倒排索引小实验

今天下午因为要完成一个信息检索的结课论文。整整写了一下午的程序。不过还好,都是用python写的。

倒排索引这个东西,在半天之前对于我来说,还是一个很陌生的东西。用一个下午的时间。自己简单的完成了一个小实验。搜索引擎中检索文件的过程大自是这样子, 根据关键字,从数据库中寻找包含相应的关键字的文档.正常的思维就是文档ID,key1,key2,key3……,当需要检索包含一个关键字的文档的时候,需要对各个文档遍历一遍, 然后找出包含需要查询的关键字的文档ID,根据关键字的重要度排序找到的文档。这样的检索方法,需要遍历所有的文档。然而倒排文件是以关键字作为索引,文档作为目标。 当然还可以加进去关键字在文档中的位置。这样子设计索引之后,每次检索关键字的文档的时候,只要找到相应的关键字索引就可以了。

自己用python脚本在点点网上抓下了100多篇博客。主要都是文字比较多的文章

pages

抓取网页的程序很简单,一个脚本使用HTMLParser分析网页,获得url,另一个脚本使用urllib.urlopen下载网页。中间用了一个redis的队列。用来存储需要抓取的页面的url。 本来想使用gevent多协程来抓取网页的,但是总是出现time out。于是就是单线程抓取。不过对于100多张网页也是足够了。其实写文件的文件名使用了url.split('/')[-]] 作为文件名。

接下来是对这些文档提取关键字。这里面我用了jieba模块。这是一个python的中文分词模块。可以实现中文分词,同时也可以提取一个网页中频率top K的关键词, 这里我就使用它的提取关键字的功能,提取一个网页中的前50个关键词。但是在这里有一点点问题,因为它的分词功能里面没有区别中文和因为的功能。另外我是对整个html 页面进行分词提取,中间会有很多html单词以及js单词。于是我就在提取关键词之后,进行过滤,把不是中文的关键词给过滤掉。这样的做法对于关键词提取的准确性有一定的影响。 下面是我对每个网页提取的关键词。

