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  • 分享视频教程——知识图谱实战系列(Python版)。2020年7月新课;完整版附源码+数据;章节1:知识图谱介绍及其应用领域分析 章节2:知识图谱涉及技术点分析 章节3:Neo4j数据库实战 章节4:使用python操作neo4j实例 章节5:...
  • 知识图谱实战系列(Python版)视频教程,2020年录制,配套有源码、课件和数据集,完整版;知识图谱实战系列课程旨在帮助同学们快速掌握知识图谱领域核心技术,基于Python各大开源技术实现知识图谱核心应用。通俗讲解...
  • 知识图谱实战系列(Python版)

    千人学习 2020-08-30 14:39:19
    知识图谱实战系列课程旨在帮助同学们快速掌握知识图谱领域核心技术,基于Python各大开源技术实现知识图谱核心应用。通俗讲解核心技术点及其应用领域,全程实战演示如何构建知识图谱生态中各项核心技术。
  • 2020年最新课程,完整版12章,附源码、数据和课件。知识图谱实战系列课程旨在帮助同学们快速掌握知识图谱领域核心技术,基于Python各大开源技术实现知识图谱核心应用。
  • 张子良知识图谱课件及代码,他这门最好的部分就是文档部分
  • 知识图谱实战案例完全剖析(附完整源码和数据集)Python与Neo4j的集成
  • 知识图谱实战案例完全剖析视频教程,该课程定位:系统学习知识图谱的最佳实践;系统学习:完全覆盖知识建模、图数据库、知识应用和知识获取;实战指引:一套完整的知识建模方法论;案例驱动:结合实际项目案例,驱动...
  • 知识图谱实战

    2020-12-18 10:50:54
    原标题:知识图谱实战知识图谱是近来非常红火的技术,融合网络爬虫,自然语言处理,机器学习,深度学习,图数据库,复杂网络分析等多种热门技术于一身,技术含量密集,在构造语义搜索,问答平台,高智能的人机界面等...

    原标题:知识图谱实战

    知识图谱是近来非常红火的技术,融合网络爬虫,自然语言处理,机器学习,深度学习,图数据库,复杂网络分析等多种热门技术于一身,技术含量密集,在构造语义搜索,问答平台,高智能的人机界面等企业感兴趣的产品方面,价值显而易见,迅速蹿红为当前热点概念。

    学习知识图谱,现在市面上极其缺乏能提现当前技术聚焦点的参考书,只有一些关于“语义网”“知识库”的老旧书籍借着知识图谱的热潮在清库存。这些书大多苦涩难懂,堆砌大量繁复的概念名词术语以掩饰其具体技术内涵的苍白,所关注的焦点也早已过时。行外人不明觉厉,越看越糊涂。本课程通过实战构造有价值的知识图谱,用数据,代码,具体的算法,落地的产品,多方位全面揭示知识图谱的各个方面,使学习者能快速上手,打造自己的知识图谱产品,并复制到一系列典型场景中。同时,精选一大批最前沿的研究资料,使学习者可以循路径入宝山,满载而归。

    本课程是炼数成金关于“知识图谱”的系列课程中的第一门。之后将视情况安排《知识图谱设计》等高端课程,产品课程《基于知识图谱的问答机器人实战》等,及将知识图谱应用于具体行业,像金融,医疗,教育等领域的课程。

    第1课 知识图谱概述,知识图谱是“新瓶装旧酒”吗?知识图谱涉及的IT技术,算法与困难,知识图谱与自然语言处理,深度学习等人工智能主流领域的关系

    第3课 知识图谱存储,图数据库与图查询语言,知识图谱的可视化表示,在“王者荣耀”知识图谱上进行检索

    第5课 知识图谱难点之一:深入探讨关系抽取,基于深度学习的方法

    第6课 知识图谱难点之二:实体消岐

    课程将于2020年10月21日开课,课程持续时间大约为10周

    对知识图谱应用感兴趣者,用到有关技术的设计师,研究者,爱好者,以及希望使用知识图谱提升产品体验的各行各业的有关人员。学习者需要在NLP,机器学习等领域有一定的了解(对于不熟悉这些领域的朋友,可在课前观看老师发放的3-5小时入门视频,掌握基本的NLP技术和深度学习),熟悉python。

