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目錄

前言

neo4j基礎(chǔ)知識

Pycharm及代碼實(shí)現(xiàn)

?py2neo

?數(shù)據(jù)集獲取

代碼介紹

前言

Python實(shí)驗(yàn)課時，老師提到用知識圖譜構(gòu)建紅樓夢的人物關(guān)系圖，所以課后根據(jù)視頻和博客的學(xué)習(xí)，初嘗試用neo4j進(jìn)行構(gòu)建，也在學(xué)習(xí)如何用Python直接進(jìn)行手撕關(guān)系圖并可視化，但是目前效果不佳，后續(xù)構(gòu)建好繼續(xù)分享在專欄。

neo4j基礎(chǔ)知識

neo4j.com進(jìn)行數(shù)據(jù)庫下載安裝

使用命令行輸入

neo4j.bat console

?找到localhost:7474，復(fù)制到瀏覽器進(jìn)行登錄，初始用戶名和密碼均為neo4j

其實(shí)在最頂端的窗口可以直接進(jìn)行圖譜的搭建，但由于本文是實(shí)現(xiàn)?Python進(jìn)行構(gòu)建，所以不在此進(jìn)行贅述。

Pycharm及代碼實(shí)現(xiàn)

?py2neo

neo4j提供python接口，可以使用py2neo庫通過python操作neo4j數(shù)據(jù)庫，py2neo安裝較為簡單，僅需要使用pip install方式進(jìn)行安裝。使用如下命令：

pip install py2neo

?安裝完后進(jìn)行測試：

from py2neo import Graph, Node, Relationship

def connect_database(username, password, dbname):
    graph_db = Graph("http://localhost:7474", name=dbname, auth=(username, password))
    return graph_db
    
if __name__ == '__main__':
    graph = connect_database("neo4j", "password", "neo4j")