40040509585  :顽汾,革瓦,蹈亥彤,谩蚕,讽诂,蠢匐,薛醮,脸空,翻思,缠颊,绚俄,続饵,糜髯,睦粕,盲徕,狙庙,煽诣,泷泱,泊汽,沟吉,汇俪,楚菱,核烈,柜昏,杜炷,杉痪,斐午,捂萨,戒奎,愠饰,惟莉,悠悛,张沛,岿秆,害卺,坤秘,坏燥,哺汝,
40040895785  :鲸释,评荏,肿穴,稚右,睦蜍,熨属,深覆,派网,沮敬,汇榛,映兴,愉颅,建丰,印饷,
40040263110  :女子,姐姐,女人,或许,身材,自己,我会,
40030968649  :暗夜,青春,希望,身外,然而,空虚,没有,虚妄,逝去,渺茫,漂渺,僵坠,事么,
40032573927  :扯淡,真相,我们,语用,智能,法兰克福,设计,定义,可能,撒谎,或者,詹森,语言,而且,以及,漠视,一个,他们,试图,科学,看上去,关于,比如,现代性,这种,语义,语义学,某些,创世,对于,不是,如果,但是,
40032024132  :诗歌,诗人,写作,读者,散文,世界,想象,语言,青春,一种,小说,不是,最好,运算,美要,命名,一首,就是,一个,生命,放逐,自己,需要,
40029903503  :高三,不会,高考,木玛,戴花,我要,地问,
40040829291  :孩子,一个,人生,幸福,无为,自己,
40032815927  :低腰裤,裸露,性感,只露,赫利,暴露,大腿,女人,身体,有限,露得,越来越,乳沟,衣服,我们,女明星,露出,裤子,同性,自信,完美,露给,
40040053458  :阏鹋,辗秩,舢铃,米瘁,玎礴,炒章,捐咛,孟肾,剽满,
40029895254  :罗汉,屋上,
40030313293  :翻脸,爱人,何故,不理,
40040108327  :梦想,
40029297795  :风筝,风轮,严冬,久经,宽恕,坠着,地站,
40038229975  :风穿,防腊,闯冲,铨娩,迁挥,课愧,虚艟,蓄垃,艰钹,肚窄,筵蛟,渔疯,汽凊,槐蹬,枪坚,李议,政绡,撂冻,度条,嬷环,吲锑量,吩竿,
40040410404  :震榨,隗貅,邢浅,适斓,还皂,详探,诡谨,羽念,绯衔,禚酃,獠底,焰疱,澎噤,潜壤,渴实,桧鹤,框颤,枪浮,嗥楣,卫鳟,依晔,仨离,
40039880650  :英国文学,装逼,莎士比亚,
40039099051  :奶奶,海棠树,文字,史铁生,
40040329282  :超障,谰兰,训颌,螳蚶,荆蘩,花梁,缺艺,稍惨,眺悝,盈全,炭鸟,渐秸,浸审,拯瞻,往悲,婷激,勉壳,乏嚷,
40040756168  :心事,
40041252970  :陛颎,锲哉,锦芷,金叭,部麒,荥聪,羅堑,珙吻,状攒,炎荷,汪痛,怨鼓,妙噜,困铟,喜安,刘峄,兹熙,
40040896159  :透歧,训炖,螽安,萝寐匹,缢嗦,绰蚀,琬莱,沮馍,歙药,棉较,挨硝,怂抚,巡霏,前摸,冼铠,冼钥,
40029936609  :写作,自己,动心忍性,追梦,朋友,时候,一个,梦想,画画,行走,北京,生活,十年,开始,绘画,行拂乱,其身,
40041445185  :麋城,闵袅,逮坨,蚩倡,萌砒,荧成,脾膦,羁伙,皲衫,涎儒,抄姨,姻埏,伬叛,亘责,
40039169003  :鸡逢,髭召,驶应,
40041102123  :低语,
40030196442  :李小良,电影,朋友,碟片,梦想,一个,北京,大包,镜头,老板,男人,盗版碟,纪录片,这个,群众演员,有些,拍摄,扎根,没有,片里,地看,
40041966382  :我要,爱来,我爱,全身心,迎接,他们,今天,
40039170031  :缴哝,红模,祁珖,电鼹,构月,愧单,怏腺,巨悌,尼宣,央信,
40038925671  :魄京蜍,颧稀,钻埠,遥洁,谎恬,规噻,葱舷,穿啬,禚跨,砬贽,瑰缓,瑞演,牵禾,炎枉,浑诂,歙鬓,果飚,撑舱,恙征,彷翥,幼擒,导刊,宝奶,叮忧,变罢,厢蛛,
40040878032  :须暑,隋惋,逐昴,越异,讹徽,衬洫,羽邃,羰亵,碟烨,操挫,拓酞,抑艘,慕商,意娲,弊肪,导袛,孰叟,伛畅,书粟,
40040315051  :时候,一代人,你们,青春,一代,我们,房子,一个,
40041847339  :布雷,尼采,乐美,心书,贝莎,
40040136238  :锻阪,轴地,褶鍪,菩穑,获跳,范羚,芹屹,芬猗,腹馁,纤杞,砖唣,皱潇,泼伤,晏役,手颉,徳轲,彻唬,彻世荡,巧摇,婆淤,姊鞅,囚邹,喷议,主屺乐,
40041355516  :魅垛,颉布,雅蜡,降店,镂戚,鄯挫,趋艺,见瘩,要扬,蚀己,致陌,胼酋,羽菟,羧央,纤浛狂,篇弟,痊晃,珠辘,滦泻,溥烁,洒迟,水嘀犬,橄醺,椰铵,根署,枝争,束肯,摸礴,愚照,愈绎,悖醐,引饽,夏寶,坏均,土沉,嘱龀,
40030802233  :骆驼,铃铛,骆驼队,童年,冬阳,它们,爸爸,旧事,咀嚼,城南,麻袋,
40039035935  :诗吟,从旧,
40040944804  :馍且,飘叔,韶蓓,酵租,邸练,赠滓,贲片,谛宜,艰曙,粉惚,砾珈,痿沼,痕囿,疗龚,猕姨,烫蹰,沥筛,歙讳,桤祥,枣症,政猾,惴助,岛雏,官奏,它刑,妖丘,嘹枰,剧倦,关菀,依庆,享蓮,
40030836031  :墓碣,本味,
40041538484  :酵陉,邙俘,逻蒙,蹩帮,试姫,蜀知,纪犟,纠偬,类馍,睾魏,浆霆,洗褥,氛求,抛橘,户辙,彷婧,废獒,崔芷,图因,商烫,伤罚,
40030599600  :北京,生活,北大,万柳,时间,二十五岁,徐则,文学奖,很多,看书,事情,未名湖,金光闪闪,写作,什么,地想,
40029427050  :没有,死掉,他们,知道,马蚁,明板,我想,
40030212922  :立论,遭打,
40039842613  :黯鲫,魅磲,韦抵,降检,磷忑,琅尼,沉卦,汲送,拚汐,夕邹,呋琪,匪酸,剩铀,
40030030720  :之境,之词,白石,境界,梦窗,故能,余谓,东坡,美成,北宋,词人,阅世,词中,花间,永叔,之病,正中,西风,诗人,气象,五代,言情,不能,不可,稼轩,飞卿,鄙词,
40040191864  :靓雏,萩缵,胁份,篾拢,熠数,煤机,焦底,栋鞋,栀谑,枳铨,杰减,文芩,拯瘫,崔烂,崇诚,咋饯,吡谡,吓缝,兰柄,
40041741908  :脏话,祖宗,冻蝶,对方,
40030935761  :叠韵,两字,北宋,双声,之词,境界,南宋,词家,美成,余谓,白石,难工,有句,之眼,蝶恋花,玉田,稼轩,草窗,盛于,永叔,气格,母音,梦窗,易工,无句,情语,得声,已开,
40030842249  :概念,蒋峰,我们,自己,保送,一个,一些,孩子,旅馆,没有,东单,一闪,什么,上海,折回,天桥,张姣,
40040587831  :奶奶,钟声,那儿,文字,史铁生,
40032699575  :张爱玲,苏青,胡兰成,张廷,没有,作品,两人,虹影,自己,但是,陈公博,文章,丈夫,一个,母亲,时候,杂志,晚年,秀美,天地,就是,喜欢,黄逸,爱玲,余虹,
40029318776  :可可西里,记录片,藏羚羊,艺术,日泰,高原,电影,影片,野牦牛,世界,阳光,这样,残酷,导演,壮烈,藏歌,
40029180894  :这代,文学,写作,劳动,崔健,刀郎,夏天,父亲,作为,作家,他们,人民,我们,体验,内心,冬天,年轻人,
40039840589  :馬筏,馊轼,饯砺,陳俟,输菥葚,贞埏,谈黑,蕴忽,萩菔,英汩,艺错,腓饦,腓楗烃,羁颤,纪牾,累锡,粤奏,磺顿,瞠侯,琚儋,炊檗,激涡,渺敞,渣罘蜊,残笆,止授,樋颗,曙荠,斑接,摆焚,徐龆,徐沄,干瑱,岬段,咏幅,伶舢,
40030038201  :之子,悲悯,咒诅,他们,痛楚,玩味,以色列,钉尖,透到,紫袍,神之子,杀神,地想,同钉,可悯,
40040312226  :馏思,蛛雁,苇呤,舐键,肢敌,箜增,痦鐾滋,犍儋,物鳄,炕糊,潞珈,汴嚣,摊脒,嬷骤,回挝,可兜,
40030910212  :求乞,灰土,布施,走路,微风,夹衣,烦腻,四面,憎恶,
40040000399  :手机,朋友,对方,号码,
40029803046  :根号,我们,铁轨,故事,冲澡,内裤,房子,阳台,事情,似乎,一个,的话,肥皂,男人,当时,裤衩,那样,一些,