    熟悉构建知识图谱的相关技术,最后能自行打造一款具有商业价值的知识图谱

    tigerfish,知名数据库网站ITPUB创始人,知名数据分析网站炼数成金创始人。数据库专家,数据分析专家,有丰富的IT领域、数学领域的知识经验。他将带领他的数据分析团队完成整个授课工作。

    何翠仪,毕业于中山大学统计学专业,炼数成金专职讲师。

    在炼数成金上开设了多门关于数据分析与数据挖掘相关的课程,如《大数据的统计学基础》、《大数据的矩阵基础》《金融时间序列分析》等,也曾到不同的公司开展R语言与数据分析的相关培训。对数据分析有深刻认识,曾与不同领域公司合作,参与到多个数据分析的项目中,如华为、广州地铁等返回搜狐,查看更多

    责任编辑:

    展开全文
  • 知识图谱实战案例完全剖析(附完整源码和数据集)人工智能标记语言AIML基础
  • 知识图谱实战开发案例完全剖析-第1部分----------------主讲:张子良
  • 知识图谱实战例子

    2021-10-19 21:10:49
    当时上知识图谱课程,整理的几个有关知识图谱实战例子。 1.知识图谱简介相关 这是一份通俗易懂的知识图谱技术与应用指南 2.知识图谱相关例子 基于 REfO 的 KBQA 实现及示例 基于Python模块RefO实现的知识库问答...

    当时上知识图谱课程,整理的几个有关知识图谱的实战例子。

    1.知识图谱简介相关
    这是一份通俗易懂的知识图谱技术与应用指南

    2.知识图谱相关例子
    基于 REfO 的 KBQA 实现及示例
    基于Python模块RefO实现的知识库问答初级系统。该问答系统可以解析输入的自然语言文教局生成SPARQL查询,进一步请求后台基于TDB数据库的Apache Jena Fuseki服务,得到结果。

    [Github]知识图谱的应用示例

    基于知识图谱的问答系统(KBQA)

    KBQA简单讲就是将问题带入提前准备好的知识库寻求答案的一种基于知识库的问答系统。该问答系统可以解析输入的自然语言问句,主要运用REFO库的对象正则表达式匹配得到结果,然后利用对应的SPARQL查询语句,请求后台基于TDB知识谱图数据库的服务,最终得到我们想要的结果。

    300行python代码从零开始构建基于知识图谱的电影问答系统-目录

    基于医疗知识图谱的问答系统源码详解

    医疗知识图谱问答系统探究(一)

    基于知识图谱的问答系统1【代码学习系列】【知识图谱】【问答系统】

    基于医疗领域知识图谱的问答系统

    基于医药知识图谱的智能问答系统

    基于知识图谱的问答系统(KBQA)

    基于neo4j知识图谱和规则匹配的肝病问答系统

    展开全文
  • 知识图谱实战开发案例完全剖析-第5部分----------------主讲:张子良
  • 知识图谱实战开发案例完全剖析-第3部分
  • 知识图谱实战案例完全剖析(附完整源码和数据集)语义类型设计
  • 一套完整的知识图谱入门级的完整实战项目,23节课详细讲解,附带有源码,链接永久有效。下载后无需任何密码,如出现链接失效,后台给小幸留言即可。 01.完整项目案例运行演示 02.项目开发环境安装部署 03.项目业务...
  • 《TensorFlow知识图谱实战》京东当当天猫都有发售。item.jd.com/13449804.ht… 大数据时代的到来,为人工智能的飞速发展带来前所未有的数据红利。在大数据的“喂养”下,大量知识不断涌现,如何有效地发掘这些知识...

    《TensorFlow知识图谱实战》京东当当天猫都有发售。文后附有代码、教学视频下载二维码,可用微信扫描下载,配套内容获得作者授权,供个人学习使用,禁止任何形式的商用。

    大数据时代的到来,为人工智能的飞速发展带来前所未有的数据红利。在大数据的“喂养”下,大量知识不断涌现,如何有效地发掘这些知识呢?知识图谱横空出世。本书是一本讲解如何使用TensorFlow 2构建知识图谱的入门教程,引导读者掌握基于深度学习的知识图谱构建概念、理论和方法。

