text-data-filtering / parameters_filtering.py
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import string
import emoji
main_special_characters = string.punctuation + string.digits + string.whitespace
other_special_characters = (
"’ “— ™ – •‘œ    ˜ ‚ƒ„’“”–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": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"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,
"cond_check_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.70,
"cond_check_perplexity": False,
"perplexity_max_cutoff": 3000000,
}
parameters_filtering_af = {
"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": True,
"length_word_max_cutoff": 25,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.3,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": True,
"stopwords_min_cutoff": 0,
"cond_check_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.6,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 3000000,
}
parameters_filtering_ar = {
"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": True,
"length_word_max_cutoff": 25,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"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,
"cond_check_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.75,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 1000000,
}
parameters_filtering_arz = {
"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": True,
"length_word_max_cutoff": 25,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"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": True,
"stopwords_min_cutoff": 0,
"cond_check_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.75,
"cond_check_perplexity": False,
"perplexity_max_cutoff": 3000000,
}
parameters_filtering_as = {
"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": True,
"length_word_max_cutoff": 25,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"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,
"cond_check_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.75,
"cond_check_perplexity": False,
"perplexity_max_cutoff": 3000000,
}
parameters_filtering_bn = {
"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": True,
"length_word_max_cutoff": 30,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.275,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": True,
"stopwords_min_cutoff": 0.05,
"cond_check_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.75,
"cond_check_perplexity": False,
"perplexity_max_cutoff": 575000,
}
parameters_filtering_ca = {
"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": True,
"length_word_max_cutoff": 30,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"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,
"cond_check_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.75,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 1750000,
}
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,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"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_badwords": True,
"badwords_max_cutoff": 0.045,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.80,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 2500,
}
parameters_filtering_es = {
"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": True,
"length_word_max_cutoff": 30,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.3,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": True,
"stopwords_min_cutoff": 0.2,
"cond_check_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.75,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 2500000,
}
parameters_filtering_eu = {
"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": True,
"length_word_max_cutoff": 35,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.3,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": True,
"stopwords_min_cutoff": 0,
"cond_check_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.75,
"cond_check_perplexity": False,
"perplexity_max_cutoff": 3000000,
}
parameters_filtering_fr = {
"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": True,
"length_word_max_cutoff": 30,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"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": 0.15,
"cond_check_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.75,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 3000000,
}
parameters_filtering_gu = {
"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": True,
"length_word_max_cutoff": 30,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.3,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": True,
"stopwords_min_cutoff": 0,
"cond_check_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.75,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 250000,
}
parameters_filtering_hi = {
"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": True,
"length_word_max_cutoff": 25,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"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,
"cond_check_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.75,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 600000,
}
parameters_filtering_id = {
"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": True,
"length_word_max_cutoff": 30,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"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_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.75,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 2500000,
}
parameters_filtering_kn = {
"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": True,
"length_word_max_cutoff": 50,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"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,
"cond_check_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.75,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 400000,
}
parameters_filtering_ml = {
"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": True,
"length_word_max_cutoff": 50,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.2,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": True,
"stopwords_min_cutoff": 0,
"cond_check_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.75,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 1600000,
}
parameters_filtering_mr = {
"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": True,
"length_word_max_cutoff": 30,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"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,
"cond_check_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.75,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 425000,
}
parameters_filtering_pt = {
"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": True,
"length_word_max_cutoff": 30,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.3,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": True,
"stopwords_min_cutoff": 0.15,
"cond_check_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.75,
"cond_check_perplexity": True,
"perplexity_max_cutoff": 3000000,
}
parameters_filtering_so = {
"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": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.3,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": False,
"stopwords_min_cutoff": 0,
"cond_check_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.75,
"cond_check_perplexity": False,
"perplexity_max_cutoff": 3000000,
}
parameters_filtering_sw = {
"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": True,
"length_word_max_cutoff": 30,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.275,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": True,
"stopwords_min_cutoff": 0,
"cond_check_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.75,
"cond_check_perplexity": False,
"perplexity_max_cutoff": 3000000,
}
parameters_filtering_ta = {
"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": True,
"length_word_max_cutoff": 50,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"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,
"cond_check_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.75,
"cond_check_perplexity": False,
"perplexity_max_cutoff": 3000000,
}
parameters_filtering_te = {
"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": True,
"length_word_max_cutoff": 35,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"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,
"cond_check_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.75,
"cond_check_perplexity": False,
"perplexity_max_cutoff": 3000000,
}
parameters_filtering_ur = {
"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": True,
"length_word_max_cutoff": 30,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"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,
"cond_check_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.75,
"cond_check_perplexity": False,
"perplexity_max_cutoff": 3000000,
}
parameters_filtering_vi = {
"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": True,
"length_word_max_cutoff": 30,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.35,
"cond_words_augmentation": True,
"words_augmentation_group_sizes": [2, 3],
"words_augmentation_join_char": " ",
"cond_check_stopwords": True,
"stopwords_min_cutoff": 0,
"cond_check_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.75,
"cond_check_perplexity": False,
"perplexity_max_cutoff": 3000000,
}
parameters_filtering_yo = {
"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": True,
"length_word_max_cutoff": 30,
"cond_check_number_words": True,
"tokenization": False,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.3,
"cond_words_augmentation": False,
"words_augmentation_group_sizes": [],
"words_augmentation_join_char": "",
"cond_check_stopwords": True,
"stopwords_min_cutoff": 0,
"cond_check_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.75,
"cond_check_perplexity": False,
"perplexity_max_cutoff": 3000000,
}
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": True,
"strip_characters": special_characters_default,
"number_words_min_cutoff": 1,
"number_words_max_cutoff": 100000,
"check_repetitions_removal": True,
"repetitions_length": 10,
"repetitions_max_cutoff": 0.106,
"cond_check_special_characters": True,
"special_characters": special_characters_default,
"special_characters_max_cutoff": 0.4,
"cond_words_augmentation": True,
"words_augmentation_group_sizes": [2, 3],
"words_augmentation_join_char": "",
"cond_check_stopwords": False,
"stopwords_min_cutoff": 0,
"cond_check_badwords": False,
"badwords_max_cutoff": 0.2,
"cond_check_lang_id": True,
"lang_id_min_cutoff": 0.75,
"cond_check_perplexity": False,
"perplexity_max_cutoff": 3000000,
}
parameters_filtering = {
"default": parameters_filtering_default,
"af": parameters_filtering_af,
"ar": parameters_filtering_ar,
"arz": parameters_filtering_arz,
"as": parameters_filtering_as,
"bn": parameters_filtering_bn,
"ca": parameters_filtering_ca,
"en": parameters_filtering_en,
"es": parameters_filtering_es,
"eu": parameters_filtering_eu,
"fr": parameters_filtering_fr,
"gu": parameters_filtering_gu,
"hi": parameters_filtering_hi,
"id": parameters_filtering_id,
"kn": parameters_filtering_kn,
"ml": parameters_filtering_ml,
"mr": parameters_filtering_mr,
"pt": parameters_filtering_pt,
"so": parameters_filtering_so,
"sw": parameters_filtering_sw,
"ta": parameters_filtering_ta,
"te": parameters_filtering_te,
"ur": parameters_filtering_ur,
"vi": parameters_filtering_vi,
"yo": parameters_filtering_yo,
"zh": parameters_filtering_zh,
}