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Upload preprocessing.py

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preprocessing.py ADDED
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+ import re
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+
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+ replace_list = [
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+ (r"’", "'"), # Text decoding errors
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+ (r"â€[œ]?", '"'), # Text decoding errors
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+ ( # Emoticons, HTML tag patterns, and special character sequences
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+ r"¯\\_\(ツ\)_\/¯|&#8203;|</?sp.n>|\?\u200d[♀♂]|\*††\*\*",
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+ "",
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+ ),
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+ ( # Miscellaneous symbols
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+ r"[\u260e\u2610\u2611\u261e\u2620\u2639\u2640\u2642\u2661\u2665\u267b\u26a0\u26d4]",
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+ "",
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+ ),
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+ ( # Dingbats # Miscellaneous symbols
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+ r"[\u2705\u270a\u270c\u270d\u2714\u2757\u2764\u2795\u2797\u27a1]",
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+ "",
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+ ),
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+ ( # General punctuations and formatting characters
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+ r"[\u200b-\u200d\u2022\u202a\u2028\u2039\u203a\u2060-\u2069]",
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+ "",
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+ ),
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+ (r"[\u00a7\u00a9\u00ab-\u00ae\u00b0\u00b7\u00bb\u00bf]", ""), # Latin supplements
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+ (r"[\u0000\u0006-\u0008\u000b-\u001f\u0080-\u009f]", ""), # Control characters
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+ (r"[\u3040-\u9fff\uac00-\ud7ff]", ""), # CJK characters
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+ (r"[\u2592\u25a0\u25cb\u25cf]", ""), # Box elements / geometric shapes
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+ (r"[\U0001f000-\U0001ffff]", ""), # Emoji etc.
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+ (r"[\ue000-\uf8ff]", ""), # Private use area
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+ (r"[\ufe00-\ufe0f]", ""), # Variation selectors
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+ (r"[\u032a\u034f]", ""), # Combining diacritical marks
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+ (r"[\u061c\u0640]", ""), # Arabic
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+ (r"[\u0d9a\u0dd4]", ""), # Sinhala
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+ (r"[\u2116\u2122]", ""), # Letter-like symbols
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+ (r"[\u2211\u22ef]", ""), # Mathematical operators
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+ (r"[\u2b07\u2b55]", ""), # Miscellaneous symbols and arrows
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+ (r"[\uff0a\uff5e]", ""), # Halfwidth and fullwidth forms
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+ (r"[\u02c4]", ""), # Modifier letter up arrowhead
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+ (r"[\u2076]", ""), # Superscript six
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+ (r"[\u20e3]", ""), # Combining enclosing keycap
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+ (r"[\u2191]", ""), # Upwards arrow
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+ (r"[\u2320]", ""), # Top half integral
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+ (r"[\ufeff]", ""), # Zero width no-break space
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+ (r"[\u00a0\u2002-\u200a\u3000]", " "), # Special space characters
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+ ( # Small quotation mark, accent mark, or prime symbol
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+ r"[\u00b4\u02bb\u02cb\u2018\u2019\u2032]",
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+ "'",
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+ ),
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+ ( # Diaeresis, double quotation mark, or double prime symbol
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+ r"[\u00a8\u201c\u201d\u2033\u275d\u275e]",
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+ '"',
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+ ),
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+ ( # Various types of hyphens, dashes, or the minus sign
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+ r"[\u2010\u2011\u2013\u2014\u2015\u2212]",
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+ "-",
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+ ),
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+ (r"[\u201a\u201e\uff0c]", ","), # Low quotation mark or a fullwidth comma
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+ (r"[\u203c\uff01]", "!"), # Double exclamation mark or a fullwidth exclamation mark
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+ (r"[\u300a\u3010\uff08]", "("), # Various types of left brackets
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+ (r"[\u300b\u3011\uff09]", ")"), # Various types of right brackets
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+ (r"[\u2248\uff1d]", "="), # Various types of equals sign
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+ (r"[\u2026]", "..."), # Horizontal ellipsis
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+ (r"[\uff1a]", ":"), # Fullwidth colon
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+ (r"[\uff1b]", ";"), # Fullwidth semicolon
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+ (r"[\u00d7]", "x"), # Multiplication sign
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+ (r"[13][a-km-zA-HJ-NP-Z1-9]{25,34}", ""), # Bitcoin addresses
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+ (r"[\w\-\.]+@([\w\-]+\.)+[\w\-]{2,4}", ""), # Email addresses
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+ ]
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+
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+
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+ def preprocess_text(text: str) -> str:
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+ for pattern, repl in replace_list:
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+ text = re.sub(pattern, repl, text)
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+ return text
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+
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+
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+ if __name__ == "__main__":
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+ preprocess_text(
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+ "【 Reminder 】 Your system devices has been Hacked 【 National Security Agency 】 Authority-11622272"
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+ )