Upload 4 files
Browse files- .gitattributes +2 -0
- a00_csc_clean_public_wang271k.py +388 -0
- dev.json.handle_clean +3 -0
- test.json.handle_clean +0 -0
- train.json.handle_clean +3 -0
.gitattributes
CHANGED
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@@ -57,3 +57,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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dev.json.handle_clean filter=lfs diff=lfs merge=lfs -text
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train.json.handle_clean filter=lfs diff=lfs merge=lfs -text
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a00_csc_clean_public_wang271k.py
ADDED
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@@ -0,0 +1,388 @@
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| 1 |
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# !/usr/bin/python
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# -*- coding: utf-8 -*-
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# @time : 2024/4/12 10:55
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# @author : Mo
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| 5 |
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# @function: 清洗SIGHAN和Wang271k数据集中地脏数据
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import logging as logger
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import traceback
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import random
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import copy
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import json
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import re
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import os
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import gc
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from difflib import SequenceMatcher
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from tqdm import tqdm
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import pandas as pd
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def txt_write(lines, path, mode="w", encode_type="utf-8"):
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"""
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txt【list】写入文件
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Args:
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lines[List]: input data to write, eg. ["桂林山水甲天下\\n"]
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path[String]: path of file of read, eg. "corpus/xuexiqiangguo.txt"
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mode[String]: write mode of file, eg. "w", "a+", "wb"
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encode_type[String]: data encode type of file, eg. "utf-8", "gbk"
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Returns:
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| 31 |
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lines[List]: output lines
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"""
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try:
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file = open(path, mode, encoding=encode_type)
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| 35 |
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file.writelines(lines)
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file.close()
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| 37 |
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except Exception as e:
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| 38 |
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logger.info(str(e))
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| 39 |
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def txt_read(path, encode_type="utf-8", errors=None):
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"""
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读取txt文件,默认utf8格式, 不能有空行
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| 42 |
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Args:
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| 43 |
+
path[String]: path of file of read, eg. "corpus/xuexiqiangguo.txt"
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| 44 |
+
encode_type[String]: data encode type of file, eg. "utf-8", "gbk"
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| 45 |
+
errors[String]: specifies how encoding errors handled, eg. "ignore", strict
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| 46 |
+
Returns:
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| 47 |
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lines[List]: output lines
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| 48 |
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"""
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| 49 |
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lines = []
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| 50 |
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try:
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| 51 |
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file = open(path, "r", encoding=encode_type, errors=errors)
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| 52 |
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lines = file.readlines()
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| 53 |
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file.close()
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| 54 |
+
except Exception as e:
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logger.info(str(e))
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| 56 |
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finally:
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return lines
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def save_xlsx_from_json(res_xlsx, path_xlsx="save.xlsx"):
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""" json转化为xlsx的excel文件 """
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pdr = pd.DataFrame(res_xlsx)
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| 61 |
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with pd.ExcelWriter(path_xlsx, engine="xlsxwriter",
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| 62 |
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# options={"strings_to_urls": False}
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+
) as writer:
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| 64 |
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pdr.to_excel(writer)
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def save_xlsx(path_json, path_xlsx="nkpmath.xlsx"):
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""" json转化为xlsx的excel文件 """
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kg_list = load_json(path_json)
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res_xlsx = {}
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for kg_i in kg_list:
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for jdx, kg_i_j in enumerate(kg_i):
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jdx_str = str(jdx)
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if jdx_str in res_xlsx:
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res_xlsx[jdx_str].append(kg_i_j)