?數(shù)據(jù)集獲取

?將以下內(nèi)容復(fù)制到txt文件中，再改為csv文件

?文章來源地址http://www.zghlxwxcb.cn/news/detail-851376.html

"head","tail","relation","label"
"賈代善","賈源","son","子"
"婁氏","賈源","daughter_in_law_of_grandson","重孫媳婦"
"賈母","賈代善","wife","妻"
"老姨奶奶","賈代善","concubine","妾"
"賈敏","賈代善","daughter","女"
"嫣紅","賈赦","concubine","妾"
"翠云","賈赦","concubine","妾"
"嬌紅","賈赦","concubine","妾"
"賈迎春","賈赦","daughter","女"
"趙姨娘","賈政","concubine","妾"
"周姨娘","賈政","concubine","妾"
"賈珠","賈政","son","子"
"尤二姐","賈璉","concubine","妾"
"秋桐","賈璉","concubine","妾"
"平兒","賈璉","concubine","妾"
"薛寶衩","賈寶玉","wife","妻"
"花襲人","賈寶玉","concubine","妾"
"賈桂","賈寶玉","son","子"
"賈菌","婁氏","son","子"
"周秀才","賈巧姐","brother_in_law","姐夫"
"周財(cái)主","周秀才","father","父親"
"周媽媽","周秀才","mother","母親"
"孫親太太","孫紹祖","mother","母親"
"刑大舅二姐","邢夫人","younger_sister","妹"
"邢德全","邢夫人","younger_brother","弟"
"張大老爺","邢夫人","old_relatives","老親"
"邢忠","邢夫人","elder_brother","兄"
"張大老爺之女","張大老爺","daughter","女"
"刑秞煙","邢忠","daughter","女"
"李嬸","李守中","sister_in_law","弟媳"
"李嬸之弟","李嬸","younger_brother","弟"
"李紋","李嬸","daughter","女"
"甄寶玉","李綺","husband","夫"
"甄應(yīng)嘉","甄寶玉祖母","son","子"
"甄夫人","甄應(yīng)嘉","wife","妻"
"大姑娘","甄應(yīng)嘉","daughter","女"
"二姑娘","甄應(yīng)嘉","daughter","女"
"三姑娘","甄應(yīng)嘉","daughter","女"
"襲人之母","襲人","mother","母親"
"花自芳","襲人","elder_brother","兄"
"周瓊之子","賈探春","husband","夫"
"林如海之父","林如海","father","父親"
"林如海之祖","林如海","grandfather","祖父"
"林如海之子","林如海","son","子"
"李媽","賈巧姐","nurser","乳母"
"昭兒","賈璉","servant","奴仆"
"興兒","賈璉","servant","奴仆"
"隆兒","賈璉","servant","奴仆"
"慶兒","賈璉","servant","奴仆"
"趙嬤嬤","賈璉","nurser","乳母"
"趙天梁","趙嬤嬤","son","子"
"趙天棟","趙嬤嬤","son","子"
"王信","賈璉","servant","奴仆"
"王信媳婦","賈璉","servant","奴仆"
"鮑二","賈璉","servant","奴仆"
"善姐","尤二姐","servant_girl","丫鬟"
"迎春乳母","賈迎春","nurser","乳母"
"王住兒媳婦","迎春乳母","daughter_in_law","子媳"
"繡桔","賈迎春","servant_girl","丫鬟"
"蓮花兒","賈迎春","servant_girl","丫鬟"
"秦思祺","賈迎春","servant_girl","丫鬟"
"潘又安","秦思祺","boy_friend","男友"
"賈琮奶媽","賈琮","nurser","乳母"
"篆兒","刑秞煙","servant_girl","丫鬟"
"新進(jìn)來的奶子","賈蘭","nurser","奶媽"
"素云","李紈","servant_girl","丫鬟"
"碧月","李紈","servant_girl","丫鬟"
"抱琴","賈元春","servant_girl","丫鬟"
"李嬤嬤","賈寶玉","nurser","乳母"
"趙嬤嬤","賈寶玉","nurser","乳母"
"張嬤嬤","賈寶玉","nurser","乳母"
"宋嬤嬤","賈寶玉","servant","奴仆"
"葉茗煙","賈寶玉","servant","奴仆"
"鋤藥","賈寶玉","servant","奴仆"
"掃紅","賈寶玉","servant","奴仆"
"墨雨","賈寶玉","servant","奴仆"
"引泉","賈寶玉","servant","奴仆"
"掃花","賈寶玉","servant","奴仆"
"挑云","賈寶玉","servant","奴仆"
"伴鶴","賈寶玉","servant","奴仆"
"雙瑞","賈寶玉","servant","奴仆"
"雙壽","賈寶玉","servant","奴仆"
"老葉媽","葉茗煙","mother","母親"
"李貴","李嬤嬤","son","子"
"李嬤嬤孫子","賈寶玉","servant","奴仆"
"王榮","賈寶玉","servant","奴仆"
"張若錦","賈寶玉","servant","奴仆"
"趙亦華","賈寶玉","servant","奴仆"
"周瑞","王夫人","servant","奴仆"
"周瑞女兒","周瑞","daughter","女"
"冷子興","周瑞","son_in_law","女婿"
"周嫂子的兒子","周瑞","son","子"
