知识图谱实战：构建红楼梦知识图谱 |
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知识图谱实战：构建红楼梦知识图谱
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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"
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