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else:
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res_xlsx[jdx_str] = [kg_i_j]
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pdr = pd.DataFrame(res_xlsx)
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| 77 |
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with pd.ExcelWriter(path_xlsx, engine="xlsxwriter",
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| 78 |
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options={"strings_to_urls": False}) as writer:
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| 79 |
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pdr.to_excel(writer)
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| 80 |
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def save_json(jsons, json_path, indent=4):
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| 81 |
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"""
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| 82 |
+
保存json
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| 83 |
+
Args:
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| 84 |
+
path[String]:, path of file of save, eg. "corpus/xuexiqiangguo.lib"
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| 85 |
+
jsons[Json]: json of input data, eg. [{"桂林": 132}]
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| 86 |
+
indent[int]: pretty-printed with that indent level, eg. 4
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| 87 |
+
Returns:
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| 88 |
+
None
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| 89 |
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"""
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| 90 |
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with open(json_path, "w", encoding="utf-8") as fj:
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fj.write(json.dumps(jsons, ensure_ascii=False, indent=indent))
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| 92 |
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fj.close()
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| 93 |
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def load_json(path, parse_int=None):
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"""
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加载json
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| 96 |
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Args:
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| 97 |
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path_file[String]:, path of file of save, eg. "corpus/xuexiqiangguo.lib"
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| 98 |
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parse_int[Boolean]: equivalent to int(num_str), eg. True or False
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| 99 |
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Returns:
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| 100 |
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data[Any]
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| 101 |
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"""
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| 102 |
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with open(path, mode="r", encoding="utf-8") as fj:
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| 103 |
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model_json = json.load(fj, parse_int=parse_int)
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| 104 |
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return model_json
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| 105 |
+
def get_all_dirs_files(path_dir):
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| 106 |
+
"""
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| 107 |
+
递归获取某个目录下的所有文件(所有层, 包括子目录)
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| 108 |
+
Args:
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| 109 |
+
path_dir[String]:, path of dir, eg. "/home/data"
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| 110 |
+
Returns:
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| 111 |
+
data[List]: data of input, eg. ["2020_01_08.txt"]
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| 112 |
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"""
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| 113 |
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path_files = []
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| 114 |
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for root, dirs, files in os.walk(path_dir): # 分别代表根目录、文件夹、文件
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| 115 |
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for file in files: # 遍历文件
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| 116 |
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file_path = os.path.join(root, file) # 获取文件绝对路径
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| 117 |
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path_files.append(file_path) # 将文件路径添加进列表
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| 118 |
+
files = list(set(path_files))
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| 119 |
+
files.sort()
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| 120 |
+
return files
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| 121 |
+
def find_diff_pos(sent1, sent2):
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| 122 |
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"""
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| 123 |
+
判断两个病句的不同之处, 返回insert/delete/replace, difflib-SequenceMatcher
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| 124 |
+
args:
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| 125 |
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sent1: str, sentence of org, eg. "春天来了,越来越来暖和了。"
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| 126 |
+
sent2: str, sentence of fix, eg. "春天来了,天气越来越暖和了。"
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| 127 |
+
return:
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| 128 |
+
diff_pos_s: List<Tuple>, tag and position, eg. ""
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| 129 |
+
"""
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| 130 |
+
matcher = SequenceMatcher(None, sent1, sent2)
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| 131 |
+
diff_pos_s = []
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| 132 |
+
for tag, idx_1, idx_2, jdx_1, jdx_2 in matcher.get_opcodes():
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| 133 |
+
if tag != "equal":
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| 134 |
+
line_tuple = [tag, sent1[idx_1:idx_2],
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| 135 |
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sent2[jdx_1: jdx_2], [idx_1, idx_2]]
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| 136 |
+
diff_pos_s.append(line_tuple)
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| 137 |
+
return diff_pos_s
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| 138 |
+
def cut_sentence(text):
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| 139 |
+
""" 分句(文本摘要) """