    文后有本书配套源码、数据集、开发环境的下载二维码,可用微信扫描下载,配套内容获得作者授权,供个人学习使用,禁止任何形式的商用。

    本书分为13章:第1章从搭建环境开始,包含TensorFlow CPU 版本和GPU版本的安装,并通过一个知识图谱的例子开始学习;第24章介绍TensorFlow API的使用;第5章是Dataset API,学习使用原生API处理数据的方法;第68章是实战准备部分,介绍了ResNet模型、词嵌入模型、情感分类;第9 10章在“注意力模型”基础上搭建了“编码器模型”;第1113章搭建了知识图谱联合抽取模型,利用本书所学知识实战知识图谱的搭建过程和性能提升方案。

    本书内容详尽、示例丰富,适合作为知识图谱和深度学习读者的参考书,同时也适合开设人工智能专业的大中专院校师生阅读,还可作为高等院校计算机及相关专业教材使用。

    展开全文
  • 知识图谱完整项目实战视频教程,完整版,提供源码下载! 课程特色: 1.完整项目:从需求到实现,贯穿一个项目完整的生命周期; 2.实战指引:始于工程,忠于实战; 3.源码剖析:提供完整的程序源码;
  • 为了加深自己对知识图谱构建的认识,为后续创建贵州旅游知识图谱打下基础,作者深入学习了张宏伦老师的网易云课程(星球系列电影),并结合自己的理解和技术分享了该系列专栏,从数据采集、数据展示、数据分析到知识...
  • 知识图谱实战开发案例完全剖析-第4部分----------------主讲:张子良
  • 知识图谱实战:构建红楼梦知识图谱

    万次阅读 多人点赞 2020-09-14 20:04:12
    视频内容简介,最后可以带大家确实做一个知识图谱 b站课程地址:https://www.bilibili.com/video/BV11k4y1y7A3 补充内容: 允许neo4j数据库后,输入如下地址即可进入数据库:http://localhost:7474/browser/ py2...

    本文为数据集整理以及代码存放,本内容已经录制b站课程,如有需要可以前去观看,建议点赞投币~

    视频内容简介,最后可以带大家确实做一个知识图谱

    b站课程地址:https://www.bilibili.com/video/BV11k4y1y7A3

    补充内容:

    允许neo4j数据库后,输入如下地址即可进入数据库:http://localhost:7474/browser/

    py2neo版本为:4.1

    效果图:

    基础代码:

    from py2neo import Graph,Node,Relationship,NodeMatcher
    import py2neo
    #py2neo、import、neo2j自带的语言
    #账号密码改为自己的即可
    g=Graph('http://localhost:7474',user='neo4j',password='neo4j')
    #g.run('match (n) detach delete n’)
    test_node_1=Node("Person",name="b站one")
    test_node_2=Node("Person",name="b站two")
    test_node_1['age']=18
    test_node_1['sex']='男'
    test_node_2['age']=16
    test_node_2['sex']='女'
    #创建结点
    #g.create(test_node_1)
    #g.create(test_node_2)
    #覆盖式创建结点
    g.merge(test_node_1,"Person","name")
    g.merge(test_node_2,"Person","name")
    friend=Relationship(test_node_1,'friend',test_node_2)
    g.merge(friend,"Person","name")
    matcher=NodeMatcher(g)
    print(matcher.match("Person",name="b站one").first())

    创建知识图谱代码:

    import csv
    import py2neo
    from py2neo import Graph,Node,Relationship,NodeMatcher
    #账号密码改为自己的即可
    g=Graph('http://localhost:7474',user='neo4j',password='neo4j')
    with open('/Users/ren/Desktop/triples.csv','r',encoding='utf-8') as f:
        reader=csv.reader(f)
        for item in reader:
            if reader.line_num==1:
                continue
            print("当前行数:",reader.line_num,"当前内容:",item)
            start_node=Node("Person",name=item[0])
            end_node=Node("Person",name=item[1])
            relation=Relationship(start_node,item[3],end_node)
            g.merge(start_node,"Person","name")
            g.merge(end_node,"Person","name")
            g.merge(relation,"Person","name")
    #以下为neo4j代码,如需代码运行,请放入g.run(...)内运行,将...替换为下列代码
    MATCH (p: Person {name:"贾宝玉"})-[k:丫鬟]-(r)
    return p,k,r
    MATCH (p1:Person {name:"贾宝玉"}),(p2:Person{name:"香菱"}),p=shortestpath((p1)-[*..10]-(p2))
    RETURN p