"何三","周瑞","adopted_son","干兒子"
"白金釧","王夫人","servant_girl","丫鬟"
"白玉釧","王夫人","servant_girl","丫鬟"
"彩云","王夫人","servant_girl","丫鬟"
"彩鸞","王夫人","servant_girl","丫鬟"
"繡鸞","王夫人","servant_girl","丫鬟"
"繡鳳","王夫人","servant_girl","丫鬟"
"白老媳婦","白金釧","mother","母親"
"白老媳婦","白玉釧","mother","母親"
"彩霞之母","彩霞","mother","母親"
"小霞","彩霞","younger_sister","妹"
"小鵲","趙姨娘","servant_girl","丫鬟"
"小吉祥","趙姨娘","servant_girl","丫鬟"
"趙國基","趙姨娘","elder_brother","兄"
"錢槐","趙姨娘","elder_male_cousin","表兄"
"錢槐","賈環(huán)","servant","奴仆"
"雪雁","林黛玉","servant_girl","丫鬟"
"王嬤嬤","林黛玉","nurser","乳母"
"紫鵲","林黛玉","servant_girl","丫鬟"
"春纖","林黛玉","servant_girl","丫鬟"
"藕官","林黛玉","servant_girl","丫鬟"
"賴嬤嬤","賴大","mother","母親"
"賴尚榮","賴大","son","子"
"賴大的女兒","賴大","daughter","女"
"來旺兒","王熙鳳","servant","奴仆"
"旺兒媳婦","王熙鳳","servant_girl","丫鬟"
"來喜家的","王熙鳳","servant","奴仆"
"豐兒","王熙鳳","servant_girl","丫鬟"
"彩明","王熙鳳","servant_girl","丫鬟"
"林紅玉","王熙鳳","servant_girl","丫鬟"
"林之孝","林紅玉","father","父親"
"王善保","邢夫人","servant","奴仆"
"費(fèi)婆子","邢夫人","servant_girl","丫鬟"
"金鴛鴦","賈母","servant_girl","丫鬟"
"琥珀","賈母","servant_girl","丫鬟"
"鸚鵡","賈母","servant_girl","丫鬟"
"珍珠","賈母","servant_girl","丫鬟"
"翡翠","賈母","servant_girl","丫鬟"
"玻璃","賈母","servant_girl","丫鬟"
"文官","賈母","servant_girl","丫鬟"
"傻大姐的娘","傻大姐","mother","母親"
"金彩","鴛鴦","father","父親"
"金文翔","鴛鴦","elder_brother","兄"
"多官","晴雯","elder_male_cousin","表哥"
"多渾蟲父親","晴雯","mothers_brother","舅"
"多姑娘兒","多官","wife","妻"
"吳貴","晴雯","elder_male_cousin","表兄"
"花芳官","賈寶玉","servant_girl","丫鬟"
"媚人","賈寶玉","servant_girl","丫鬟"
"麝月","賈寶玉","servant_girl","丫鬟"
"茜雪","賈寶玉","servant_girl","丫鬟"
"秋紋","賈寶玉","servant_girl","丫鬟"
"綺霞","賈寶玉","servant_girl","丫鬟"
"碧痕","賈寶玉","servant_girl","丫鬟"
"檀云","賈寶玉","servant_girl","丫鬟"
"四兒","賈寶玉","servant_girl","丫鬟"
"佳蕙","賈寶玉","servant_girl","丫鬟"
"墜兒","賈寶玉","servant_girl","丫鬟"
"紫綃","賈寶玉","servant_girl","丫鬟"
"良兒","賈寶玉","servant_girl","丫鬟"
"何春燕","賈寶玉","servant_girl","丫鬟"
"廚房中的柳家媳婦","柳五兒","mother","母親"
"柳二媳婦的妹子","柳五兒","younger_sister","妹"
"哥嫂侄兒","柳五兒","nephew","侄"
"侍書","賈探春","servant_girl","丫鬟"
"翠墨","賈探春","servant_girl","丫鬟"
"艾官","賈探春","servant_girl","丫鬟"
"小蟬","賈探春","servant_girl","丫鬟"
"何婆","何春燕","mother","母親"
"何婆","芳官","adopted_mother","干娘"
"小鳩兒","何春燕","younger_sister","妹"
"夏婆子","何春燕","maternal_aunt","姨媽"
"夏婆子","藕官","adopted_mother","干娘"
"夏婆子","小蟬","grandmother","外祖母"
"蔣玉菡","賈寶玉","friend","朋友"
"通判傅試","賈政","pupil","門生"
"傅秋芳","傅試","younger_sister","妹"
"太祖皇帝","先皇","father","父親"
"太上皇","先皇","son","子"
"皇太后","太上皇","wife","妻"
"太妃","太上皇","kings_concubine","嬪妃"
"皇帝","太上皇","son","子"
"賈元春","皇帝","imperial_concubine","妃"
"吳貴妃","皇帝","imperial_concubine","妃"
"周貴人","皇帝","imperial_concubine","妃"
"周貴人父親","周貴人","father","父親"
"吳天佑","吳貴妃","father","父親"
"戴權(quán)","皇帝","minister","臣"
"夏守忠","皇帝","minister","臣"
