基于C#检测敏感词功能
作者:Lazy龙
这篇文章主要为大家详细介绍了如何基于C#实现检测敏感词功能,文中的示例代码讲解详细,感兴趣的小伙伴可以跟随小编一起学习一下
今天策划给我一个任务 —— 检测昵称中是否含有敏感词功能,然后丢给我两个压缩包,我解压一看:
有的txt文件是一行一个词:
有的txt文件是按逗号分隔开:
不管是什么格式的总之量非常多,把我这辈子脏话都囊括了
读取TXT文件数据
然后我得先对这些txt文件进行处理转换成我们能用的格式:一开始我直接for循环查找是否含有敏感词,后边找资料看到一个DFA算法。
using System; using System.Text; using System.Collections.Generic; using System.IO; public class Program { static void Main() { //换行的txt文件 List<string> list = LineFeed(); //带有逗号的txt文件 Comma(); string name = "假如这是敏感词"; //检测昵称中是否含有敏感词 CensorText(name, list); Console.Read(); } static void CensorText(string text, List<string> list) { foreach (string line in list) { if (text.Contains(line)) { Console.WriteLine("昵称中存在无法使用的字符,请修改后再次确认"); } } } //用换行分割的txt文件 static List<string> LineFeed() { string filePath = "E:\\C#Project\\PBZ\\反动词库.txt"; // 替换为你的 txt 文件路径 List<string> lines = ReadTxtFile(filePath); string a = ""; foreach (string line in lines) { a += "\"" + line + "\","; } Console.WriteLine(a); return lines; } static List<string> ReadTxtFile(string filePath) { List<string> lines = new List<string>(); try { using (StreamReader sr = new StreamReader(filePath)) { string line; while ((line = sr.ReadLine()) != null) { lines.Add(line); } } } catch (Exception e) { Console.WriteLine("读取文件时出现错误: " + e.Message); } return lines; } //用逗号分隔的txt文件 static void Comma() { string filePath = "E:\\C#Project\\PBZ\\GFW补充词库.txt"; // 替换为你的 txt 文件路径 List<string> elements = ReadTxtFile1(filePath); string a = ""; foreach (string element in elements) { a += "\"" + element + "\","; } Console.WriteLine(a); } static List<string> ReadTxtFile1(string filePath) { List<string> elements = new List<string>(); try { using (StreamReader sr = new StreamReader(filePath)) { string line = sr.ReadLine(); if (line != null) { string[] splitElements = line.Split(','); foreach (string element in splitElements) { elements.Add(element); } } } } catch (Exception e) { Console.WriteLine("读取文件时出现错误: " + e.Message); } return elements; } }
这样处理过后的数据就是List<string>,或者可以处理成数组、集合都可以
我把处理出来的数据放在HashSet中
/// <summary> /// 敏感词词库 /// </summary> public static HashSet<string> MaskWord = new HashSet<string> { "敏感词1","敏感词2","敏感词3","..." }
C#版DFA算法
然后通过C#版的DFA算法判断昵称中是否含有敏感词返回bool型放在工具类中使用:
/// <summary> /// 检测敏感词 /// </summary> /// <param name="text">要检测的词</param> /// <param name="MaskWord">敏感词词库</param> /// <returns></returns> public static bool CheckSensitiveWords(string text) { Dictionary<string, Dictionary<string, string>> stateMap = new Dictionary<string, Dictionary<string, string>>(); Dictionary<string, string> currentState = new Dictionary<string, string>(); char[] chars; foreach (string word in MaskWord) { currentState = stateMap.ContainsKey("0") ? stateMap["0"] : new Dictionary<string, string>(); Dictionary<string, string> nextState; chars = word.ToCharArray(); for (int i = 0; i < chars.Length; i++) { string c = chars[i].ToString(); string nextStateKey = i == chars.Length - 1 ? "end" : (i + 1).ToString(); if (currentState.ContainsKey(c)) { nextState = stateMap[currentState[c]]; } else { nextState = new Dictionary<string, string>(); stateMap[currentState.Count.ToString()] = nextState; currentState[c] = currentState.Count.ToString(); } currentState = nextState; currentState["end"] = "end"; } } currentState = stateMap.ContainsKey("0") ? stateMap["0"] : new Dictionary<string, string>(); chars = text.ToCharArray(); for (int i = 0; i < chars.Length; i++) { string c = chars[i].ToString(); if (currentState.ContainsKey(c)) { currentState = stateMap[currentState[c]]; if (currentState.ContainsKey("end")) { return true; // 匹配到敏感词 } } else { currentState = stateMap.ContainsKey("0") ? stateMap["0"] : new Dictionary<string, string>(); } } return false; // 未匹配到敏感词 }
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