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| 140 |
+
# re_sen = re.compile('[:;!?。:;?!\n\r]') #.不加是因为不确定.是小数还是英文句号(中文省略号......)
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| 141 |
+
# re_sen = re.compile('[!?。?!\n\r]')
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| 142 |
+
# re_sen = re.compile('[,,"“”、<>《》{}【】:;!?。:;?!\n\r]') #.不加是因为不确定.是小数还是英文句号(中文省略号......)
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| 143 |
+
re_sen = re.compile('[!?。?!\n\r…]')
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| 144 |
+
sentences = re_sen.split(text)
|
| 145 |
+
return sentences
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| 146 |
+
|
| 147 |
+
|
| 148 |
+
pun_1 = '"#$%&'()*+,-/:;<=>@[\]^_`{|}~⦅⦆「」、\u3000、〃〈〉《》「」『』【】〔〕〖〗〘〙〚〛〜〝〞〟 〰〾〿–—‘’‛“”„‟…‧﹏﹑﹔·!?。。'
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| 149 |
+
pun_2 = """!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~"""
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| 150 |
+
puns = pun_1 + pun_2
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| 151 |
+
def delete_last_punctuation(text):
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| 152 |
+
""" -删除句末的标点符号- """
|
| 153 |
+
while len(text) > 0 and text[-1] in puns:
|
| 154 |
+
text = text[:-1]
|
| 155 |
+
return text
|
| 156 |
+
|
| 157 |
+
def tet_csc_clean_train_dataset_wang271k():
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| 158 |
+
""" 清洗wang271数据集 """
|
| 159 |
+
import json
|
| 160 |
+
import sys
|
| 161 |
+
import os
|
| 162 |
+
path_root = os.path.abspath(os.path.join(os.path.dirname(__file__), "../.."))
|
| 163 |
+
sys.path.append(path_root)
|
| 164 |
+
print(path_root)
|
| 165 |
+
|
| 166 |
+
path_dir = os.path.join(path_root, "macro_correct/corpus/text_correction/wang271k")
|
| 167 |
+
path_train = path_dir + "/train.json"
|
| 168 |
+
path_dev = path_dir + "/dev.json"
|
| 169 |
+
path_tet = path_dir + "/test.json"
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| 170 |
+
paths = [path_train, path_dev, path_tet]
|
| 171 |
+
"""
|
| 172 |
+
{
|
| 173 |
+
"id":"--",
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| 174 |
+
"original_text":"国中数学课辅班",
|
| 175 |
+
"wrong_ids":[],
|
| 176 |
+
"correct_text":"国中数学课辅班"
|
| 177 |
+
}
|
| 178 |
+
"""
|
| 179 |
+
count_yu_1 = 0
|
| 180 |
+
count_yu_2 = 0
|
| 181 |
+
count_fu_1 = 0
|
| 182 |
+
count_fu_2 = 0
|
| 183 |
+
count_ta_1 = 0
|
| 184 |
+
count_ta_2 = 0
|
| 185 |
+
count_de_1 = 0
|
| 186 |
+
for path in paths:
|
| 187 |
+
if not os.path.exists(path):
|
| 188 |
+
print("path is not ecist: " + path)
|
| 189 |
+
continue
|
| 190 |
+
data_json_list = load_json(path)
|
| 191 |
+
data_json_list_new = []
|
| 192 |
+
for jdx, d_json_org in enumerate(data_json_list):
|
| 193 |
+
d_json = copy.deepcopy(d_json_org)
|
| 194 |
+
original_text = d_json.get("original_text", "")
|
| 195 |
+
correct_text = d_json.get("correct_text", "")