    由于分享百度网盘链接容易挂,这里直接把数据集放这里了,复制到文本中改成.csv文件即可

    triples.csv:(数据集来源:http://www.openkg.cn/home

    "head","tail","relation","label"
    "贾代善","贾源","son","子"
    "娄氏","贾源","daughter_in_law_of_grandson","重孙媳妇"
    "贾母","贾代善","wife","妻"
    "老姨奶奶","贾代善","concubine","妾"
    "贾敏","贾代善","daughter","女"
    "嫣红","贾赦","concubine","妾"
    "翠云","贾赦","concubine","妾"
    "娇红","贾赦","concubine","妾"
    "贾迎春","贾赦","daughter","女"
    "赵姨娘","贾政","concubine","妾"
    "周姨娘","贾政","concubine","妾"
    "贾珠","贾政","son","子"
    "尤二姐","贾琏","concubine","妾"
    "秋桐","贾琏","concubine","妾"
    "平儿","贾琏","concubine","妾"
    "薛宝衩","贾宝玉","wife","妻"
    "花袭人","贾宝玉","concubine","妾"
    "贾桂","贾宝玉","son","子"
    "贾菌","娄氏","son","子"
    "周秀才","贾巧姐","brother_in_law","姐夫"
    "周财主","周秀才","father","父亲"
    "周妈妈","周秀才","mother","母亲"
    "孙亲太太","孙绍祖","mother","母亲"
    "刑大舅二姐","邢夫人","younger_sister","妹"
    "邢德全","邢夫人","younger_brother","弟"
    "张大老爷","邢夫人","old_relatives","老亲"
    "邢忠","邢夫人","elder_brother","兄"
    "张大老爷之女","张大老爷","daughter","女"
    "刑秞烟","邢忠","daughter","女"
    "李婶","李守中","sister_in_law","弟媳"
    "李婶之弟","李婶","younger_brother","弟"
    "李纹","李婶","daughter","女"
    "甄宝玉","李绮","husband","夫"
    "甄应嘉","甄宝玉祖母","son","子"
    "甄夫人","甄应嘉","wife","妻"
    "大姑娘","甄应嘉","daughter","女"
    "二姑娘","甄应嘉","daughter","女"
    "三姑娘","甄应嘉","daughter","女"
    "袭人之母","袭人","mother","母亲"
    "花自芳","袭人","elder_brother","兄"
    "周琼之子","贾探春","husband","夫"
    "林如海之父","林如海","father","父亲"
    "林如海之祖","林如海","grandfather","祖父"
    "林如海之子","林如海","son","子"
    "李妈","贾巧姐","nurser","乳母"
    "昭儿","贾琏","servant","奴仆"
    "兴儿","贾琏","servant","奴仆"
    "隆儿","贾琏","servant","奴仆"
    "庆儿","贾琏","servant","奴仆"
    "赵嬷嬷","贾琏","nurser","乳母"
    "赵天梁","赵嬷嬷","son","子"
    "赵天栋","赵嬷嬷","son","子"
    "王信","贾琏","servant","奴仆"
    "王信媳妇","贾琏","servant","奴仆"
    "鲍二","贾琏","servant","奴仆"
    "善姐","尤二姐","servant_girl","丫鬟"
    "迎春乳母","贾迎春","nurser","乳母"
    "王住儿媳妇","迎春乳母","daughter_in_law","子媳"
    "绣桔","贾迎春","servant_girl","丫鬟"
    "莲花儿","贾迎春","servant_girl","丫鬟"
    "秦思祺","贾迎春","servant_girl","丫鬟"
    "潘又安","秦思祺","boy_friend","男友"
    "贾琮奶妈","贾琮","nurser","乳母"
    "篆儿","刑秞烟","servant_girl","丫鬟"
    "新进来的奶子","贾兰","nurser","奶妈"
    "素云","李纨","servant_girl","丫鬟"
    "碧月","李纨","servant_girl","丫鬟"
    "抱琴","贾元春","servant_girl","丫鬟"
    "李嬷嬷","贾宝玉","nurser","乳母"
    "赵嬷嬷","贾宝玉","nurser","乳母"
    "张嬷嬷","贾宝玉","nurser","乳母"
    "宋嬷嬷","贾宝玉","servant","奴仆"
    "叶茗烟","贾宝玉","servant","奴仆"
