import json import re from .operator import BaseFieldOperator class ToString(BaseFieldOperator): def process(self, instance): return str(instance) class ToStringStripped(BaseFieldOperator): def process(self, instance): return str(instance).strip() class ToListByComma(BaseFieldOperator): def process(self, instance): return [x.strip() for x in instance.split(",")] class RegexParser(BaseFieldOperator): """A processor that uses regex in order to parse a string.""" regex: str termination_regex: str = None def process(self, text): if self.termination_regex is not None and re.fullmatch( self.termination_regex, text ): return [] return re.findall(self.regex, text) class LoadJson(BaseFieldOperator): def process(self, text): try: return json.loads(text) except json.JSONDecodeError: return [] class ListToEmptyEntitiesTuples(BaseFieldOperator): def process(self, lst): try: return [(str(item), "") for item in lst] except json.JSONDecodeError: return [] class DictOfListsToPairs(BaseFieldOperator): position_key_before_value: bool = True def process(self, obj): try: result = [] for key, values in obj.items(): for value in values: assert isinstance(value, str) pair = ( (key, value) if self.position_key_before_value else (value, key) ) result.append(pair) return result except: return [] class TakeFirstNonEmptyLine(BaseFieldOperator): def process(self, instance): splitted = str(instance).strip().split("\n") if len(splitted) == 0: return "" return splitted[0].strip() class ConvertToBoolean(BaseFieldOperator): def process(self, instance): clean_instance = str(instance).strip().lower() if any(w in clean_instance for w in ["no", "not", "wrong", "false"]): return "FALSE" if any(w in clean_instance for w in ["yes", "right", "correct", "true"]): return "TRUE" return "OTHER" class LowerCaseTillPunc(BaseFieldOperator): def process(self, instance): non_empty_line = instance.lower() match = re.search(r"[.,!?;]", non_empty_line) if match: # Extract text up to the first punctuation non_empty_line = non_empty_line[: match.start()] return non_empty_line class LowerCase(BaseFieldOperator): def process(self, instance): return instance.lower() class FirstCharacter(BaseFieldOperator): def process(self, instance): match = re.search(r"\s*(\w)", instance) if match: return match.groups(0)[0] return "" class TakeFirstWord(BaseFieldOperator): def process(self, instance): match = re.search(r"[\w]+", instance) if match: return instance[match.start() : match.end()] return "" class YesNoToInt(BaseFieldOperator): def process(self, instance): if instance == "yes": return "1" return "0" class ToYesOrNone(BaseFieldOperator): def process(self, instance): if instance == "yes": return "yes" return "none" class StanceToProCon(BaseFieldOperator): def process(self, instance): if instance == "positive": return "PRO" if instance in ["negative", "suggestion"]: return "CON" return "none" class StringOrNotString(BaseFieldOperator): string: str def process(self, instance): if "not " + self.string.lower() in instance.lower(): return "not " + self.string.lower() if self.string.lower() in instance.lower(): return self.string.lower() return instance