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  • C# 实现敏感词过滤

      实现 该 敏感词过滤 采用的是 DFA算法,参考文章:https://blog.csdn.net/chenssy/article/details/26961957

      具体 实现 步骤 如下:

      第一步,构建 敏感词库(WordsLibrary)  类:

    using System.Collections.Generic;
    using System.Linq;
    using System;
    
    namespace ContentSafe.SensitiveWord
    {
        /// <summary>
        /// 敏感词库
        /// </summary>
        public class WordsLibrary
        {
            /// <summary>
            /// 词库树结构类
            /// </summary>
            public class ItemTree
            {
                public char Item { get; set; }
                public bool IsEnd { get; set; }
                public List<ItemTree> Child { get; set; }
            }
    
            /// <summary>
            /// 词库树
            /// </summary>
            public ItemTree Library { get; private set; }
    
            /// <summary>
            /// 敏感词组
            /// </summary>
            public string[] Words { get; protected set; }
    
            /// <summary>
            /// 敏感词库
            /// </summary>
            public WordsLibrary()
            {
                LoadWords();
                Init();
            }
    
            /// <summary>
            /// 敏感词库
            /// </summary>
            /// <param name="words">敏感词组</param>
            public WordsLibrary(string[] words) : this()
            {
                Words = words;
            }
    
            /// <summary>
            /// 加载 敏感词组,可被重写以自定义 如何加载 敏感词组
            /// </summary>
            public virtual void LoadWords()
            {
            }
    
            /// <summary>
            /// 词库初始化
            /// </summary>
            private void Init()
            {
                if (Words == null)
                    Words = new[] { "" };
    
                Library = new ItemTree() { Item = 'R', IsEnd = false, Child = CreateTree(Words) };
            }
    
            /// <summary>
            /// 创建词库树
            /// </summary>
            /// <param name="words">敏感词组</param>
            /// <returns></returns>
            private List<ItemTree> CreateTree(string[] words)
            {
                List<ItemTree> tree = null;
    
                if (words != null && words.Length > 0)
                {
                    tree = new List<ItemTree>();
    
                    foreach (var item in words)
                        if (!string.IsNullOrEmpty(item))
                        {
                            char cha = item[0];
    
                            ItemTree node = tree.Find(e => e.Item == cha);
                            if (node != null)
                                AddChildTree(node, item);
                            else
                                tree.Add(CreateSingleTree(item));
                        }
                }
    
                return tree;
            }
    
            /// <summary>
            /// 创建单个完整树
            /// </summary>
            /// <param name="word">单个敏感词</param>
            /// <returns></returns>
            private ItemTree CreateSingleTree(string word)
            {
                //根节点,此节点 值为空
                ItemTree root = new ItemTree();
                //移动 游标
                ItemTree p = root;
    
                for (int i = 0; i < word.Length; i++)
                {
                    ItemTree child = new ItemTree() { Item = word[i], IsEnd = false, Child = null };
                    p.Child = new List<ItemTree>() { child };
                    p = child;
                }
                p.IsEnd = true;
    
                return root.Child.First();
            }
    
            /// <summary>
            /// 附加分支子树
            /// </summary>
            /// <param name="childTree">子树</param>
            /// <param name="word">单个敏感词</param>
            private void AddChildTree(ItemTree childTree, string word)
            {
                //移动 游标
                ItemTree p = childTree;
    
                for (int i = 1; i < word.Length; i++)
                {
                    char cha = word[i];
                    List<ItemTree> child = p.Child;
    
                    if (child == null)
                    {
                        ItemTree node = new ItemTree() { Item = cha, IsEnd = false, Child = null };
                        p.Child = new List<ItemTree>() { node };
                        p = node;
                    }
                    else
                    {
                        ItemTree node = child.Find(e => e.Item == cha);
                        if (node == null)
                        {
                            node = new ItemTree() { Item = cha, IsEnd = false, Child = null };
                            child.Add(node);
                            p = node;
                        }
                        else
                            p = node;
                    }
                }
                p.IsEnd = true;
            }
        }
    }

      第二步,构建 敏感词检测(ContentCheck) 类:

    using System.Collections.Generic;
    using System.Linq;
    using System;
    
    namespace ContentSafe.SensitiveWord
    {
        /// <summary>
        /// 敏感词检测
        /// </summary>
        public class ContentCheck
        {
            /// <summary>
            /// 检测文本
            /// </summary>
            public string Text { private get; set; }
    
            /// <summary>
            /// 敏感词库 词树
            /// </summary>
            public WordsLibrary.ItemTree Library { private get; set; }
    
            /// <summary>
            /// 敏感词检测
            /// </summary>
            public ContentCheck() { }
    
            /// <summary>
            /// 敏感词检测
            /// </summary>
            /// <param name="library">敏感词库</param>
            public ContentCheck(WordsLibrary library)
            {
                if (library.Library == null)
                    throw new Exception("敏感词库未初始化");
    
                Library = library.Library;
            }
    
            /// <summary>
            /// 敏感词检测
            /// </summary>
            /// <param name="library">敏感词库</param>
            /// <param name="text">检测文本</param>
            public ContentCheck(WordsLibrary library, string text) : this(library)
            {
                if (text == null)
                    throw new Exception("检测文本不能为null");
    