40041112694  :髑冽,说疵,袭罪,脊指,缎孜,统濑,纠谳,称礴,磙褛,碰许,眷凰,疳皑,玩褓,泊服,汨喧,桔晟,杀佣,惦请,宾痒,嫔铂,奇齿,复髅,呃缀,单昺,化虾,劲嗖,凑妃,从贺,亳硫,
40030411703  :秀贞,妞儿,小桂子,宋妈,妈妈,爸爸,惠安,疯子,什么,怎么,英子,看见,思康,地说,知道,胡同,那么,我们,屋里,忽然,衣服,我要,小英子,一个,我想,好像,不是,这时,没有,跨院,油鸡,窝子,回来,辫子,可是,这么,说话,二俗,三叔,哪儿,起来,就是,吊死鬼,一边,一会儿,心里,时候,
40032040618  :恶童,卡斯,克劳斯,雅歌,练习,他们,故事,写作,克里斯多,日记,双胞胎,兄弟,证据,战争,外婆,作者,理性,我们,二人,三部曲,虚构,小镇,小说,移民,谎言,层面,叙事,残酷,书写,缺席者,
40038054365  :文学,作家,写作,语言,真实,
40041971318  :普鲁斯特,作品,我们,
40040915337  :鹊蓄,鞣话,阀纷,辕去,赏肯,评枢,誓仟,触阻,袅缠,螃淋,茁质,糅汹,睚梦,症选,潘伺,沈壶,桐怏,桁杞,栝聆,杜膳,昭胞,旅蛐,攫梦,推榔,孽币,坚椤,坑弩,喉些,佣应,伫怵,
40032861689  :拉什迪,萨特,格拉斯,纽约,烟斗,扎伊尔,迪厄,自由主义,托金,小说,布尔,幽默,作家,新欢,伦敦,撒旦,曼哈顿,愤怒,喜欢,斗者,
40041193984  :阿姨,线儿,
40039075093  :陡谋,门办,酝轮,裤惑,螳蒙,笛艺,砚柱,光寻,众距,
40031627477  :温特,时尚,设计师,主编,杂志,女魔头,时装,洛菲德,纽约,名人,康达,品牌,纳斯,美国版,模特,皮诺,社交,评论家,从不,
40039830115  :龃毫,鼯耷,霎娼,阉燕,逶漾,街迅,睹静,盖敢,汛究,武储,斯党,描坛,挖球,往腈,嬉拯,坚斑,吹岭,
40030221569  :颤动,无词,荒野,波涛,颓败,深夜,带累,欢欣,苦痛,石像,羞辱,地说,
40041975160  :女人,喜欢,
40039303519  :鼠偿,鹿旭,鹳菌映,鲁爪,钮坟,蜜脩,葵欣,粽粟,癃榜,琥煊,涉郡,洛倭,枯笑,方醺,德塍,岸隘,卯佰,刚遗,兔定,傍骄,为茂,
40040633830  :一种,世间,
40038238970  :骐虫,装昚,蜻康,缄玑,牡兜,灶蕾,滞承,沟枪,榕敬,彻团,岑勋,屋虱,壮贝,光蹰,侄太,
40040366591  :魅芎,阿践,踢阳,跨忖,趟霖,薤梢,聪峨,矛倅,痕聆,歉瑗,栀坠,晌灿,拚滢,拖韶,担竞,恣缳,徭汛,小语,嫣怦,咖淑,咆珪,否耸,俳惨,佩憬,
40029253775  :北大,思静,时候,然而,没有,总是,一个,文章,打柴,理科班,自己,高三,朱买臣,同学,读书,爸爸,依然,上进,出来,幻想,一本,
40040329994  :点点,密码,
40040061134  :名字,花哨,
40041451689  :虎破,
40040891830  :阿乙,
40040004347  :颓召,非原,铜途,郤瑶,逶冠,载汹,衷孕,葫凰,舾芬,舌皂,窗班,穴璎拳,甄粳,燧彪,煽函,炸扭,拼啻,彻左,弑寂,幡葚,壬鳅,吩磲,力制,册渣,倦瑛,倚谛,伫肆,乔霖,
40039049090  :莫言,诺贝尔文学奖,文学,沉默者,
40030310852  :故事,村女,碎影,一篇,永是,
40030311292  :时光,理想,放弃,吞噬,一个,表姐,留校,实习,他们,潜能,我要,成广,
40041141028  :逯醉,辅瞬,街阵,蝴液,猪放,案讼,捷围,戕咒,慈棠,惋鲇,快篁,废嘛,呼悻,剑石,傍稽,伺傲,他藤纶,
40041469725  :鲳乏,驰谡,闫葩,镂嘴,趋情,败登,败伺,袭稹,表禧,矮彤,疋实,献圹,状闺,状缕,物昧,汐髦,愤旻锢,尾橇,孔足,右啷,史鹑,匈雏,勤郸,劈瘾,伥瘤,
40030911976  :姨娘,德先,先叔,宋妈,爸爸,二妹,什么,我们,知道,地说,怎么,妈说,爸妈,英子,边儿,小哥,贝子花园,喜欢,一个,看见,他们,切糕,密斯,跟德,烂眼,施家,向兰,屋里,忽然,四眼,
40039690334  :鼠悔,鼎蔗,驼宜,都桢,过挛,芝佩,秧轱锆,硝孤,狡暕,烤衡,滔墩,换禽,拗恽,扒铭,恒锤,废者,巡肱导,岑蓝,宋筌,孺靼,孝旬,喉互,呓氯,勉熟,
40039166126  :魏想,雷锭,雲截,邪尊,逍牢,赔衰,萦怜,芙沓,胜榴,缑殒,纶蠃,秕僳,神注,瓮灿,珍缉,煽予,溧静,涉捣,洛淋,沸缈,池汝,束切,杂疳,授莺,拂吭,戊唱,戈氯,怠埠,奋必,塘玺,嘁括,唠爹,剁頔,侮早,佟茂,
40029130412  :自己,体育,学校,胆小,觉得,不够,男生,他们,委员,别人,讨厌,老师,理想主义,内心,有时,班主任,莫小邪,有次,
40031511673  :否认,合谋,意识,我们,某些,不说,公开,沉默,三不猴,
40039040119  :黃朔,顺袱,阴嘲,逗伐,警娟,萤蝻,莴受,莱巩,莅舟,瓢蛎,琚土,然龑,淀浩,浑蛟,榨枪,楠犯,桌槁,柠榇,柏晃,悭于,悍坠,弟贱,廖遗,奠騄,堵唠疹,坂媒,商碎,凋颊,倒技,俳资,仪澌,
40029734619  :一个,终于,时候,自己,登宇,只是,什么,一次,知道,朋友,大学,东西,撕掉,小说,蒋峰,我想,
40039432851  :镖史,适颂,蹒鳐,踺施,跨珙,褴熊,蟠颜,菡武,舶设,耒殇,罄犷,杭靴,扶芒,卫慧,
40030933061  :离开,自己,我们,爸爸,以后,不要,可是,我想,父亲,时候,那么,好像,妈妈,开心,每个,大学,长大,当爱,商夏周,
40041299758  :人生,
40032682804  :国王,故事,公开,安徒生,一个,承认,衣料,
40040941246  :来醉,灵魂,那酒,
40029005770  :洗手间,曲子,乐曲,歌者,梦想,播放,也许,车站,张佳,
40040323541  :麻憧,馨顿,香韬,铩栋,赖靡,蟪径,蝼用,荧自,良渎,腠放,绝蒿,睥隧,殚沣,榨祀,敬道,挣族,抑啡,巅丸,壹犟,啮邤,名鍪,劳荛,
40032282895  :诺拉,乔伊斯,亲爱,巴纳,都柏林,克尔,你会,吉姆,写信,我们,封特,我想,希望,一个,告诉,现在,诺伊,戈尔韦,加蒂,译注,伯恩,今晚,因为,什么,痛苦,可能,我会,他们,知道,没有,喜欢,爱人,多么,
40030701394  :女孩,阿阿,这于,过客,知道,老丈,没有,前面,老翁,野百合,我想,一处,休息,野蔷薇,姑娘,多谢,好处,土屋,那么,还是,只得,不行,称呼,地方,
40041007217  :老婆,男人,我要,
40040621084  :封面设计,企鹅,
40029977613  :杀戮,拥抱,利刃,广漠,旷野,干枯,他们,欢喜,极致,毛孔,裸着,槐蚕,奔来,
40030687595  :野草,爱者,朽腐,题辞,死亡,
40029845102  :宋妈,栓子,妈妈,燕燕,弟弟,板儿,丫头,丈夫,驴打滚,我们,哈德门,回去,爸爸,奶妈,珠珠,英子,孩子,后坡,板凳,回家,有个,俺们,看见,人家,盆儿,小驴,姑娘,什么,念书,棉袄,
40039642078  :露貂条,郯裟,谗尔,蒸炖,羚牟,眺别,璩琦,瑜蓿,滴辜,浠晟,桌缬,昨誌,摆蟒,巩尿,婢逵,奠墅,唉亡,倒叶,丢炸,
40029704544  :苏莹,作文,课堂,一天,梦想,理想,女孩,破灭,关于,右手,然后,喜欢,学校,颜云,苏和莹,甘世佳,
40039676488  :鲑类,顽肱,酷炭,莱巨,确鸨,琪碜,父麸,滴脊,歇拔,樵訸,暖篑,晏娴,昵殖,拇潢,扶迩,忠矾,印芯,勘襟,
40040245613  :阅读,镜月,散文,读的书,情思,
40030378916  :冰谷,死火,青白,谷中,
40029766014  :地狱,魔鬼,人类,鬼众,失掉,鬼魂,一切,收得,反狱,
40029869707  :目夹,枣树,天空,直刺,月亮,夜半,叶子,落尽,地响,之蓝,
40040635528  :饒娣,震醛,雾岖,铂蜍,选绿,豹翎,谍象,衰螟,螓蛀,蜗鳗,蛆祷,葬灭,苏骀,苍恭,脸外,胰固,罚折,缪电,糯店,糠怖,算箱,玩鳅,爹铨,滥季,汜程,楠泛,桄休,抨迎,慧捩,嫦庸,娘美,姑衍,堀寝,坠俗,嘲旃,员奈,利廊,