"賈代化","賈演","son","子"
"焦大","賈演","servant","奴仆"
"賈敷","賈代化","son","子"
"賈敬","賈代化","son","子"
"賈惜春","賈敬","daughter","女"
"史湘云爺爺","史侯","son","子"
"史鼐","史湘云爺爺","son","子"
"史鼎","史湘云爺爺","son","子"
"湘云母","史湘云爺爺","daughter_in_law","兒媳"
"史鼎的夫人","史鼎","wife","妻"
"史湘云","湘云母","daughter","女"
"衛(wèi)若蘭","史湘云","husband","夫"
"翠縷","史湘云","servant_girl","丫鬟"
"葵官","史湘云","servant_girl","丫鬟"
"周奶媽","史湘云","nurser","乳母"
"鳳姐之祖王夫人之父","王公","son","子"
"王夫人之大兄鳳姐之父","鳳姐之祖王夫人之父","son","子"
"王子騰","鳳姐之祖王夫人之父","son","子"
"王子勝","鳳姐之祖王夫人之父","son","子"
"王夫人","鳳姐之祖王夫人之父","daughter","女"
"薛姨媽","鳳姐之祖王夫人之父","daughter","女"
"王成父","鳳姐之祖王夫人之父","nephew","侄"
"老舅太太","王夫人之大兄鳳姐之父","wife","妻"
"王仁","王夫人之大兄鳳姐之父","son","子"
"王熙鳳","王夫人之大兄鳳姐之父","daughter","女"
"王子騰夫人","王子騰","wife","妻"
"王子騰之女","王子騰","daughter","女"
"保寧侯之子","王子騰之女","husband","夫"
"王成","王成父","son","子"
"王狗兒","王成","son","子"
"劉氏","王狗兒","wife","妻"
"王青兒","王狗兒","daughter","女"
"王板兒","王狗兒","son","子"
"劉姥姥","劉氏","mother","母親"
"寶釵祖父","薛公","son","子"
"薛公之孫","寶釵祖父","son","子"
"薛寶琴父","寶釵祖父","son","子"
"薛姨媽","薛公之孫","wife","妻"
"薛寶釵","薛公之孫","daughter","女"
"薛蟠","薛公之孫","son","子"
"同喜","薛姨媽","servant_girl","丫鬟"
"同貴","薛姨媽","servant_girl","丫鬟"
"鶯兒","薛寶釵","servant_girl","丫鬟"
"文杏","薛寶釵","servant_girl","丫鬟"
"喜兒","薛寶釵","servant_girl","丫鬟"
"蕊官","薛寶釵","servant_girl","丫鬟"
"夏金桂","薛蟠","wife","妻"
"老蒼頭","薛蟠","meme_ama","乳父"
"寶蟾","夏金桂","servant_girl","丫鬟"
"小舍兒","夏金桂","servant_girl","丫鬟"
"夏奶奶","夏金桂","mother","母親"
"夏三","夏奶奶","son","子"
"臻兒","香菱","servant_girl","丫鬟"
"薛寶琴母","薛寶琴父","wife","妻"
"薛蝌","薛寶琴父","son","子"
"薛寶琴","薛寶琴父","daughter","女"
"邢岫煙","薛蝌","wife","妻"
"梅翰林之子","薛寶琴","husband","夫"
"小螺","薛寶琴","servant_girl","丫鬟"
"荳官","薛寶琴","servant_girl","丫鬟"
"梅翰林","梅翰林之子","father","父親"
"賈瑞之父","賈代儒","son","子"
"賈瑞之母","賈瑞之父","wife","妻"
"賈瑞","賈瑞之父","son","子"
"賈瓊","賈瓊之母","son","子"
"賈四姐","賈瓊之母","daughter","女"
"賈王扁","賈王扁之母","son","子"
"賈喜鸞","賈王扁之母","daughter","女"
"賈蕓","五嫂子卜氏","son","子"
"卜世仁","五嫂子卜氏","brother","兄弟"
"小丫頭子","賈蕓","servant_girl","丫鬟"
"倪兒娘子","倪二","wife","妻"
"倪二女兒","倪二","daughter","女"
"馬販子王短腿","倪二","friend","友人"
"卜世仁娘子","卜世仁","wife","妻"
"卜銀姐","卜世仁","daughter","女"
"王奶奶","卜世仁","neighbour","鄰居"
"卜世仁店里伙計(jì)","卜世仁","partner","伙計(jì)"
"賈芹","周氏","son","子"
"金氏","賈璜","wife","妻"
"胡氏","金氏","elder_sister_in_law","嫂"
"金榮","胡氏","son","子"
"嬌杏","賈化","wife","妻"
"賈雨村子","賈化","son","子"
"應(yīng)天府門子","賈化","son","子"
"張如圭","賈化","friend","友人"
"王老爺","賈化","friend","友人"
"天子之妻","應(yīng)天府門子","wife","妻"
"東安郡王穆蒔拜","東平郡王","son","子"
"南安王太妃","南安郡王","wife","妻"
"南安郡王之孫","南安郡王","grandson","孫子"
"西寧郡王之孫","西寧郡王","grandson","孫子"
"西寧郡王妃","西寧郡王","wife","妻"
"北靜王太妃","北靜郡王","daughter_in_law","兒媳"
"北靜王少妃","水溶","wife","妻"
"北靜郡王長府官","水溶","minister","臣"
"鎮(zhèn)國公誥命","牛清","wife","妻"
"鎮(zhèn)國公誥命長男","牛清","son","子"