    "锄药","贾宝玉","servant","奴仆"
    "扫红","贾宝玉","servant","奴仆"
    "墨雨","贾宝玉","servant","奴仆"
    "引泉","贾宝玉","servant","奴仆"
    "扫花","贾宝玉","servant","奴仆"
    "挑云","贾宝玉","servant","奴仆"
    "伴鹤","贾宝玉","servant","奴仆"
    "双瑞","贾宝玉","servant","奴仆"
    "双寿","贾宝玉","servant","奴仆"
    "老叶妈","叶茗烟","mother","母亲"
    "李贵","李嬷嬷","son","子"
    "李嬷嬷孙子","贾宝玉","servant","奴仆"
    "王荣","贾宝玉","servant","奴仆"
    "张若锦","贾宝玉","servant","奴仆"
    "赵亦华","贾宝玉","servant","奴仆"
    "周瑞","王夫人","servant","奴仆"
    "周瑞女儿","周瑞","daughter","女"
    "冷子兴","周瑞","son_in_law","女婿"
    "周嫂子的儿子","周瑞","son","子"
    "何三","周瑞","adopted_son","干儿子"
    "白金钏","王夫人","servant_girl","丫鬟"
    "白玉钏","王夫人","servant_girl","丫鬟"
    "彩云","王夫人","servant_girl","丫鬟"
    "彩鸾","王夫人","servant_girl","丫鬟"
    "绣鸾","王夫人","servant_girl","丫鬟"
    "绣凤","王夫人","servant_girl","丫鬟"
    "白老媳妇","白金钏","mother","母亲"
    "白老媳妇","白玉钏","mother","母亲"
    "彩霞之母","彩霞","mother","母亲"
    "小霞","彩霞","younger_sister","妹"
    "小鹊","赵姨娘","servant_girl","丫鬟"
    "小吉祥","赵姨娘","servant_girl","丫鬟"
    "赵国基","赵姨娘","elder_brother","兄"
    "钱槐","赵姨娘","elder_male_cousin","表兄"
    "钱槐","贾环","servant","奴仆"
    "雪雁","林黛玉","servant_girl","丫鬟"
    "王嬷嬷","林黛玉","nurser","乳母"
    "紫鹊","林黛玉","servant_girl","丫鬟"
    "春纤","林黛玉","servant_girl","丫鬟"
    "藕官","林黛玉","servant_girl","丫鬟"
    "赖嬷嬷","赖大","mother","母亲"
    "赖尚荣","赖大","son","子"
    "赖大的女儿","赖大","daughter","女"
    "来旺儿","王熙凤","servant","奴仆"
    "旺儿媳妇","王熙凤","servant_girl","丫鬟"
    "来喜家的","王熙凤","servant","奴仆"
    "丰儿","王熙凤","servant_girl","丫鬟"
    "彩明","王熙凤","servant_girl","丫鬟"
    "林红玉","王熙凤","servant_girl","丫鬟"
    "林之孝","林红玉","father","父亲"
    "王善保","邢夫人","servant","奴仆"
    "费婆子","邢夫人","servant_girl","丫鬟"
    "金鸳鸯","贾母","servant_girl","丫鬟"
    "琥珀","贾母","servant_girl","丫鬟"
    "鹦鹉","贾母","servant_girl","丫鬟"
    "珍珠","贾母","servant_girl","丫鬟"
    "翡翠","贾母","servant_girl","丫鬟"
    "玻璃","贾母","servant_girl","丫鬟"
    "文官","贾母","servant_girl","丫鬟"
    "傻大姐的娘","傻大姐","mother","母亲"
    "金彩","鸳鸯","father","父亲"
    "金文翔","鸳鸯","elder_brother","兄"
    "多官","晴雯","elder_male_cousin","表哥"
    "多浑虫父亲","晴雯","mothers_brother","舅"
    "多姑娘儿","多官","wife","妻"
    "吴贵","晴雯","elder_male_cousin","表兄"
    "花芳官","贾宝玉","servant_girl","丫鬟"
    "媚人","贾宝玉","servant_girl","丫鬟"
    "麝月","贾宝玉","servant_girl","丫鬟"
    "茜雪","贾宝玉","servant_girl","丫鬟"
    "秋纹","贾宝玉","servant_girl","丫鬟"
    "绮霞","贾宝玉","servant_girl","丫鬟"
    "碧痕","贾宝玉","servant_girl","丫鬟"