这里的分词做的还是很粗超的。可以看到很多分词的结果是有问题的。如果是按照一般的方法,实现检索的话,基本上就是这样的一个索引文件。而倒排文件索引以关键词作为索引, 文档作为索引的值。

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出来:  40029253775,
萨特:  40032861689,
萤蝻:  40039040119,
纤浛狂:  40041355516,
委员:  40029130412,
胰固:  40040635528,
降店:  40041355516,
人生:  40040829291,40041299758,
枣树:  40029869707,
有句:  40030935761,
葵欣:  40039303519,
莫言:  40039049090,
悭于:  40039040119,
品牌:  40031627477,
洛淋:  40039166126,
莎士比亚:  40039880650,
俳资:  40039040119,
哈德门:  40029845102,
坏均:  40041355516,
宋妈:  40030411703,40030911976,40029845102,
跨忖:  40040366591,
铩栋:  40040323541,
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永是:  40030310852,
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名鍪:  40040323541,
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姐姐:  40040263110,
纶蠃:  40039166126,
幼擒:  40038925671,
时装:  40031627477,
谎言:  40032040618,
封面设计:  40040621084,
枳铨:  40040191864,
炕糊:  40040312226,
法兰克福:  40032573927,
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筵蛟:  40038229975,
语义:  40032573927,
死火:  40030378916,
炭鸟:  40040329282,
眺悝:  40040329282,
藏歌:  40029318776,
运算:  40032024132,
评荏:  40040895785,
看书:  40030599600,
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越异:  40040878032,
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光寻:  40039075093,
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荥聪:  40041252970,
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老板:  40030196442,
浸审:  40040329282,
兄弟:  40032040618,
母音:  40030935761,
郤瑶:  40040004347,
译注:  40032282895,
拥抱:  40029977613,
不理:  40030313293,
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豹翎:  40040635528,
坠俗:  40040635528,
之蓝:  40029869707,
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螃淋:  40040915337,
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誓仟:  40040915337,
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两字:  40030935761,
稚右:  40040895785,
嬷骤:  40040312226,
烦腻:  40030910212,
秀贞:  40030411703,
恣缳:  40040366591,
天桥:  40030842249,
侮早:  40039166126,
核烈:  40040509585,
樵訸:  40039676488,
地说:  40030411703,40030221569,40030911976,
粽粟:  40039303519,
跟德:  40030911976,
户辙:  40041538484,
摆蟒:  40039642078,
创世:  40032573927,
高考:  40029903503,
致陌:  40041355516,
获跳:  40040136238,
风穿:  40038229975,
因为:  40032282895,
黃朔:  40039040119,
夜半:  40029869707,
宋筌:  40039690334,
商烫:  40041538484,
这时:  40030411703,
开心:  40030933061,
莫小邪:  40029130412,
琚儋:  40039840589,
秀美:  40032699575,
呼悻:  40041141028,
秕僳:  40039166126,
范羚:  40040136238,
撒旦:  40032861689,
蜀知:  40041538484,
辗秩:  40040053458,
狡暕:  40039690334,
昨誌:  40039642078,
哪儿:  40030411703,
呋琪:  40039842613,
嗥楣:  40040410404,
渣罘蜊:  40039840589,
授莺:  40039166126,
徳轲:  40040136238,
盈全:  40040329282,
伤罚:  40041538484,
倒技:  40039040119,
文学奖:  40030599600,
薤梢:  40040366591,
钉尖:  40030038201,
右手:  40029704544,
惟莉:  40040509585,
派网:  40040895785,
说疵:  40041112694,
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故能:  40030030720,
惴助:  40040944804,
爹铨:  40040635528,
外婆:  40032040618,
单昺:  40041112694,
纠偬:  40041538484,
谗尔:  40039642078,
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脊指:  40041112694,
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意识:  40031511673,
叮忧:  40038925671,
嬷环:  40038229975,
脏话:  40041741908,
风筝:  40029297795,
榨祀:  40040323541,
人民:  40029180894,
挖球:  40039830115,
吩竿:  40038229975,
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当时:  40029803046,
一代人:  40040315051,
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失掉:  40029766014,
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旷野:  40029977613,
驼宜:  40039690334,
柏晃:  40039040119,
雾岖:  40040635528,
撕掉:  40029734619,
回挝:  40040312226,
身体:  40032815927,
怏腺:  40039170031,
设计:  40032573927,
洗手间:  40029005770,
放逐:  40032024132,
巅丸:  40040323541,
颧稀:  40038925671,
沉卦:  40039842613,
雅歌:  40032040618,
其身:  40029936609,
地狱:  40029766014,
题辞:  40030687595,
理想:  40030311292,40029704544,
来醉:  40040941246,
真相:  40032573927,
奇齿:  40041112694,
蒸炖:  40039642078,
奶妈:  40029845102,
坂媒:  40039040119,
想象:  40032024132,
语言:  40032573927,40032024132,40038054365,
刘峄:  40041252970,
学校:  40029130412,40029704544,
皱潇:  40040136238,
逗伐:  40039040119,
一些:  40030842249,40029803046,
作家:  40029180894,40038054365,40032861689,
蹒鳐:  40039432851,
倦瑛:  40040004347,
算箱:  40040635528,
理性:  40032040618,
涉郡:  40039303519,
拗恽:  40039690334,
脸外:  40040635528,
城南:  40030802233,
开始:  40029936609,
琚土:  40039040119,
余谓:  40030030720,40030935761,
自信:  40032815927,
一代:  40040315051,
金光闪闪:  40030599600,
拓酞:  40040878032,
茁质:  40040915337,
都柏林:  40032282895,
桐怏:  40040915337,
缢嗦:  40040896159,
适颂:  40039432851,
枪浮:  40040410404,
颓召:  40040004347,
劈瘾:  40041469725,
鼠偿:  40039303519,
惋鲇:  40041141028,
层面:  40032040618,
徐龆:  40039840589,
温特:  40031627477,
训颌:  40040329282,
桤祥:  40040944804,
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鹿旭:  40039303519,
讹徽:  40040878032,
佩憬:  40040366591,
饒娣:  40040635528,
唠爹:  40039166126,
拍摄:  40030196442,
案讼:  40041141028,
洒迟:  40041355516,
扯淡:  40032573927,
羽邃:  40040878032,
尾橇:  40041469725,
赏肯:  40040915337,
切糕:  40030911976,
顽肱:  40039676488,
有限:  40032815927,
孰叟:  40040878032,
棉较:  40040896159,
鬼众:  40029766014,
内裤:  40029803046,
称呼:  40030701394,
然龑:  40039040119,
一边:  40030411703,
闯冲:  40038229975,
盲徕:  40040509585,
叙事:  40032040618,
痿沼:  40040944804,
前面:  40030701394,
石像:  40030221569,
试姫:  40041538484,
禚跨:  40038925671,
胡兰成:  40032699575,
评枢:  40040915337,
心事:  40040756168,
理科班:  40029253775,
不可:  40030030720,
智能:  40032573927,
魅垛:  40041355516,
手机:  40040000399,
根署:  40041355516,
悍坠:  40039040119,
复髅:  40041112694,
胜榴:  40039166126,
北京:  40029936609,40030196442,40030599600,
止授:  40039840589,
爱来:  40041966382,
痛苦:  40032282895,
弊肪:  40040878032,
文章:  40032699575,40029253775,
孝旬:  40039690334,
久经:  40029297795,
恙征:  40038925671,
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喜安:  40041252970,
诺伊:  40032282895,
飞卿:  40030030720,
螽安:  40040896159,
良渎:  40040323541,
癃榜:  40039303519,
疗龚:  40040944804,
看见:  40030411703,40030911976,40029845102,
伯恩:  40032282895,
没有:  40030968649,40030196442,40029427050,40030842249,40032699575,40030411703,40029253775,40032282895,40030701394,
警娟:  40039040119,
煽函:  40040004347,
蟪径:  40040323541,
看上去:  40032573927,
漂渺:  40030968649,
战争:  40032040618,
坏燥:  40040509585,
刀郎:  40029180894,
氛求:  40041538484,
滴脊:  40039676488,
汲送:  40039842613,
伛畅:  40040878032,
别人:  40029130412,
胆小:  40029130412,
甘世佳:  40029704544,
心书:  40041847339,
浠晟:  40039642078,
描坛:  40039830115,
本味:  40030836031,
崔烂:  40040191864,
裤子:  40032815927,
惠安:  40030411703,
乳沟:  40032815927,
冻蝶:  40041741908,
珍缉:  40039166126,
酷炭:  40039676488,
钮坟:  40039303519,
从旧:  40039035935,
舐键:  40040312226,
槐蹬:  40038229975,
冬天:  40029180894,
潘伺:  40040915337,
三不猴:  40031511673,
商夏周:  40030933061,
物鳄:  40040312226,
蟠颜:  40039432851,
卡斯:  40032040618,
花梁:  40040329282,
透到:  40030038201,
琪碜:  40039676488,
袅缠:  40040915337,
干枯:  40029977613,
蜜脩:  40039303519,
文字:  40039099051,40040587831,
粉惚:  40040944804,
每个:  40030933061,
史铁生:  40039099051,40040587831,
易工:  40030935761,
缄玑:  40038238970,
杜炷:  40040509585,
昭胞:  40040915337,
逝去:  40030968649,
日泰:  40029318776,
文学:  40029180894,40038054365,40039049090,
岑勋:  40038238970,
猪放:  40041141028,
歇拔:  40039676488,
悖醐:  40041355516,
愈绎:  40041355516,
藏羚羊:  40029318776,
性感:  40032815927,
衷孕:  40040004347,
的话:  40029803046,
艺错:  40039840589,
男生:  40029130412,
比如:  40032573927,
蒋峰:  40030842249,40029734619,
众距:  40039075093,
号码:  40040000399,
完美:  40032815927,
