniform_whitespace": True,
"cond_replace_unicode_punctuation": False,
"cond_remove_words_with_incorrect_substrings": True,
"incorrect_word_substrings": ["http", "www", ".com", "href", "//"],
"cond_remove_long_words": True,
"length_word_max_cutoff": 20,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 33,
"number_words_max_cutoff": 100000,
"cond_check_character_repetition_removal": True,
"character_repetition_length": 10,
"character_repetition_max_cutoff": 0.13,
"cond_check_word_repetition_removal": True,
"word_repetition_length": 5,
"word_repetition_max_cutoff": 0.21,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.45,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": True,
"stopwords_min_cutoff": 0.002,
"cond_check_flagged_words": True,
"flagged_words_max_cutoff": 0.001,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.95,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 2000,
}
parameters_filtering_ca = {
"cond_uniform_whitespace": True,
"cond_replace_unicode_punctuation": False,
"cond_remove_words_with_incorrect_substrings": True,
"incorrect_word_substrings": ["http", "www", ".com", "href", "//"],
"cond_remove_long_words": True,
"length_word_max_cutoff": 20,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 15,
"number_words_max_cutoff": 100000,
"cond_check_character_repetition_removal": True,
"character_repetition_length": 10,
"character_repetition_max_cutoff": 0.2,
"cond_check_word_repetition_removal": True,
"word_repetition_length": 5,
"word_repetition_max_cutoff": 0.4,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.25,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": True,
"stopwords_min_cutoff": 0.25,
"cond_check_flagged_words": True,
"flagged_words_max_cutoff": 0.1,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.8,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 2500,
}
parameters_filtering_en = {
"cond_uniform_whitespace": True,
"cond_replace_unicode_punctuation": False,
"cond_remove_words_with_incorrect_substrings": True,
"incorrect_word_substrings": ["http", "www", ".com", "href", "//"],
"cond_remove_long_words": True,
"length_word_max_cutoff": 25,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 20,
"number_words_max_cutoff": 100000,
"cond_check_character_repetition_removal": True,
"character_repetition_length": 10,
"character_repetition_max_cutoff": 0.106,
"cond_check_word_repetition_removal": True,
"word_repetition_length": 5,
"word_repetition_max_cutoff": 0.19,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.4,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": True,
"stopwords_min_cutoff": 0.3,
"cond_check_flagged_words": True,
"flagged_words_max_cutoff": 0.01,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.80,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 1500,
}
parameters_filtering_es = {
"cond_uniform_whitespace": True,
"cond_replace_unicode_punctuation": False,
"cond_remove_words_with_incorrect_substrings": True,
"incorrect_word_substrings": ["http", "www", ".com", "href", "//"],
"cond_remove_long_words": True,
"length_word_max_cutoff": 25,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 16,
"number_words_max_cutoff": 100000,
"cond_check_character_repetition_removal": True,
"character_repetition_length": 10,
"character_repetition_max_cutoff": 0.14,
"cond_check_word_repetition_removal": True,
"word_repetition_length": 5,
"word_repetition_max_cutoff": 0.25,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.34,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": True,
"stopwords_min_cutoff": 0.4,
"cond_check_flagged_words": True,
"flagged_words_max_cutoff": 0.01,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.8,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 1300,
}
parameters_filtering_eu = {
"cond_uniform_whitespace": True,
"cond_replace_unicode_punctuation": False,
"cond_remove_words_with_incorrect_substrings": True,
"incorrect_word_substrings": ["http", "www", ".com", "href", "//"],
"cond_remove_long_words": True,
"length_word_max_cutoff": 28,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 8,
"number_words_max_cutoff": 100000,
"cond_check_character_repetition_removal": True,
"character_repetition_length": 10,
"character_repetition_max_cutoff": 0.20,
"cond_check_word_repetition_removal": True,
"word_repetition_length": 5,
"word_repetition_max_cutoff": 0.40,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.31,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": True,
"stopwords_min_cutoff": 0.05,
"cond_check_flagged_words": True,
"flagged_words_max_cutoff": 0.1,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.70,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 3000,
}
parameters_filtering_fr = {
"cond_uniform_whitespace": True,
"cond_replace_unicode_punctuation": False,
"cond_remove_words_with_incorrect_substrings": True,
"incorrect_word_substrings": ["http", "www", ".com", "href", "//"],
"cond_remove_long_words": True,
"length_word_max_cutoff": 45,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 13,
"number_words_max_cutoff": 100000,