    "檀云","贾宝玉","servant_girl","丫鬟"
    "四儿","贾宝玉","servant_girl","丫鬟"
    "佳蕙","贾宝玉","servant_girl","丫鬟"
    "坠儿","贾宝玉","servant_girl","丫鬟"
    "紫绡","贾宝玉","servant_girl","丫鬟"
    "良儿","贾宝玉","servant_girl","丫鬟"
    "何春燕","贾宝玉","servant_girl","丫鬟"
    "厨房中的柳家媳妇","柳五儿","mother","母亲"
    "柳二媳妇的妹子","柳五儿","younger_sister","妹"
    "哥嫂侄儿","柳五儿","nephew","侄"
    "侍书","贾探春","servant_girl","丫鬟"
    "翠墨","贾探春","servant_girl","丫鬟"
    "艾官","贾探春","servant_girl","丫鬟"
    "小蝉","贾探春","servant_girl","丫鬟"
    "何婆","何春燕","mother","母亲"
    "何婆","芳官","adopted_mother","干娘"
    "小鸠儿","何春燕","younger_sister","妹"
    "夏婆子","何春燕","maternal_aunt","姨妈"
    "夏婆子","藕官","adopted_mother","干娘"
    "夏婆子","小蝉","grandmother","外祖母"
    "蒋玉菡","贾宝玉","friend","朋友"
    "通判傅试","贾政","pupil","门生"
    "傅秋芳","傅试","younger_sister","妹"
    "太祖皇帝","先皇","father","父亲"
    "太上皇","先皇","son","子"
    "皇太后","太上皇","wife","妻"
    "太妃","太上皇","kings_concubine","嫔妃"
    "皇帝","太上皇","son","子"
    "贾元春","皇帝","imperial_concubine","妃"
    "吴贵妃","皇帝","imperial_concubine","妃"
    "周贵人","皇帝","imperial_concubine","妃"
    "周贵人父亲","周贵人","father","父亲"
    "吴天佑","吴贵妃","father","父亲"
    "戴权","皇帝","minister","臣"
    "夏守忠","皇帝","minister","臣"
    "贾代化","贾演","son","子"
    "焦大","贾演","servant","奴仆"
    "贾敷","贾代化","son","子"
    "贾敬","贾代化","son","子"
    "贾惜春","贾敬","daughter","女"
    "史湘云爷爷","史侯","son","子"
    "史鼐","史湘云爷爷","son","子"
    "史鼎","史湘云爷爷","son","子"
    "湘云母","史湘云爷爷","daughter_in_law","儿媳"
    "史鼎的夫人","史鼎","wife","妻"
    "史湘云","湘云母","daughter","女"
    "卫若兰","史湘云","husband","夫"
    "翠缕","史湘云","servant_girl","丫鬟"
    "葵官","史湘云","servant_girl","丫鬟"
    "周奶妈","史湘云","nurser","乳母"
    "凤姐之祖王夫人之父","王公","son","子"
    "王夫人之大兄凤姐之父","凤姐之祖王夫人之父","son","子"
    "王子腾","凤姐之祖王夫人之父","son","子"
    "王子胜","凤姐之祖王夫人之父","son","子"
    "王夫人","凤姐之祖王夫人之父","daughter","女"
    "薛姨妈","凤姐之祖王夫人之父","daughter","女"
    "王成父","凤姐之祖王夫人之父","nephew","侄"
    "老舅太太","王夫人之大兄凤姐之父","wife","妻"
    "王仁","王夫人之大兄凤姐之父","son","子"
    "王熙凤","王夫人之大兄凤姐之父","daughter","女"
    "王子腾夫人","王子腾","wife","妻"
    "王子腾之女","王子腾","daughter","女"
    "保宁侯之子","王子腾之女","husband","夫"
    "王成","王成父","son","子"
    "王狗儿","王成","son","子"
    "刘氏","王狗儿","wife","妻"
    "王青儿","王狗儿","daughter","女"
    "王板儿","王狗儿","son","子"
    "刘姥姥","刘氏","mother","母亲"
    "宝钗祖父","薛公","son","子"
    "薛公之孙","宝钗祖父","son","子"
    "薛宝琴父","宝钗祖父","son","子"
    "薛姨妈","薛公之孙","wife","妻"
    "薛宝钗","薛公之孙","daughter","女"
    "薛蟠","薛公之孙","son","子"
    "同喜","薛姨妈","servant_girl","丫鬟"