"牛繼宗","牛清","grandson","孫子"
"柳芳","柳彪","grandson","孫子"
"陳瑞文","陳翼","grandson","孫子"
"馬尚","馬魁","grandson","孫子"
"侯孝康","侯明","grandson","孫子"
"繕國公誥命","繕國公","wife","妻"
"石光珠","繕國公","grandson","孫子"
"蔣子寧","平原侯","grandson","孫子"
"謝鯨","定城侯","grandson","孫子"
"戚建輝","襄陽侯","grandson","孫子"
"裘良","景田侯","grandson","孫子"
"錦鄉(xiāng)侯誥命","錦鄉(xiāng)侯","wife","妻"
"韓奇","錦鄉(xiāng)侯","son","子"
"馮紫英","神武將軍馮唐","son","子"
"錦田侯誥命","馬道婆","donor","施主"
"蕊官","地藏庵的圓心","pupil","徒弟"
"藕官","圓心","pupil","徒弟"
"智能兒","凈虛","pupil","徒弟"
"智善","凈虛","pupil","徒弟"
"智通","凈虛","pupil","徒弟"
"于老爺","凈虛","donor","施主"
"胡老爺","凈虛","donor","施主"
"胡老爺太太","凈虛","donor","施主"
"胡老爺公子","凈虛","donor","施主"
"張大財(cái)主","凈虛","donor","施主"
"花芳官","智能","pupil","徒弟"
"張金哥","張大財(cái)主","daughter","女"
"李公子","張金哥","employer","雇主"
"長安原任守備","李公子","father","父親"
"李衙內(nèi)","長安府府太爺","mothers_brother","小舅子"
"賈代化","賈演","son","子"
"焦大","賈演","servant","奴仆"
"賈敷","賈代化","son","子"
"賈敬","賈代化","son","子"
"尤氏","尤老娘","daughter","女"
"賈薔","賈演","great_great_grandson","玄孫"
"齡官","賈薔","girl_friend","女友"
"佩鳳","賈珍","concubine","妾"
"偕鸞","賈珍","concubine","妾"
"文花","賈珍","concubine","妾"
"茄官","尤氏","servant_girl","丫鬟"
"銀蝶","尤氏","servant_girl","丫鬟"
"炒豆兒","尤氏","servant_girl","丫鬟"
"秦可卿","賈蓉","wife","妻"
"胡氏","賈蓉","step_wife","續(xù)弦"
"許氏","賈蓉","step_wife","續(xù)弦"
"入畫","賈惜春","servant_girl","丫鬟"
"彩屏","賈惜春","servant_girl","丫鬟"
"彩兒","賈惜春","servant_girl","丫鬟"
"瑞珠","秦可卿","servant_girl","丫鬟"
"寶珠","秦可卿","servant_girl","丫鬟"
"秦鐘","秦業(yè)","son","子"
"智能兒","秦鐘","girl_friend","女友"
"凈虛","智能兒","master","師父"
"智善","凈虛","pupil","徒弟"
"智通","凈虛","pupil","徒弟"
"喜兒","賈珍","servant","奴仆"
"壽兒","賈珍","servant","奴仆"
"尤三姐","柳湘蓮","girl_friend","女友"
"杏奴","柳湘蓮","servant","奴仆"
"尤二姐","賈璉","concubine","妾"
"善姐","尤二姐","servant_girl","丫鬟"
"甄寶玉","李綺","husband","夫"
"賈演","賈源","elder_brother","兄"
"賈赦","賈代善","son","子"
"賈政","賈代善","son","子"
"賈敏","賈政","younger_sister","妹"
"邢夫人","賈赦","wife","妻"
"賈璉","賈赦","son","子"
"賈琮","賈赦","son","子"
"王夫人","賈政","wife","妻"
"賈元春","賈政","daughter","女"
"賈寶玉","賈政","son","子"
"賈探春","賈政","daughter","女"
"賈環(huán)","賈政","son","子"
"王熙鳳","賈璉","wife","妻"
"賈巧姐","賈璉","daughter","女"
"賈蘭","賈珠","son","子"
"李紈","賈珠","wife","妻"
"孫紹祖","賈迎春","husband","夫"
"李守中","李紈","father","父親"
"李綺","李嬸","daughter","女"
"甄寶玉","甄應(yīng)嘉","son","子"
"林如海","賈敏","husband","夫"
"林黛玉","林如海","daughter","女"
"王嬤嬤","賈寶玉","nurser","乳母"
"彩霞","王夫人","servant_girl","丫鬟"
"傻大姐","賈母","servant_girl","丫鬟"
"晴雯","賈寶玉","servant_girl","丫鬟"
"篆兒","賈寶玉","servant_girl","丫鬟"
"柳五兒","賈寶玉","servant_girl","丫鬟"
"賈珍","賈敬","son","子"
"賈母","史侯","daughter","女"
"香菱","薛蟠","concubine","妾"
"倪二","賈蕓","friend","友人"
"水溶","北靜郡王","grandson","孫子"
"尤氏","賈珍","wife","妻"
"尤二姐","尤老娘","daughter","女"
"尤三姐","尤老娘","daughter","女"
"賈蓉","賈珍","son","子"
"秦可卿","秦業(yè)","daughter","女"