|
| 196 |
+
wrong_ids = d_json.get("wrong_ids", [])
|
| 197 |
+
wrong_ids_new = []
|
| 198 |
+
for wid in wrong_ids:
|
| 199 |
+
char_error = original_text[wid]
|
| 200 |
+
char_true = correct_text[wid]
|
| 201 |
+
# 余 - 馀
|
| 202 |
+
flag_add = True
|
| 203 |
+
if char_error=="余" and char_true=="馀":
|
| 204 |
+
original_text = original_text[:wid] + char_true + original_text[wid+1:]
|
| 205 |
+
correct_text = correct_text[:wid] + char_error + correct_text[wid+1:]
|
| 206 |
+
count_yu_1 += 1
|
| 207 |
+
elif char_true=="馀":
|
| 208 |
+
correct_text = correct_text[:wid] + "余" + correct_text[wid+1:]
|
| 209 |
+
count_yu_2 += 1
|
| 210 |
+
|
| 211 |
+
# 复-覆
|
| 212 |
+
# 覆-复
|
| 213 |
+
if char_error == "覆" and char_true == "复":
|
| 214 |
+
original_text = original_text[:wid] + char_true + original_text[wid + 1:]
|
| 215 |
+
correct_text = correct_text[:wid] + char_error + correct_text[wid + 1:]
|
| 216 |
+
count_fu_1 += 1
|
| 217 |
+
elif char_true == "覆":
|
| 218 |
+
# 答疆/回覆/反覆
|
| 219 |
+
# 覆审
|
| 220 |
+
if correct_text[wid-1:wid+1] in ["答覆", "回覆", "反覆"]:
|
| 221 |
+
correct_text = correct_text[:wid] + "复" + correct_text[wid + 1:]
|
| 222 |
+
elif correct_text[wid:wid+2] in ["覆审"]:
|
| 223 |
+
correct_text = correct_text[:wid] + "复" + correct_text[wid + 1:]
|
| 224 |
+
count_fu_2 += 1
|
| 225 |
+
|
| 226 |
+
# 功-工
|
| 227 |
+
if char_error == "功" and char_true == "工":
|
| 228 |
+
"同工/工作/竣工"
|
| 229 |
+
"工夫/工效"
|
| 230 |
+
if correct_text[wid:wid + 2] in ["工夫", "工效"]:
|
| 231 |
+
original_text = original_text[:wid] + "工" + original_text[wid + 1:]
|
| 232 |
+
correct_text = correct_text[:wid] + "功" + correct_text[wid + 1:]
|
| 233 |
+
|
| 234 |
+
# 借-藉
|
| 235 |
+
if char_error == "借" and char_true == "藉":
|
| 236 |
+
original_text = original_text[:wid] + char_true + original_text[wid + 1:]
|
| 237 |
+
correct_text = correct_text[:wid] + char_error + correct_text[wid + 1:]
|
| 238 |
+
# 琅-瑯
|
| 239 |
+
if char_error == "琅" and char_true == "瑯":
|
| 240 |
+
original_text = original_text[:wid] + char_true + original_text[wid + 1:]
|
| 241 |
+
correct_text = correct_text[:wid] + char_error + correct_text[wid + 1:]
|
| 242 |
+
|
| 243 |
+
# 叶门-也门
|
| 244 |
+
if char_error == "也" and char_true == "叶":
|
| 245 |
+
if correct_text[wid:wid + 2] in ["叶门"]:
|
| 246 |
+
correct_text = correct_text[:wid] + char_error + correct_text[wid + 1:]
|
| 247 |
+
correct_text = correct_text.replace("叶门", "也门") # 多余得叶门
|
| 248 |
+
# 跨越数白百万公里后
|
| 249 |
+
if char_error == "百" and char_true == "白":
|
| 250 |
+
if correct_text[wid-1:wid + 2] in ["数白百"]:
|
| 251 |
+
correct_text = correct_text[:wid] + char_error + correct_text[wid + 1:]
|
| 252 |
+
|
| 253 |
+
# 震振有词 只改一半
|
| 254 |
+
if char_error == "震" and char_true == "振":
|
| 255 |
+
if correct_text[wid - 1:wid + 1] in ["震振"]:
|
| 256 |
+
correct_text = correct_text[:wid-1] + char_true + correct_text[wid-1+1:]