    "同贵","薛姨妈","servant_girl","丫鬟"
    "莺儿","薛宝钗","servant_girl","丫鬟"
    "文杏","薛宝钗","servant_girl","丫鬟"
    "喜儿","薛宝钗","servant_girl","丫鬟"
    "蕊官","薛宝钗","servant_girl","丫鬟"
    "夏金桂","薛蟠","wife","妻"
    "老苍头","薛蟠","meme_ama","乳父"
    "宝蟾","夏金桂","servant_girl","丫鬟"
    "小舍儿","夏金桂","servant_girl","丫鬟"
    "夏奶奶","夏金桂","mother","母亲"
    "夏三","夏奶奶","son","子"
    "臻儿","香菱","servant_girl","丫鬟"
    "薛宝琴母","薛宝琴父","wife","妻"
    "薛蝌","薛宝琴父","son","子"
    "薛宝琴","薛宝琴父","daughter","女"
    "邢岫烟","薛蝌","wife","妻"
    "梅翰林之子","薛宝琴","husband","夫"
    "小螺","薛宝琴","servant_girl","丫鬟"
    "荳官","薛宝琴","servant_girl","丫鬟"
    "梅翰林","梅翰林之子","father","父亲"
    "贾瑞之父","贾代儒","son","子"
    "贾瑞之母","贾瑞之父","wife","妻"
    "贾瑞","贾瑞之父","son","子"
    "贾琼","贾琼之母","son","子"
    "贾四姐","贾琼之母","daughter","女"
    "贾王扁","贾王扁之母","son","子"
    "贾喜鸾","贾王扁之母","daughter","女"
    "贾芸","五嫂子卜氏","son","子"
    "卜世仁","五嫂子卜氏","brother","兄弟"
    "小丫头子","贾芸","servant_girl","丫鬟"
    "倪儿娘子","倪二","wife","妻"
    "倪二女儿","倪二","daughter","女"
    "马贩子王短腿","倪二","friend","友人"
    "卜世仁娘子","卜世仁","wife","妻"
    "卜银姐","卜世仁","daughter","女"
    "王奶奶","卜世仁","neighbour","邻居"
    "卜世仁店里伙计","卜世仁","partner","伙计"
    "贾芹","周氏","son","子"
    "金氏","贾璜","wife","妻"
    "胡氏","金氏","elder_sister_in_law","嫂"
    "金荣","胡氏","son","子"
    "娇杏","贾化","wife","妻"
    "贾雨村子","贾化","son","子"
    "应天府门子","贾化","son","子"
    "张如圭","贾化","friend","友人"
    "王老爷","贾化","friend","友人"
    "天子之妻","应天府门子","wife","妻"
    "东安郡王穆莳拜","东平郡王","son","子"
    "南安王太妃","南安郡王","wife","妻"
    "南安郡王之孙","南安郡王","grandson","孙子"
    "西宁郡王之孙","西宁郡王","grandson","孙子"
    "西宁郡王妃","西宁郡王","wife","妻"
    "北静王太妃","北静郡王","daughter_in_law","儿媳"
    "北静王少妃","水溶","wife","妻"
    "北静郡王长府官","水溶","minister","臣"
    "镇国公诰命","牛清","wife","妻"
    "镇国公诰命长男","牛清","son","子"
    "牛继宗","牛清","grandson","孙子"
    "柳芳","柳彪","grandson","孙子"
    "陈瑞文","陈翼","grandson","孙子"
    "马尚","马魁","grandson","孙子"
    "侯孝康","侯明","grandson","孙子"
    "缮国公诰命","缮国公","wife","妻"
    "石光珠","缮国公","grandson","孙子"
    "蒋子宁","平原侯","grandson","孙子"
    "谢鲸","定城侯","grandson","孙子"
    "戚建辉","襄阳侯","grandson","孙子"
    "裘良","景田侯","grandson","孙子"
    "锦乡侯诰命","锦乡侯","wife","妻"
    "韩奇","锦乡侯","son","子"
    "冯紫英","神武将军冯唐","son","子"
    "锦田侯诰命","马道婆","donor","施主"
    "蕊官","地藏庵的圆心","pupil","徒弟"
    "藕官","圆心","pupil","徒弟"
    "智能儿","净虚","pupil","徒弟"
    "智善","净虚","pupil","徒弟"
    "智通","净虚","pupil","徒弟"
    "于老爷","净虚","donor","施主"
    "胡老爷","净虚","donor","施主"
    "胡老爷太太","净虚","donor","施主"