代碼介紹

由于大部分代碼都進(jìn)行了注釋，所以大家可以直接拷貝代碼進(jìn)行學(xué)習(xí)，在此不贅述代碼作用

import csv
from py2neo import Graph, Node, Relationship

# 創(chuàng)建與 Neo4j 數(shù)據(jù)庫的連接
g = Graph('http://localhost:7474', user='neo4j', password='neo4j123..', name="neo4j")

# 打開 CSV 文件
with open('HongLou.csv', 'r', encoding='utf-8') as f:
    # 創(chuàng)建一個 CSV 讀取器
    reader = csv.reader(f)
    # 遍歷 CSV 文件中的每一行
    for item in reader:
        # 跳過標(biāo)題行，因?yàn)閺牡诙虚_始才是人物信息
        if reader.line_num == 1:
            continue
        # 打印當(dāng)前行號和內(nèi)容
        print("當(dāng)前行數(shù)：", reader.line_num, "當(dāng)前內(nèi)容：", item)

        # 使用 CSV 中的值創(chuàng)建起始節(jié)點(diǎn)和結(jié)束節(jié)點(diǎn)，節(jié)點(diǎn)標(biāo)簽為 'Person'，名稱屬性來自 CSV
        start_node = Node("Person", name=item[0])
        end_node = Node("Person", name=item[1])

        # 使用 CSV 中的值創(chuàng)建起始節(jié)點(diǎn)和結(jié)束節(jié)點(diǎn)之間的關(guān)系，關(guān)系類型為 CSV 中的值
        relation = Relationship(start_node, item[3], end_node)

        # 將起始節(jié)點(diǎn)和結(jié)束節(jié)點(diǎn)合并到圖中，使用節(jié)點(diǎn)標(biāo)簽 'Person' 和名稱屬性進(jìn)行匹配
        g.merge(start_node, "Person", "name")
        g.merge(end_node, "Person", "name")
        # 將關(guān)系合并到圖中，使用節(jié)點(diǎn)標(biāo)簽 'Person' 和名稱屬性進(jìn)行匹配
        g.merge(relation, "Person", "name")

?最后回到我們的neo4j中就能看到關(guān)系圖譜啦

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