                Text = text;
            }
    
            /// <summary>
            /// 检测敏感词
            /// </summary>
            /// <param name="text">检测文本</param>
            /// <returns></returns>
            private Dictionary<int, char> WordsCheck(string text)
            {
                if (Library == null)
                    throw new Exception("未设置敏感词库 词树");
    
                Dictionary<int, char> dic = new Dictionary<int, char>();
                WordsLibrary.ItemTree p = Library;
                List<int> indexs = new List<int>();
    
                for (int i = 0, j = 0; j < text.Length; j++)
                {
                    char cha = text[j];
                    var child = p.Child;
    
                    var node = child.Find(e => e.Item == cha);
                    if (node != null)
                    {
                        indexs.Add(j);
                        if (node.IsEnd || node.Child == null)
                        {
                            if (node.Child != null)
                            {
                                int k = j + 1;
                                if (k < text.Length && node.Child.Exists(e => e.Item == text[k]))
                                {
                                    p = node;
                                    continue;
                                }
                            }
    
                            foreach (var item in indexs)
                                dic.Add(item, text[item]);
    
                            indexs.Clear();
                            p = Library;
                            i = j;
                            ++i;
                        }
                        else
                            p = node;
                    }
                    else
                    {
                        indexs.Clear();
                        if (p.GetHashCode() != Library.GetHashCode())
                        {
                            ++i;
                            j = i;
                            p = Library;
                        }
                        else
                            i = j;
                    }
                }
    
                return dic;
            }
    
            /// <summary>
            /// 替换敏感词
            /// </summary>
            /// <param name="library">敏感词库</param>
            /// <param name="text">检测文本</param>
            /// <param name="newChar">替换字符</param>
            /// <returns></returns>
            public static string SensitiveWordsReplace(WordsLibrary library, string text, char newChar = '*')
            {
                Dictionary<int, char> dic = new ContentCheck(library).WordsCheck(text);
                if (dic != null && dic.Keys.Count > 0)
                {
                    char[] chars = text.ToCharArray();
                    foreach (var item in dic)
                        chars[item.Key] = newChar;
    
                    text = new string(chars);
                }
    
                return text;
            }
    
            /// <summary>
            /// 替换敏感词
            /// </summary>
            /// <param name="text">检测文本</param>
            /// <param name="newChar">替换字符</param>
            /// <returns></returns>
            public string SensitiveWordsReplace(string text, char newChar = '*')
            {
                Dictionary<int, char> dic = WordsCheck(text);
                if (dic != null && dic.Keys.Count > 0)
                {
                    char[] chars = text.ToCharArray();
                    foreach (var item in dic)
                        chars[item.Key] = newChar;
    
                    text = new string(chars);
                }
    
                return text;
            }
    
            /// <summary>
            /// 替换敏感词
            /// </summary>
            /// <param name="newChar">替换字符</param>
            /// <returns></returns>
            public string SensitiveWordsReplace(char newChar = '*')
            {
                if (Text == null)
                    throw new Exception("未设置检测文本");
    
                return SensitiveWordsReplace(Text, newChar);
            }
    
            /// <summary>
            /// 查找敏感词
            /// </summary>
            /// <param name="library">敏感词库</param>
            /// <param name="text">检测文本</param>
            /// <returns></returns>
            public static List<string> FindSensitiveWords(WordsLibrary library, string text)
            {
                ContentCheck check = new ContentCheck(library, text);
                return check.FindSensitiveWords();
            }
    
            /// <summary>
            /// 查找敏感词
            /// </summary>
            /// <param name="text">检测文本</param>
            /// <returns></returns>
            public List<string> FindSensitiveWords(string text)
            {
                Dictionary<int, char> dic = WordsCheck(text);
                if (dic != null && dic.Keys.Count > 0)
                {
                    int i = -1;
                    string str = "";
                    List<string> list = new List<string>();
                    foreach(var item in dic)
                    {
                        if (i == -1 || i + 1 == item.Key)
                            str += item.Value;
                        else
                        {
                            list.Add(str);
                            str = "" + item.Value;
                        }
    
                        i = item.Key;
                    }
                    list.Add(str);
    
                    return list.Distinct().ToList();
                }
                else
                    return null;
            }
    
            /// <summary>
            /// 查找敏感词
            /// </summary>
            /// <returns></returns>
            public List<string> FindSensitiveWords()
            {
                if (Text == null)
                    throw new Exception("未设置检测文本");
    
                return FindSensitiveWords(Text);
            }
        }
    }

      第三步,测试与使用方法:

    string[] words = new[] { "敏感词1", "敏感词2", "含有", "垃圾" }; //敏感词组 可自行在网上 搜索下载
    
    //敏感词库 类可被继承,如果想实现自定义 敏感词导入方法 可以 对 LoadWords 方法进行 重写
    var library = new WordsLibrary(words); //实例化 敏感词库
    
    string text = "在任意一个文本中都可能包含敏感词1、2、3等等,只要含有敏感词都会被找出来,比如:垃圾";
    ContentCheck check = new ContentCheck(library, text);  //实例化 内容检测类
    var list = check.FindSensitiveWords();    //调用 查找敏感词方法 返回敏感词列表
    var str = check.SensitiveWordsReplace();  //调用 敏感词替换方法 返回处理过的字符串

      该 实现方案 不止 这个 使用方法,更多使用方法 可自行 研究

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  • 原文地址:https://www.cnblogs.com/sgwy/p/11821126.html
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