"cond_check_character_repetition_removal": True,
"character_repetition_length": 10,
"character_repetition_max_cutoff": 0.14,
"cond_check_word_repetition_removal": True,
"word_repetition_length": 5,
"word_repetition_max_cutoff": 0.13,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.34,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": True,
"stopwords_min_cutoff": 0.27,
"cond_check_flagged_words": True,
"flagged_words_max_cutoff": 0.008,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.8,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 1770,
}
parameters_filtering_hi = {
"cond_uniform_whitespace": True,
"cond_replace_unicode_punctuation": False,
"cond_remove_words_with_incorrect_substrings": True,
"incorrect_word_substrings": ["http", "www", ".com", "href", "//"],
"cond_remove_long_words": True,
"length_word_max_cutoff": 25,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 38,
"number_words_max_cutoff": 100000,
"cond_check_character_repetition_removal": True,
"character_repetition_length": 10,
"character_repetition_max_cutoff": 0.18,
"cond_check_word_repetition_removal": True,
"word_repetition_length": 5,
"word_repetition_max_cutoff": 0.47,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.45,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": True,
"stopwords_min_cutoff": 0.01,
"cond_check_flagged_words": True,
"flagged_words_max_cutoff": 0.005,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.90,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 1517,
}
parameters_filtering_pt = {
"cond_uniform_whitespace": True,
"cond_replace_unicode_punctuation": False,
"cond_remove_words_with_incorrect_substrings": True,
"incorrect_word_substrings": ["http", "www", ".com", "href", "//"],
"cond_remove_long_words": True,
"length_word_max_cutoff": 19,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 19,
"number_words_max_cutoff": 100000,
"cond_check_character_repetition_removal": True,
"character_repetition_length": 10,
"character_repetition_max_cutoff": 0.25,
"cond_check_word_repetition_removal": True,
"word_repetition_length": 5,
"word_repetition_max_cutoff": 0.98,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.35,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": True,
"stopwords_min_cutoff": 0.2,
"cond_check_flagged_words": True,
"flagged_words_max_cutoff": 0.007,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.6,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 3038,
}
parameters_filtering_ur = {
"cond_uniform_whitespace": True,
"cond_replace_unicode_punctuation": False,
"cond_remove_words_with_incorrect_substrings": True,
"incorrect_word_substrings": ["http", "www", ".com", "href", "//"],
"cond_remove_long_words": True,
"length_word_max_cutoff": 20,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 25,
"number_words_max_cutoff": 100000,
"cond_check_character_repetition_removal": True,
"character_repetition_length": 10,
"character_repetition_max_cutoff": 0.19,
"cond_check_word_repetition_removal": True,
"word_repetition_length": 7,
"word_repetition_max_cutoff": 0.5,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.25,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": True,
"stopwords_min_cutoff": 0.01,
"cond_check_flagged_words": True,
"flagged_words_max_cutoff": 0.025,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.90,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 1495,
}
parameters_filtering_zh = {
"cond_uniform_whitespace": True,
"cond_replace_unicode_punctuation": False,
"cond_remove_words_with_incorrect_substrings": False,
"incorrect_word_substrings": ["http", "www", ".com", "href", "//"],
"cond_remove_long_words": False,
"length_word_max_cutoff": 1000,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 30,
"number_words_max_cutoff": 1000000,
"cond_check_character_repetition_removal": True,
"character_repetition_length": 3,
"character_repetition_max_cutoff": 0.2,
"cond_check_word_repetition_removal": True,
"word_repetition_length": 5,
"word_repetition_max_cutoff": 0.96,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.3,
"cond_words_augmentation": True,
"words_augmentation_group_sizes": [2],
"words_augmentation_join_char": "",
"cond_check_stopwords": True,
"stopwords_min_cutoff": 0.1691,
"cond_check_flagged_words": True,
"flagged_words_max_cutoff": 0.001,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.85,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 2095,
}
parameters_filtering_id = {
"cond_uniform_whitespace": True,
"cond_replace_unicode_punctuation": True,
"cond_remove_words_with_incorrect_substrings": True,
"incorrect_word_substrings": ["http", "www", ".com", "href", "//"],
"cond_remove_long_words": True,
"length_word_max_cutoff": 30,
"cond_check_number_words": True,
"tokenization": True,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 10,
"number_words_max_cutoff": 100000,
"cond_check_character_repetition_removal": True,
"character_repetition_length": 10,
"character_repetition_max_cutoff": 0.5,
"cond_check_word_repetition_removal": True,
"word_repetition_length": 5,