|
| 257 |
+
wrong_ids_new.append(wid-1)
|
| 258 |
+
# 外部, 经不起-禁不起
|
| 259 |
+
if char_error == "经" and char_true == "禁":
|
| 260 |
+
if correct_text[wid:wid + 3] in ["禁不住", "禁不起"] and \
|
| 261 |
+
"她曾经禁不住落泪" not in correct_text and \
|
| 262 |
+
"大家都禁不住拍手鼓掌" not in correct_text:
|
| 263 |
+
original_text = original_text[:wid] + char_true + original_text[wid + 1:]
|
| 264 |
+
correct_text = correct_text[:wid] + char_error + correct_text[wid + 1:]
|
| 265 |
+
|
| 266 |
+
# 他-她 不纠
|
| 267 |
+
if char_error == "他" and char_true == "她":
|
| 268 |
+
correct_text = correct_text[:wid] + char_error + correct_text[wid + 1:]
|
| 269 |
+
flag_add = False
|
| 270 |
+
count_ta_1 += 1
|
| 271 |
+
# 她 - 他
|
| 272 |
+
if char_error == "她" and char_true == "他":
|
| 273 |
+
correct_text = correct_text[:wid] + char_error + correct_text[wid + 1:]
|
| 274 |
+
flag_add = False
|
| 275 |
+
count_ta_2 += 1
|
| 276 |
+
# 小-晓 ### 人名不改
|
| 277 |
+
if char_error == "小" and char_true == "晓":
|
| 278 |
+
correct_text = correct_text[:wid] + char_error + correct_text[wid + 1:]
|
| 279 |
+
flag_add = False
|
| 280 |
+
# 一-逸 ### 人名不改, train都是人名, 吕逸涛/范逸臣/周逸雄
|
| 281 |
+
if char_error == "一" and char_true == "逸":
|
| 282 |
+
correct_text = correct_text[:wid] + char_error + correct_text[wid + 1:]
|
| 283 |
+
flag_add = False
|
| 284 |
+
# 吕一套被任命为二零一六央视春晚总导演。
|
| 285 |
+
# 佳-家 ### 人名不改, train都是人名, 张家玮 家慧
|
| 286 |
+
if char_error == "佳" and char_true == "家":
|
| 287 |
+
if correct_text[wid:wid + 2] in ["家玮", "家慧"]:
|
| 288 |
+
correct_text = correct_text[:wid] + char_error + correct_text[wid + 1:]
|
| 289 |
+
flag_add = False
|
| 290 |
+
# 得-地 ### 人名不改, 马哈得
|
| 291 |
+
if char_error == "得" and char_true == "地":
|
| 292 |
+
if correct_text[wid-2:wid+1] in ["马哈地"]:
|
| 293 |
+
correct_text = correct_text[:wid] + char_error + correct_text[wid + 1:]
|
| 294 |
+
flag_add = False
|
| 295 |
+
# 红-虹 ### 人名不改, 马哈得
|
| 296 |
+
if char_error == "红" and char_true == "虹": # 刘虹 虹姐 张虹 秀虹
|
| 297 |
+
if correct_text[wid-1:wid+1] in ["刘虹", "张虹", "秀虹"] or \
|
| 298 |
+
correct_text[wid:wid+2] in ["虹姐"]:
|
| 299 |
+
correct_text = correct_text[:wid] + char_error + correct_text[wid + 1:]
|
| 300 |
+
flag_add = False
|
| 301 |
+
# 民-明 ### 人名不改, 鲍明 冯大明 许传明 杨爱明
|
| 302 |
+
if char_error == "民" and char_true == "明":
|
| 303 |
+
if correct_text[wid - 1:wid + 1] in ["鲍明"] or \
|
| 304 |
+
correct_text[wid-2:wid + 1] in ["冯大明", "许传明", "杨爱明"]:
|
| 305 |
+
correct_text = correct_text[:wid] + char_error + correct_text[wid + 1:]
|
| 306 |
+
flag_add = False
|
| 307 |
+
|
| 308 |
+
# # 的 - 地
|
| 309 |
+
# # 的 - 得
|
| 310 |
+
# # 它 - 他
|
| 311 |
+
# # 哪 - 那
|
| 312 |
+
|
| 313 |
+
# # 改-大小改: 余-馀 覆-复 借-藉 功-工 琅-瑯 震-振 百-白 也-叶 经-禁(经不起-禁不起)
|
| 314 |
+
# # 部分不变(人名): 小-晓 一-逸 佳-家 得-地(马哈得) 红-虹 民-明
|
| 315 |
+
# # 匹配上但是不改的: 惟-唯 象-像 查-察 立-利 止-只 建-健 他-它 地-的 定-订 带-戴 力-利 成-城 点-店
|
| 316 |
+