雅蜡:  40041355516,
冬阳:  40030802233,
扶迩:  40039676488,
现在:  40032282895,
劲嗖:  40041112694,
顺袱:  40039040119,
巡霏:  40040896159,
尼采:  40041847339,
捐咛:  40040053458,
行拂乱:  40029936609,
渔疯:  40038229975,
犍儋:  40040312226,
双声:  40030935761,
灶蕾:  40038238970,
赫利:  40032815927,
徐则:  40030599600,
戊唱:  40039166126,
塘玺:  40039166126,
名字:  40040061134,
封特:  40032282895,
桌缬:  40039642078,
厢蛛:  40038925671,
可是:  40030411703,40030933061,
痕囿:  40040944804,
老丈:  40030701394,
疳皑:  40041112694,
自己:  40040263110,40032024132,40040829291,40029936609,40030842249,40032699575,40029253775,40029130412,40029734619,40030933061,
蝴液:  40041141028,
托金:  40032861689,
总是:  40029253775,
稼轩:  40030030720,40030935761,
宝奶:  40038925671,
称礴:  40041112694,
砾珈:  40040944804,
靓雏:  40040191864,
似乎:  40029803046,
楠泛:  40040635528,
真实:  40038054365,
斗者:  40032861689,
鸡逢:  40039169003,
虚构:  40032040618,
鲑类:  40039676488,
统濑:  40041112694,
腠放:  40040323541,
二妹:  40030911976,
爸妈:  40030911976,
叶子:  40029869707,
实习:  40030311292,
幻想:  40029253775,
陈公博:  40032699575,
夏天:  40029180894,
顽汾:  40040509585,
摊脒:  40040312226,
潞珈:  40040312226,
磙褛:  40041112694,
盛于:  40030935761,
防腊:  40038229975,
地想:  40030599600,40030038201,
这个:  40030196442,
婷激:  40040329282,
皮诺:  40031627477,
糜髯:  40040509585,
乐美:  40041847339,
就是:  40032024132,40032699575,40030411703,
魅磲:  40039842613,
引饽:  40041355516,
沉默:  40031511673,
熠数:  40040191864,
图因:  40041538484,
刚遗:  40039303519,
休息:  40030701394,
宽恕:  40029297795,
粤奏:  40039840589,
阿乙:  40040891830,
这代:  40029180894,
收得:  40029766014,
缎孜:  40041112694,
这于:  40030701394,
嫣怦:  40040366591,
跨院:  40030411703,
鲸释:  40040895785,
谰兰:  40040329282,
砖唣:  40040136238,
累锡:  40039840589,
羽念:  40040410404,
阿践:  40040366591,
翻脸:  40030313293,
草窗:  40030935761,
那儿:  40040587831,
玎礴:  40040053458,
镜月:  40040245613,
恶童:  40032040618,
女人:  40040263110,40032815927,40041975160,
葱舷:  40038925671,
隋惋:  40040878032,
嘁括:  40039166126,
壹犟:  40040323541,
读的书:  40040245613,
彷翥:  40038925671,
无句:  40030935761,
禚酃:  40040410404,
布尔:  40032861689,
宾痒:  40041112694,
目夹:  40029869707,
化虾:  40041112694,
那酒:  40040941246,
小语:  40040366591,
梦想:  40040108327,40029936609,40030196442,40029005770,40029704544,
构月:  40039170031,
语义学:  40032573927,
乏嚷:  40040329282,
小说:  40032024132,40032040618,40032861689,40029734619,
根号:  40029803046,
杀佣:  40041112694,
只得:  40030701394,
二十五岁:  40030599600,
撂冻:  40038229975,
我爱:  40041966382,
试图:  40032573927,
谎恬:  40038925671,
曼哈顿:  40032861689,
朱买臣:  40029253775,
斐午:  40040509585,
商碎:  40039040119,
萩菔:  40039840589,
戒奎:  40040509585,
气格:  40030935761,
伥瘤:  40041469725,
度条:  40038229975,
妈妈:  40030411703,40030933061,40029845102,
需要:  40032024132,
枝争:  40041355516,
普鲁斯特:  40041971318,
害卺:  40040509585,
舢铃:  40040053458,
翻思:  40040509585,
日记:  40032040618,
世间:  40040633830,
撒谎:  40032573927,
放弃:  40030311292,
咀嚼:  40030802233,
箜增:  40040312226,
过挛:  40039690334,
企鹅:  40040621084,
可兜:  40040312226,
绯衔:  40040410404,
羅堑:  40041252970,
加蒂:  40032282895,
鲁爪:  40039303519,
沈壶:  40040915337,
渺敞:  40039840589,
旧事:  40030802233,
街迅:  40039830115,
册渣:  40040004347,
世界:  40032024132,40029318776,
踺施:  40039432851,
舾芬:  40040004347,
张廷:  40032699575,
夏寶:  40041355516,
洗褥:  40041538484,
诺拉:  40032282895,
阴嘲:  40039040119,
仪澌:  40039040119,
沟枪:  40038238970,
依晔:  40040410404,
村女:  40030310852,
肚窄:  40038229975,
缪电:  40040635528,
泷泱:  40040509585,
作品:  40032699575,40041971318,
诗吟:  40039035935,
练习:  40032040618,
震榨:  40040410404,
巡肱导:  40039690334,
雷锭:  40039166126,
困铟:  40041252970,
身材:  40040263110,
败伺:  40041469725,
武储:  40039830115,
立论:  40030212922,
求乞:  40030910212,
睦粕:  40040509585,
地方:  40030701394,
激涡:  40039840589,
珠辘:  40041355516,
理想主义:  40029130412,
成广:  40030311292,
越来越:  40032815927,
栝聆:  40040915337,
科学:  40032573927,
盖敢:  40039830115,
跨珙:  40039432851,
烫蹰:  40040944804,
橄醺:  40041355516,
盗版碟:  40030196442,
最好:  40032024132,
逶冠:  40040004347,
张姣:  40030842249,
高三:  40029903503,40029253775,
篇弟:  40041355516,
尼宣:  40039170031,
漠视:  40032573927,
奠墅:  40039642078,
朋友:  40029936609,40030196442,40040000399,40029734619,
体验:  40029180894,
拉什迪:  40032861689,
戈尔韦:  40032282895,
起来:  40030411703,
辕去:  40040915337,
谈黑:  40039840589,
歉瑗:  40040366591,
虚艟:  40038229975,
嘹枰:  40040944804,
桄休:  40040635528,
生命:  40032024132,
从不:  40031627477,
苦痛:  40030221569,
萦怜:  40039166126,
钟声:  40040587831,
苇呤:  40040312226,
纳斯:  40031627477,
东西:  40029734619,
英汩:  40039840589,
不够:  40029130412,
印芯:  40039676488,
佣应:  40040915337,
同性:  40032815927,
故事:  40029803046,40032040618,40030310852,40032682804,
渺茫:  40030968649,
彻世荡:  40040136238,
三叔:  40030411703,
鲳乏:  40041469725,
猕姨:  40040944804,
苏莹:  40029704544,
动心忍性:  40029936609,
海棠树:  40039099051,
它们:  40030802233,
姑娘:  40030701394,40029845102,
为茂:  40039303519,
馬筏:  40039840589,
克尔:  40032282895,
自由主义:  40032861689,
训炖:  40040896159,
颉布:  40041355516,
腓饦:  40039840589,
镖史:  40039432851,
官奏:  40040944804,
今晚:  40032282895,
毛孔:  40029977613,
痛楚:  40030038201,
年轻人:  40029180894,
糯店:  40040635528,
父亲:  40029180894,40030933061,
词家:  40030935761,
趋艺:  40041355516,
殚沣:  40040323541,
症选:  40040915337,
潜壤:  40040410404,
纤杞:  40040136238,
岿秆:  40040509585,
幡葚:  40040004347,
李议:  40038229975,
莴受:  40039040119,
密码:  40040329994,
嘲旃:  40040635528,
骐虫:  40038238970,
卫慧:  40039432851,
缠颊:  40040509585,
拂吭:  40039166126,
痦鐾滋:  40040312226,
盆儿:  40029845102,
俳惨:  40040366591,
劳荛:  40040323541,
夹衣:  40030910212,
触阻:  40040915337,
鹳菌映:  40039303519,
奠騄:  40039040119,
部麒:  40041252970,
然后:  40029704544,
肥皂:  40029803046,
瑰缓:  40038925671,
剑石:  40041141028,
颤动:  40030221569,
炸扭:  40040004347,
保送:  40030842249,
墓碣:  40030836031,
溥烁:  40041355516,
睹静:  40039830115,
葫凰:  40040004347,
车站:  40029005770,
觉得:  40029130412,
无词:  40030221569,
汨喧:  40041112694,
余虹:  40032699575,
岸隘:  40039303519,
酝轮:  40039075093,
土屋:  40030701394,
露貂条:  40039642078,
脸空:  40040509585,
瑜蓿:  40039642078,
之词:  40030030720,40030935761,
见瘩:  40041355516,
馏思:  40040312226,
蠢匐:  40040509585,
人类:  40029766014,
慕商:  40040878032,
导刊:  40038925671,
羁颤:  40039840589,
一本:  40029253775,
装昚:  40038238970,
怂抚:  40040896159,
趋情:  40041469725,
挨硝:  40040896159,
矮彤:  40041469725,
驴打滚:  40029845102,
冲澡:  40029803046,
巨悌:  40039170031,
剩铀:  40039842613,
伫肆:  40040004347,
微风:  40030910212,
美成:  40030030720,40030935761,
祁珖:  40039170031,
模特:  40031627477,
飘叔:  40040944804,
气象:  40030030720,
栀坠:  40040366591,
抄姨:  40041445185,
琥煊:  40039303519,
爸爸:  40030802233,40030411703,40029253775,40030911976,40030933061,40029845102,
这样:  40029318776,
怠埠:  40039166126,
境界:  40030030720,40030935761,
嫦庸:  40040635528,
杀戮:  40029977613,
兰柄:  40040191864,
广漠:  40029977613,
还是:  40030701394,
玩褓:  40041112694,
享蓮:  40040944804,
破灭:  40029704544,
彷婧:  40041538484,
娘美:  40040635528,
窝子:  40030411703,
班主任:  40029130412,
从贺:  40041112694,
康达:  40031627477,
歙鬓:  40038925671,
岛雏:  40040944804,
槐蚕:  40029977613,
窗班:  40040004347,
爱人:  40030313293,40032282895,
伫怵:  40040915337,
先叔:  40030911976,
乐曲:  40029005770,
李小良:  40030196442,
操挫:  40040878032,
煤机:  40040191864,
桌槁:  40039040119,
萝寐匹:  40040896159,
戈氯:  40039166126,
地响:  40029869707,
砚柱:  40039075093,
珠珠:  40029845102,
天空:  40029869707,
英国文学:  40039880650,
正中:  40030030720,
聪峨:  40040366591,
卫鳟:  40040410404,
五代:  40030030720,
逮坨:  40041445185,
挣族:  40040323541,
妞儿:  40030411703,
汪痛:  40041252970,
密斯:  40030911976,
韦抵:  40039842613,
瑞演:  40038925671,
扒铭:  40039690334,
痊晃:  40041355516,
四面:  40030910212,
拯瞻:  40040329282,
囚邹:  40040136238,
荒野:  40030221569,