    "胡老爷公子","净虚","donor","施主"
    "张大财主","净虚","donor","施主"
    "花芳官","智能","pupil","徒弟"
    "张金哥","张大财主","daughter","女"
    "李公子","张金哥","employer","雇主"
    "长安原任守备","李公子","father","父亲"
    "李衙内","长安府府太爷","mothers_brother","小舅子"
    "贾代化","贾演","son","子"
    "焦大","贾演","servant","奴仆"
    "贾敷","贾代化","son","子"
    "贾敬","贾代化","son","子"
    "尤氏","尤老娘","daughter","女"
    "贾蔷","贾演","great_great_grandson","玄孙"
    "龄官","贾蔷","girl_friend","女友"
    "佩凤","贾珍","concubine","妾"
    "偕鸾","贾珍","concubine","妾"
    "文花","贾珍","concubine","妾"
    "茄官","尤氏","servant_girl","丫鬟"
    "银蝶","尤氏","servant_girl","丫鬟"
    "炒豆儿","尤氏","servant_girl","丫鬟"
    "秦可卿","贾蓉","wife","妻"
    "胡氏","贾蓉","step_wife","续弦"
    "许氏","贾蓉","step_wife","续弦"
    "入画","贾惜春","servant_girl","丫鬟"
    "彩屏","贾惜春","servant_girl","丫鬟"
    "彩儿","贾惜春","servant_girl","丫鬟"
    "瑞珠","秦可卿","servant_girl","丫鬟"
    "宝珠","秦可卿","servant_girl","丫鬟"
    "秦钟","秦业","son","子"
    "智能儿","秦钟","girl_friend","女友"
    "净虚","智能儿","master","师父"
    "智善","净虚","pupil","徒弟"
    "智通","净虚","pupil","徒弟"
    "喜儿","贾珍","servant","奴仆"
    "寿儿","贾珍","servant","奴仆"
    "尤三姐","柳湘莲","girl_friend","女友"
    "杏奴","柳湘莲","servant","奴仆"
    "尤二姐","贾琏","concubine","妾"
    "善姐","尤二姐","servant_girl","丫鬟"
    "甄宝玉","李绮","husband","夫"
    "贾演","贾源","elder_brother","兄"
    "贾赦","贾代善","son","子"
    "贾政","贾代善","son","子"
    "贾敏","贾政","younger_sister","妹"
    "邢夫人","贾赦","wife","妻"
    "贾琏","贾赦","son","子"
    "贾琮","贾赦","son","子"
    "王夫人","贾政","wife","妻"
    "贾元春","贾政","daughter","女"
    "贾宝玉","贾政","son","子"
    "贾探春","贾政","daughter","女"
    "贾环","贾政","son","子"
    "王熙凤","贾琏","wife","妻"
    "贾巧姐","贾琏","daughter","女"
    "贾兰","贾珠","son","子"
    "李纨","贾珠","wife","妻"
    "孙绍祖","贾迎春","husband","夫"
    "李守中","李纨","father","父亲"
    "李绮","李婶","daughter","女"
    "甄宝玉","甄应嘉","son","子"
    "林如海","贾敏","husband","夫"
    "林黛玉","林如海","daughter","女"
    "王嬷嬷","贾宝玉","nurser","乳母"
    "彩霞","王夫人","servant_girl","丫鬟"
    "傻大姐","贾母","servant_girl","丫鬟"
    "晴雯","贾宝玉","servant_girl","丫鬟"
    "篆儿","贾宝玉","servant_girl","丫鬟"
    "柳五儿","贾宝玉","servant_girl","丫鬟"
    "贾珍","贾敬","son","子"
    "贾母","史侯","daughter","女"
    "香菱","薛蟠","concubine","妾"
    "倪二","贾芸","friend","友人"
    "水溶","北静郡王","grandson","孙子"
    "尤氏","贾珍","wife","妻"
    "尤二姐","尤老娘","daughter","女"
    "尤三姐","尤老娘","daughter","女"
    "贾蓉","贾珍","son","子"
    "秦可卿","秦业","daughter","女"
    

     

    展开全文
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