# # 匹配上但是不改的: 作-做 得-的 场-厂 身-生 有-由 种-重 理-里
|
| 317 |
+
|
| 318 |
+
|
| 319 |
+
# # 空白没匹配上: 今-在 年-今 前-目 当-在 目-在 者-是
|
| 320 |
+
# # 外国人名等:其-齐 课-科 博-波
|
| 321 |
+
#
|
| 322 |
+
# if char_error == "民" and char_true == "明":
|
| 323 |
+
# # 张家玮 家慧 刘虹 虹姐 张虹 秀虹 鲍明 冯大明 许传明 杨爱明
|
| 324 |
+
# # print(original_text)
|
| 325 |
+
# # print(correct_text)
|
| 326 |
+
# # print(correct_text[wid - 1:wid + 1], correct_text[wid:wid+2])
|
| 327 |
+
# correct_text = correct_text[:wid] + char_error + correct_text[wid + 1:]
|
| 328 |
+
# count_de_1 += 1
|
| 329 |
+
# # "是那一段时间"
|
| 330 |
+
# # 发言人并未说明他住在那家疗养院,也未说明入院原因。
|
| 331 |
+
# # 但俄国官员却说,如果两千万美元费用未付,蓝斯那儿也去不成,目前双方还僵持在付费日期上。
|
| 332 |
+
# # 跨越数白百万公里后
|
| 333 |
+
# # 我们的眼睛也开始禁不起烟尘的刺激。 禁不住琢磨 禁不住 禁不起
|
| 334 |
+
# # 不禁令人担心
|
| 335 |
+
# # 她曾经禁不住落泪 大家都禁不住拍手鼓掌
|
| 336 |
+
if flag_add:
|
| 337 |
+
wrong_ids_new.append(wid)
|
| 338 |
+
|
| 339 |
+
d_json["original_text"] = original_text
|
| 340 |
+
d_json["correct_text"] = correct_text
|
| 341 |
+
d_json["wrong_ids"] = wrong_ids_new
|
| 342 |
+
data_json_list_new.append(d_json)
|
| 343 |
+
if wrong_ids_new != wrong_ids:
|
| 344 |
+
print("#"*128)
|
| 345 |
+
print("original_text_or: " + data_json_list[jdx].get("original_text", ""))
|
| 346 |
+
print("correct_text_org: " + data_json_list[jdx].get("correct_text", ""))
|
| 347 |
+
print("correct_text_new: " + correct_text)
|
| 348 |
+
print("wrong_ids_new: ", wrong_ids_new)
|
| 349 |
+
print("wrong_ids: ", wrong_ids)
|
| 350 |
+
|
| 351 |
+
save_json(data_json_list_new, os.path.split(path)[-1]+".handle_clean")
|
| 352 |
+
print(count_yu_1)
|
| 353 |
+
print(count_yu_2)
|
| 354 |
+
print(count_fu_1)
|
| 355 |
+
print(count_fu_2)
|
| 356 |
+
|
| 357 |
+
|
| 358 |
+
# test.json 和 dev.json 为 SIGHAN数据集, 包括SIGHAN13 14 15,来自 官方csc.html ,文件大小:339kb,4千条。
|
| 359 |
+
# train.json 为 Wang271k数据集,包括 Wang271k ,来自 Automatic-Corpus-Generation dimmywang提供 ,文件大小:93MB,27万条。
|
| 360 |
+
|
| 361 |
+
|
| 362 |
+
if __name__ == '__main__':
|
| 363 |
+
yz = 0
|
| 364 |
+
|
| 365 |
+
### 清洗数据
|
| 366 |
+
tet_csc_clean_train_dataset_wang271k()
|
| 367 |
+
|
| 368 |
+
|
| 369 |
+
"""
|
| 370 |
+
余-馀: 替换为馀-余
|
| 371 |
+
other - 馀: 替换为余
|
| 372 |
+
覆-复: 替换为复-覆
|
| 373 |
+
other-覆: # 答疆/回覆/反覆
|
| 374 |
+
# 覆审
|
| 375 |
+
他-她:不纠
|
| 376 |
+
她-他:不纠
|
| 377 |
+
人名不纠: 识别人名并丢弃
|
| 378 |
+
|
| 379 |
+
|
| 380 |
+
抽取人民日报语料中分错的(错得多的都需要补充预料)
|
| 381 |
+
者-是
|
| 382 |
+
或-还
|
| 383 |
+
立-利
|
| 384 |
+
震-振
|
| 385 |
+
即-既
|
| 386 |
+
|
| 387 |
+
"""
|
| 388 |
+
|
dev.json.handle_clean
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:01301abd89cb317152f8eda39f1f9732d3d532111c77283d5fdbba13f92042b4
|
| 3 |
+
size 11399969
|
test.json.handle_clean
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
train.json.handle_clean
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a39a720215516e639a8206576a0971073f93d4f0fed8cdb03e73c75ea21b2a84
|
| 3 |
+
size 102123745
|