疯子:  40030411703,
螳蒙:  40039075093,
南宋:  40030935761,
打柴:  40029253775,
狙庙:  40040509585,
吩磲:  40040004347,
怎么:  40030411703,40030911976,
之病:  40030030720,
梦窗:  40030030720,40030935761,
四眼:  40030911976,
衣料:  40032682804,
樋颗:  40039840589,
晚年:  40032699575,
汽凊:  40038229975,
纪牾:  40039840589,
曲子:  40029005770,
非原:  40040004347,
暴露:  40032815927,
罗汉:  40029895254,
谛宜:  40040944804,
情思:  40040245613,
罚折:  40040635528,
高原:  40029318776,
祖宗:  40041741908,
吲锑量:  40038229975,
须暑:  40040878032,
拯瘫:  40040191864,
曙荠:  40039840589,
阳台:  40029803046,
作为:  40029180894,
弟弟:  40029845102,
莱巩:  40039040119,
莱巨:  40039676488,
巩尿:  40039642078,
汇榛:  40040895785,
褶鍪:  40040136238,
抛橘:  40041538484,
瞠侯:  40039840589,
紫袍:  40030038201,
贲片:  40040944804,
彻左:  40040004347,
影片:  40029318776,
廖遗:  40039040119,
状闺:  40041469725,
虎破:  40041451689,
兔定:  40039303519,
怨鼓:  40041252970,
捂萨:  40040509585,
推榔:  40040915337,
我要:  40029903503,40041966382,40030411703,40030311292,40041007217,
变罢:  40038925671,
杉痪:  40040509585,
邪尊:  40039166126,
或许:  40040263110,
诗人:  40032024132,40030030720,
严冬:  40029297795,
秧轱锆:  40039690334,
髑冽:  40041112694,
滴辜:  40039642078,
蚩倡:  40041445185,
北大:  40030599600,40029253775,
岑蓝:  40039690334,
大包:  40030196442,
波涛:  40030221569,
阿阿:  40030701394,
一篇:  40030310852,
担竞:  40040366591,
炒章:  40040053458,
煽诣:  40040509585,
它刑:  40040944804,
阅世:  40030030720,
陛颎:  40041252970,
确鸨:  40039676488,
赖靡:  40040323541,
纪犟:  40041538484,
散文:  40032024132,40040245613,
鬼魂:  40029766014,
什么:  40030599600,40030842249,40030411703,40030911976,40029734619,40032282895,40029845102,
肿穴:  40040895785,
关于:  40032573927,40029704544,
格拉斯:  40032861689,
逶漾:  40039830115,
之眼:  40030935761,
事情:  40030599600,40029803046,
德先:  40030911976,
哺汝:  40040509585,
耒殇:  40039432851,
讽诂:  40040509585,
国王:  40032682804,
夕邹:  40039842613,
公开:  40031511673,40032682804,
灰土:  40030910212,
剧倦:  40040944804,
酵陉:  40041538484,
身外:  40030968649,
意娲:  40040878032,
眺别:  40039642078,
缑殒:  40039166126,
衣服:  40032815927,40030411703,
髭召:  40039169003,
骆驼:  40030802233,
浑蛟:  40039040119,
证据:  40032040618,
街阵:  40041141028,
只是:  40029734619,
馨顿:  40040323541,
小英子:  40030411703,
深夜:  40030221569,
内心:  40029180894,40029130412,
伦敦:  40032861689,
篾拢:  40040191864,
坚椤:  40040915337,
迪厄:  40032861689,
喉些:  40040915337,
玩味:  40030038201,
喉互:  40039690334,
吊死鬼:  40030411703,
嘱龀:  40041355516,
爱玲:  40032699575,
残笆:  40039840589,
克里斯多:  40032040618,
留校:  40030311292,
邸练:  40040944804,
瓢蛎:  40039040119,
螳蚶:  40040329282,
拚滢:  40040366591,
今天:  40041966382,
好像:  40030411703,40030933061,
僵坠:  40030968649,
魅芎:  40040366591,
一处:  40030701394,
北宋:  40030030720,40030935761,
美国版:  40031627477,
依庆:  40040944804,
那样:  40029803046,
睚梦:  40040915337,
栓子:  40029845102,
杂志:  40032699575,40031627477,
続饵:  40040509585,
死掉:  40029427050,
悲悯:  40030038201,
睥隧:  40040323541,
地站:  40029297795,
思静:  40029253775,
铃铛:  40030802233,
遭打:  40030212922,
羁伙:  40041445185,
丢炸:  40039642078,
难工:  40030935761,
炎荷:  40041252970,
焦底:  40040191864,
婢逵:  40039642078,
戕咒:  40041141028,
杭靴:  40039432851,
黄逸:  40032699575,
唉亡:  40039642078,
俺们:  40029845102,
可可西里:  40029318776,
匪酸:  40039842613,
勉熟:  40039690334,
暖篑:  40039676488,
阳光:  40029318776,
一首:  40032024132,
告诉:  40032282895,
如果:  40032573927,
亲爱:  40032282895,
裸着:  40029977613,
政猾:  40040944804,
父麸:  40039676488,
不是:  40032573927,40032024132,40030411703,
一种:  40032024132,40040633830,
蹈亥彤:  40040509585,
蕴忽:  40039840589,
都桢:  40039690334,
裸露:  40032815927,
沉默者:  40039049090,
堀寝:  40040635528,
导演:  40029318776,
鄯挫:  40041355516,
也许:  40029005770,
央信:  40039170031,
束肯:  40041355516,
布施:  40030910212,
得声:  40030935761,
芝佩:  40039690334,
渴实:  40040410404,
当爱:  40030933061,
滥季:  40040635528,
榕敬:  40038238970,
栀谑:  40040191864,
贞埏:  40039840589,
换禽:  40039690334,
人家:  40029845102,
镜头:  40030196442,
小镇:  40032040618,
凋颊:  40039040119,
淀浩:  40039040119,
魄京蜍:  40038925671,
苏骀:  40040635528,
过客:  40030701394,
阅读:  40040245613,
知道:  40029427050,40030411703,40030911976,40029734619,40032282895,40030701394,
落尽:  40029869707,
摆焚:  40039840589,
载汹:  40040004347,
叠韵:  40030935761,
双胞胎:  40032040618,
右啷:  40041469725,
导袛:  40040878032,
桧鹤:  40040410404,
时尚:  40031627477,
安徒生:  40032682804,
崔芷:  40041538484,
诗歌:  40032024132,
拼啻:  40040004347,
行走:  40029936609,
荧自:  40040323541,
回去:  40029845102,
干瑱:  40039840589,
惦请:  40041112694,
岬段:  40039840589,
政绡:  40038229975,
煽予:  40039166126,
快篁:  40041141028,
讨厌:  40029130412,
白石:  40030030720,40030935761,
泼伤:  40040136238,
终于:  40029734619,
辅瞬:  40041141028,
幸福:  40040829291,
羞辱:  40030221569,
上海:  40030842249,
露出:  40032815927,
十年:  40029936609,
磷忑:  40039842613,
杂疳:  40039166126,
何故:  40030313293,
卯佰:  40039303519,
史鹑:  40041469725,
辫子:  40030411703,
不能:  40030030720,
童年:  40030802233,
往悲:  40040329282,
移民:  40032040618,
门办:  40039075093,
冰谷:  40030378916,
对于:  40032573927,
抑艘:  40040878032,
麋城:  40041445185,
嬉拯:  40039830115,
桁杞:  40040915337,
烟斗:  40032861689,
莅舟:  40039040119,
败登:  40041469725,
妖丘:  40040944804,
镂戚:  40041355516,
馊轼:  40039840589,
那么:  40030411703,40030933061,40030701394,
闫葩:  40041469725,
馍且:  40040944804,
驶应:  40039169003,
水嘀犬:  40041355516,
永叔:  40030030720,40030935761,
很多:  40030599600,
低语:  40041102123,
堵唠疹:  40039040119,
小哥:  40030911976,
员奈:  40040635528,
女魔头:  40031627477,
剁頔:  40039166126,
奔来:  40029977613,
徭汛:  40040366591,
生活:  40029936609,40030599600,
蛆祷:  40040635528,
碰许:  40041112694,
芬猗:  40040136238,
极致:  40029977613,
薛醮:  40040509585,
艺术:  40029318776,
裤衩:  40029803046,
油鸡:  40030411703,
后坡:  40029845102,
未名湖:  40030599600,
缺席者:  40032040618,
郯裟:  40039642078,
烂眼:  40030911976,
踢阳:  40040366591,
栋鞋:  40040191864,
笛艺:  40039075093,
绝蒿:  40040323541,
幽默:  40032861689,
利廊:  40040635528,
鼠悔:  40039690334,
丫头:  40029845102,
咆珪:  40040366591,
伶舢:  40039840589,
这么:  40030411703,
呃缀:  40041112694,
萩缵:  40040191864,
合谋:  40031511673,
羚牟:  40039642078,
废者:  40039690334,
我们:  40032573927,40032815927,40040315051,40030842249,40029180894,40029803046,40030411703,40032040618,40041971318,40030911976,40031511673,40030933061,40032282895,40029845102,
柠榇:  40039040119,
绘画:  40029936609,
羽菟:  40041355516,
葬灭:  40040635528,
有时:  40029130412,
徐沄:  40039840589,
同学:  40029253775,
上进:  40029253775,
洛菲德:  40031627477,
枯笑:  40039303519,
降检:  40039842613,
罄犷:  40039432851,
愤怒:  40032861689,
楚菱:  40040509585,
但是:  40032573927,40032699575,
体育:  40029130412,
楠犯:  40039040119,
贝莎:  40041847339,
社交:  40031627477,
燧彪:  40040004347,
杜膳:  40040915337,
腹馁:  40040136238,
美要:  40032024132,
凑妃:  40041112694,
蚀己:  40041355516,
胼酋:  40041355516,
蓄垃:  40038229975,
泊服:  40041112694,
麻憧:  40040323541,
前摸:  40040896159,
歌者:  40029005770,
喜欢:  40032699575,40032861689,40041975160,40030911976,40032282895,40029704544,
鼯耷:  40039830115,
念书:  40029845102,
吡谡:  40040191864,
虚妄:  40030968649,
倚谛:  40040004347,
阉燕:  40039830115,
设计师:  40031627477,
沸缈:  40039166126,
印饷:  40040895785,
书粟:  40040878032,
铨娩:  40038229975,
涉捣:  40039166126,
捷围:  40041141028,
否认:  40031511673,
碎影:  40030310852,
荧成:  40041445185,
离开:  40030933061,
浑诂:  40038925671,
忽然:  40030411703,40030911976,
谍象:  40040635528,
风轮:  40029297795,
柜昏:  40040509585,
无为:  40040829291,
晌灿:  40040366591,
炎枉:  40038925671,
歙药:  40040896159,
谩蚕:  40040509585,
弟贱:  40039040119,
硝孤:  40039690334,
睦蜍:  40040895785,
魔鬼:  40029766014,
鞣话:  40040915337,
绚俄:  40040509585,
乔伊斯:  40032282895,
两人:  40032699575,
滔墩:  40039690334,
带累:  40030221569,
孟肾:  40040053458,
主编:  40031627477,
我会:  40040263110,40032282895,
遥洁:  40038925671,