"word_repetition_max_cutoff": 0.5,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.5,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": False,
"stopwords_min_cutoff": 0.1,
"stopwords_max_cutoff": 0.7,
"cond_check_flagged_words": True,
"flagged_words_max_cutoff": 0.1,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.7,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 3500,
}
parameters_filtering_vi = {
"cond_uniform_whitespace": True,
"cond_replace_unicode_punctuation": True,
"cond_remove_words_with_incorrect_substrings": True,
"incorrect_word_substrings": ["http", "www", ".com", "href", "//"],
"cond_remove_long_words": True,
"length_word_max_cutoff": 25,
"cond_check_number_words": True,
"tokenization": True,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 10,
"number_words_max_cutoff": 100000,
"cond_check_character_repetition_removal": True,
"character_repetition_length": 10,
"character_repetition_max_cutoff": 0.5,
"cond_check_word_repetition_removal": True,
"word_repetition_length": 5,
"word_repetition_max_cutoff": 0.5,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.5,
"cond_words_augmentation": True,
"words_augmentation_group_sizes": [2],
"words_augmentation_join_char": " ",
"cond_check_stopwords": False,
"stopwords_min_cutoff": 0.1,
"stopwords_max_cutoff": 0.7,
"cond_check_flagged_words": True,
"flagged_words_max_cutoff": 0.1,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.7,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 3500,
}
parameters_filtering_th = {
"cond_uniform_whitespace": True,
"cond_replace_unicode_punctuation": True,
"cond_remove_words_with_incorrect_substrings": True,
"incorrect_word_substrings": ["http", "www", ".com", "href", "//"],
"cond_remove_long_words": True,
"length_word_max_cutoff": 30,
"cond_check_number_words": True,
"tokenization": True,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 30,
"number_words_max_cutoff": 100000,
"cond_check_character_repetition_removal": True,
"character_repetition_length": 10,
"character_repetition_max_cutoff": 0.2,
"cond_check_word_repetition_removal": True,
"word_repetition_length": 5,
"word_repetition_max_cutoff": 0.2,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.4,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": False,
"stopwords_min_cutoff": 0.1,
"cond_check_flagged_words": True,
"flagged_words_max_cutoff": 0.01,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.7,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 3500,
}
parameters_filtering_lo = {
"cond_uniform_whitespace": True,
"cond_replace_unicode_punctuation": False,
"cond_remove_words_with_incorrect_substrings": True,
"incorrect_word_substrings": ["http", "www", ".com", "href", "//"],
"cond_remove_long_words": True,
"length_word_max_cutoff": 30,
"cond_check_number_words": True,
"tokenization": True,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 10,
"number_words_max_cutoff": 100000,
"cond_check_character_repetition_removal": True,
"character_repetition_length": 10,
"character_repetition_max_cutoff": 0.1,
"cond_check_word_repetition_removal": True,
"word_repetition_length": 5,
"word_repetition_max_cutoff": 0.5,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.4,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": True,
"stopwords_min_cutoff": 0.15,
"cond_check_flagged_words": True,
"flagged_words_max_cutoff": 0.1,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.70,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 3000,
}
parameters_filtering_ms = {
"cond_uniform_whitespace": True,
"cond_replace_unicode_punctuation": True,
"cond_remove_words_with_incorrect_substrings": True,
"incorrect_word_substrings": ["http", "www", ".com", "href", "//"],
"cond_remove_long_words": True,
"length_word_max_cutoff": 30,
"cond_check_number_words": True,
"tokenization": True,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 15,
"number_words_max_cutoff": 100000,
"cond_check_character_repetition_removal": True,
"character_repetition_length": 10,
"character_repetition_max_cutoff": 0.15,
"cond_check_word_repetition_removal": True,
"word_repetition_length": 5,
"word_repetition_max_cutoff": 0.20,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.34,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": False,
"stopwords_min_cutoff": 0.4,
"cond_check_flagged_words": True,
"flagged_words_max_cutoff": 0.01,
"cond_check_lang_id": False,
"lang_id_min_cutoff": 0.7,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 5000,
}
parameters_filtering = {
"default": parameters_filtering_default,
"ar": parameters_filtering_ar,
"bn": parameters_filtering_bn,
"ca": parameters_filtering_ca,
"en": parameters_filtering_en,
"es": parameters_filtering_es,
"eu": parameters_filtering_eu,
"fr": parameters_filtering_fr,
"hi": parameters_filtering_hi,
"id": parameters_filtering_id,
"pt": parameters_filtering_pt,
"ur": parameters_filtering_ur,
"vi": parameters_filtering_vi,
"zh": parameters_filtering_zh,
"th": parameters_filtering_th,
"lo": parameters_filtering_lo,
"ms": parameters_filtering_ms,
}