# -*- coding: utf-8 -*- # @Author: Gree # @Date: 2021-06-02 14:31:12 # @Last Modified by: Gree # @Last Modified time: 2021-06-02 14:34:55 import re import pandas as pd class ScienceCheck: """科学语料自动化分类的检查""" def science_check(self, row): """ science_check 函数: input: output: generator features: 科学语料自动化分类的检查 step1: 检查 science 的语料字段 domain、intent、response_text 是否正确 ✅ """ # 获取 domain domain = row['domain'] # 获取 query query = row['query'] # 获取 intent intent = row['intent'] # 获取 response_text response_text = row['response_text'] # 异常捕获 try: # 正则表达式匹配数据规律 query_result = re.search(r'.*?(加|减|乘|除|等于|次方|光年|换算|长度).*', query) except Exception as e: print("The error of getting query_result in the module of science_check():", e) # 异常捕获 try: # 条件判断 if query_result is not None and '站在' not in query: row['domain_is_right'] = 'yes' if 'calculator' in intent or 'unit_' in intent: row['intent_is_right'] = 'yes' else: row['intent_is_right'] = 'no' if ('等于' in response_text or '单位' in response_text or '做不出来' in response_text) and '24乘以50384乘以59等于' not in query: row['response_is_right'] = 'yes' else: row['response_is_right'] = 'no' # 生成器 yield { 'date_time': row['date_time'], 'request_id': row['request_id'], 'mac_wifi': row['mac_wifi'], 'user_id': row['user_id'], 'query': query, 'domain': domain, 'intent': intent, 'response_text': response_text, 'domain_is_right': row['domain_is_right'], 'intent_is_right': row['intent_is_right'], 'response_is_right': row['response_is_right'] } else: # 生成器 yield { 'date_time': row['date_time'], 'request_id': row['request_id'], 'mac_wifi': row['mac_wifi'], 'user_id': row['user_id'], 'query': query, 'domain': domain, 'intent': intent, 'response_text': response_text, 'domain_is_right': "", 'intent_is_right': "", 'response_is_right': "" } except Exception as e: print("The error of getting generator in the module of science_check():", e)