屋虱:  40038238970,
虹影:  40032699575,
拇潢:  40039676488,
我想:  40029427050,40030411703,40029734619,40030933061,40032282895,40030701394,
东单:  40030842249,
一切:  40029766014,
词中:  40030030720,
趟霖:  40040366591,
沟吉:  40040509585,
适斓:  40040410404,
汜程:  40040635528,
慧捩:  40040635528,
革瓦:  40040509585,
兹熙:  40041252970,
电影:  40030196442,40029318776,
要扬:  40041355516,
主屺乐:  40040136238,
涎儒:  40041445185,
希望:  40030968649,40032282895,
施家:  40030911976,
颜云:  40029704544,
蜗鳗:  40040635528,
邙俘:  40041538484,
佟茂:  40039166126,
电鼹:  40039170031,
啮邤:  40040323541,
时候:  40029936609,40040315051,40032699575,40030411703,40029253775,40029734619,40030933061,
课堂:  40029704544,
雲截:  40039166126,
残酷:  40029318776,40032040618,
母亲:  40032699575,
长大:  40030933061,
舶设:  40039432851,
词人:  40030030720,
牵禾:  40038925671,
一天:  40029704544,
房子:  40040315051,40029803046,
吞噬:  40030311292,
现代性:  40032573927,
鼎蔗:  40039690334,
詹森:  40032573927,
画画:  40029936609,
老师:  40029130412,
你们:  40040315051,
骆驼队:  40030802233,
木玛:  40029903503,
亘责:  40041445185,
多谢:  40030701394,
一个:  40032573927,40032024132,40040829291,40029936609,40030196442,40040315051,40030842249,40032699575,40029803046,40030411703,40029253775,40030311292,40030911976,40029734619,40032682804,40032282895,
一会儿:  40030411703,
碟烨:  40040878032,
有次:  40029130412,
胁份:  40040191864,
老翁:  40030701394,
稍惨:  40040329282,
呓氯:  40039690334,
敬道:  40040323541,
暗夜:  40030968649,
吉姆:  40032282895,
力制:  40040004347,
时光:  40030311292,
装逼:  40039880650,
你会:  40032282895,
利刃:  40029977613,
心里:  40030411703,
澎噤:  40040410404,
缺艺:  40040329282,
伬叛:  40041445185,
坠着:  40029297795,
攫梦:  40040915337,
妈说:  40030911976,
悠悛:  40040509585,
芹屹:  40040136238,
彻唬:  40040136238,
桔晟:  40041112694,
咏幅:  40039840589,
同钉:  40030038201,
巧摇:  40040136238,
吹岭:  40039830115,
谷中:  40030378916,
震醛:  40040635528,
大学:  40029734619,40030933061,
穿啬:  40038925671,
剽满:  40040053458,
匈雏:  40041469725,
蹩帮:  40041538484,
愧单:  40039170031,
奋必:  40039166126,
姻埏:  40041445185,
琅尼:  40039842613,
框颤:  40040410404,
张沛:  40040509585,
手颉:  40040136238,
逐昴:  40040878032,
菡武:  40039432851,
张佳:  40029005770,
磺顿:  40039840589,
袭罪:  40041112694,
邢浅:  40040410404,
花间:  40030030720,
书写:  40032040618,
然而:  40030968649,40029253775,
登宇:  40029734619,
类馍:  40041538484,
倒叶:  40039642078,
板凳:  40029845102,
彻团:  40038238970,
已开:  40030935761,
碟片:  40030196442,
蝼用:  40040323541,
逻蒙:  40041538484,
胡同:  40030411703,
作者:  40032040618,
荆蘩:  40040329282,
玩鳅:  40040635528,
板儿:  40029845102,
以色列:  40030038201,
多么:  40032282895,
他藤纶:  40041141028,
作文:  40029704544,
可悯:  40030038201,
思康:  40030411703,
万柳:  40030599600,
韶蓓:  40040944804,
婆淤:  40040136238,
或者:  40032573927,
马蚁:  40029427050,
喷议:  40040136238,
衰螟:  40040635528,
妙噜:  40041252970,
矛倅:  40040366591,
情语:  40030935761,
乔霖:  40040004347,
勉壳:  40040329282,
可能:  40032573927,40032282895,
拖韶:  40040366591,
斑接:  40039840589,
汴嚣:  40040312226,
不会:  40029903503,
仨离:  40040410404,
输菥葚:  40039840589,
褴熊:  40039432851,
映兴:  40040895785,
苏和莹:  40029704544,
小驴:  40029845102,
德塍:  40039303519,
戴花:  40029903503,
好处:  40030701394,
扎伊尔:  40032861689,
花哨:  40040061134,
神之子:  40030038201,
读者:  40032024132,
锦芷:  40041252970,
忠矾:  40039676488,
青春:  40030968649,40032024132,40040315051,
晏役:  40040136238,
以后:  40030933061,
香韬:  40040323541,
吓缝:  40040191864,
椰铵:  40041355516,
写信:  40032282895,
玉田:  40030935761,
撑舱:  40038925671,
铜途:  40040004347,
旅馆:  40030842249,
奶奶:  40039099051,40040587831,
克劳斯:  40032040618,
杰减:  40040191864,
伺傲:  40041141028,
愤旻锢:  40041469725,
三部曲:  40032040618,
孩子:  40040829291,40030842249,40029845102,
语用:  40032573927,
状缕:  40041469725,
野百合:  40030701394,
英子:  40030411703,40030911976,40029845102,
露给:  40032815927,
写作:  40032024132,40029936609,40030599600,40029180894,40032040618,40038054365,
锻阪:  40040136238,
片里:  40030196442,
魏想:  40039166126,
颓败:  40030221569,
恒锤:  40039690334,
燕燕:  40029845102,
苏青:  40032699575,
概念:  40030842249,
野牦牛:  40029318776,
汇俪:  40040509585,
龃毫:  40039830115,
冼钥:  40040896159,
东坡:  40030030720,
缴哝:  40039170031,
陳俟:  40039840589,
逯醉:  40041141028,
迎接:  40041966382,
壮贝:  40038238970,
傍稽:  40041141028,
男人:  40030196442,40029803046,40041007217,
灵魂:  40040941246,
不要:  40030933061,
牡兜:  40038238970,
神注:  40039166126,
汐髦:  40041469725,
地问:  40029903503,
疋实:  40041469725,
隗貅:  40040410404,
老婆:  40041007217,
杀神:  40030038201,
棉袄:  40029845102,
依然:  40029253775,
侄太:  40038238970,
以及:  40032573927,
事么:  40030968649,
回家:  40029845102,
驰谡:  40041469725,
阀纷:  40040915337,
空虚:  40030968649,
獠底:  40040410404,
砬贽:  40038925671,
否耸:  40040366591,
铂蜍:  40040635528,
反狱:  40029766014,
评论家:  40031627477,
金叭:  40041252970,
傍骄:  40039303519,
咒诅:  40030038201,
坤秘:  40040509585,
袭稹:  40041469725,
说话:  40030411703,
沮馍:  40040896159,
天地:  40032699575,
选绿:  40040635528,
诺贝尔文学奖:  40039049090,
眷凰:  40041112694,
阏鹋:  40040053458,
菩穑:  40040136238,
旅蛐:  40040915337,
献圹:  40041469725,
瓮灿:  40039166126,
命名:  40032024132,
抨迎:  40040635528,
螓蛀:  40040635528,
有些:  40030196442,
蜻康:  40038238970,
榨枪:  40039040119,
扎根:  40030196442,
浆霆:  40041538484,
姊鞅:  40040136238,
憎恶:  40030910212,
名人:  40031627477,
滞承:  40038238970,
铁轨:  40029803046,
西风:  40030030720,
光蹰:  40038238970,
裤惑:  40039075093,
艰曙:  40040944804,
咋饯:  40040191864,
崇诚:  40040191864,
详探:  40040410404,
时间:  40030599600,
坑弩:  40040915337,
女明星:  40032815927,
之境:  40030030720,
泊汽:  40040509585,
舌皂:  40040004347,
羰亵:  40040878032,
不行:  40030701394,
愚照:  40041355516,
渐秸:  40040329282,
月亮:  40029869707,
洛倭:  40039303519,
酵租:  40040944804,
鄙词:  40030030720,
烤衡:  40039690334,
物昧:  40041469725,
直刺:  40029869707,
某些:  40032573927,40031511673,
陡谋:  40039075093,
枣症:  40040944804,
有个:  40029845102,
定义:  40032573927,
穴璎拳:  40040004347,
透歧:  40040896159,
对方:  40041741908,40040000399,
不说:  40031511673,
死亡:  40030687595,
追梦:  40029936609,
土沉:  40041355516,
阿姨:  40041193984,
闵袅:  40041445185,
羧央:  40041355516,
晏娴:  40039676488,
二人:  40032040618,
坚斑:  40039830115,
小桂子:  40030411703,
迁挥:  40038229975,
朽腐:  40030687595,
新欢:  40032861689,
规噻:  40038925671,
野蔷薇:  40030701394,
建丰:  40040895785,
巴纳:  40032282895,
轴地:  40040136238,
之子:  40030038201,
痕聆:  40040366591,
文芩:  40040191864,
这种:  40032573927,
赔衰:  40039166126,
钻埠:  40038925671,
鹊蓄:  40040915337,
地看:  40030196442,
表禧:  40041469725,
野草:  40030687595,
熨属:  40040895785,
琬莱:  40040896159,
糠怖:  40040635528,
甄粳:  40040004347,
昵殖:  40039676488,
言情:  40030030720,
冼铠:  40040896159,
超障:  40040329282,
表姐:  40030311292,
屋里:  40030411703,40030911976,
赠滓:  40040944804,
壬鳅:  40040004347,
还皂:  40040410404,
腓楗烃:  40039840589,
果飚:  40038925671,
露得:  40032815927,
折回:  40030842249,
承认:  40032682804,
枪坚:  40038229975,
低腰裤:  40032815927,
而且:  40032573927,
萌砒:  40041445185,
线儿:  40041193984,
红模:  40039170031,
点点:  40040329994,
勤郸:  40041469725,
关菀:  40040944804,
衬洫:  40040878032,
二俗:  40030411703,
珙吻:  40041252970,
群众演员:  40030196442,
歙讳:  40040944804,
姑衍:  40040635528,
向兰:  40030911976,
张爱玲:  40032699575,
艰钹:  40038229975,
贝子花园:  40030911976,
炊檗:  40039840589,
咖淑:  40040366591,
霎娼:  40039830115,
黯鲫:  40039842613,
诡谨:  40040410404,
全身心:  40041966382,
嫔铂:  40041112694,
欢欣:  40030221569,
往腈:  40039830115,
女子:  40040263110,
纠谳:  40041112694,
边儿:  40030911976,
明板:  40029427050,
锲哉:  40041252970,
一闪:  40030842249,
潜能:  40030311292,
他们:  40032573927,40041966382,40029427050,40029180894,40030038201,40032040618,40030311292,40030911976,40029130412,40032282895,40029977613,
女孩:  40030701394,40029704544,
劳动:  40029180894,
沥筛:  40040944804,
麻袋:  40030802233,
播放:  40029005770,

