import re from num2words import num2words import os def get_abs_path(rel_path): """ Get absolute path Args: rel_path: relative path to this file Returns absolute path """ return os.path.dirname(os.path.abspath(__file__)) + '/' + rel_path class TextProcessor: thousands = ["ratus", "ribu", "juta", "miliar", "milyar", "triliun"] months = ["Januari", "Februari", "Maret", "April", "Mei", "Juni", "Juli", "Agustus", "September", "Oktober", "November", "Desember"] measurements_path = get_abs_path("measurements.tsv") currencies_path = get_abs_path("currency.tsv") timezones_path = get_abs_path("timezones.tsv") def __init__(self): self.measurements = {} with open(TextProcessor.measurements_path, "r") as file: for line in file: line = line.strip().split("\t") self.measurements[line[0]] = line[1] self.currencies = {} with open(TextProcessor.currencies_path, "r") as file: for line in file: line = line.strip().split("\t") self.currencies[line[0]] = line[1] self.timezones = {} with open(TextProcessor.timezones_path, "r") as file: for line in file: line = line.strip().split("\t") self.timezones[line[0]] = line[1] self.re_thousands = '|'.join([t for t in TextProcessor.thousands]) self.re_currencies = r'\b' + re.sub(r'\|([^|$£€¥₩]+)', r'|\\b\1', '|'.join([c for c in self.currencies])) self.re_currencies = re.sub(r'([$£€¥₩])', r'\\\1', self.re_currencies) self.re_moneys = r'(({}) ?([\d\.\,]+)( ({})?(an)?)?)'.format(self.re_currencies, self.re_thousands) self.re_measurements = '|'.join([t for t in self.measurements]) self.re_measurements = r'(\b([\d\.\,]+) ?({})\b)'.format(self.re_measurements) self.re_timezones = '|'.join([c for c in self.timezones]) self.re_timezones = r'((\d{1,2})[\.:](\d{1,2}) ' + r'\b({})\b)'.format(self.re_timezones) self.re_http = r'(https?://(www\.)?[-a-zA-Z0-9@:%._\+~#=]{1,256}\.[a-zA-Z0-9()]{1,6}\b[-a-zA-Z0-9()@:%_\+.~#?&//=]*)' @staticmethod def is_integer(number): try: int(number) return True except ValueError: return False @staticmethod def is_float(number): try: float(number) return True except ValueError: return False def normalize(self, text): found_errors = False # Remove URL urls = re.findall(self.re_http, text) for url in urls: text = text.replace(url[0], "") # Currency moneys = re.findall(self.re_moneys, text) for money in moneys: number = re.sub(',', '.', re.sub(r'\.', '', money[2].strip(" ,."))) try: if number == "": continue if self.is_integer(number): number = int(number) elif self.is_float(number): number = float(number) else: number = re.sub(r'[.,]', "", number) number = int(number) number = num2words(number, to='cardinal', lang='id') text = text.replace(money[0].strip(" ,."), f'{number} {money[3]} {self.currencies[money[1]]}') except Exception as error: found_errors = True print(error) print(f'Problem with money: <{text}>: {number}') # Measurements units = re.findall(self.re_measurements, text) for unit in units: number = re.sub(',', '.', re.sub(r'\.', '', unit[1].strip(" ,."))) try: if number == "": continue if re.search(r'\.', number): number = float(number) else: number = int(number) number = num2words(number, to='cardinal', lang='id') text = text.replace(unit[0].strip(" ,."), f'{number} {self.measurements[unit[2]]}') except Exception as error: found_errors = True print(error) print(f'Problem with measurements: <{text}>: {number}') # Date dates = re.findall(r'(\((\d{1,2})/(\d{1,2})(/(\d+))?\))', text) for date in dates: try: day = num2words(int(date[1]), to='cardinal', lang='id') month = int(date[2]) - 1 if month >= 12: month = 0 month = self.months[month] if date[4] != "": year = num2words(int(date[4]), to='cardinal', lang='id') date_string = f'{day} {month} {year}' else: date_string = f'{day} {month}' text = text.replace(date[0], f' {date_string} ') except Exception as error: found_errors = True print(error) print(f'Problem with dates: <{text}>: {date}') # Timezones timezones = re.findall(self.re_timezones, text) for timezone in timezones: try: hour = num2words(int(timezone[1]), to='cardinal', lang='id') minute = num2words(int(timezone[2]), to='cardinal', lang='id') zone = self.timezones[timezone[3]] if minute == "nol": time_string = f'{hour} {zone}' else: time_string = f'{hour} lewat {minute} menit {zone}' text = text.replace(timezone[0], f'{time_string}') except Exception as error: found_errors = True print(error) print(f'Problem with timezones: <{text}>: {timezone}') # Any number re_numbers = [r'([\d.,]+)', r'\d+'] for re_number in re_numbers: number_len = 0 for i in re.finditer(re_number, text): start = i.start() + number_len end = i.end() + number_len number = text[start:end] number = re.sub(',', '.', re.sub(r'\.', '', number.strip(" ,."))) if number == "": continue if self.is_integer(number) or self.is_float(number): try: if self.is_integer(number): number = int(number) else: number = float(number) number = num2words(number, to='cardinal', lang="id") text = text[:start] + number + text[end:] number_len += len(number) - (end - start) except Exception as error: found_errors = True print(error) print(f'Problem with number: <{text}>: {number}') text = re.sub(r"\s+", " ", text) if found_errors: print(f'>>> {text}') return text