很明显的一点,倒排索引的索引文件要大很多。这主要是我抓取的100多个页面的关键词分散程度太大了。不过随着建立索引的文件数目的增长,这种差距会渐渐缩小,我猜想的。

这是我执行50条检索所花的时间的对比图:

duibi

#-*- coding:utf-8-*-
import sys
reload(sys)
sys.setdefaultencoding('utf-8')
print sys.getdefaultencoding()
sys.path.append('../')
import os
import jieba
import jieba.analyse
import time

def is_cn_char(i):
    return 0x4e00<=ord(i)<0x9fa6

topK = 50
daopaikeys ={}
shunxukeys = {}
fd = open('../fileindex.txt','a')
files = os.listdir("/home/cloudaice/pages")
for f in files:
    if len(f) == 11:
        content = open(f,'rb').read()
        tags = jieba.analyse.extract_tags(content,topK=topK)
        #print ",".join(tags)
        tags = list(tags)
        keys = [ key.strip() for key in tags if is_cn_char(key[0])]
        if len(keys) ==0:
            continue
        shunxukeys[f]=keys
        for key in keys:
            try:
                daopaikeys[key].append(f)
            except:
                daopaikeys[key] = []
                daopaikeys[key].append(f)

#print shunxukeys
#print daopaikeys

ff = open('keys','r')
query_keys = []
for c in ff.readlines():
    query_keys.extend(c.split(','))
query_keys = [key for key in query_keys if key]

result = []
now = time.time()
for key in query_keys:
    for f,k in shunxukeys.items():
        if key in  k:
            result.append(f)
    #print result
    result =[]

print u'顺序索引:',time.time()-now

now = time.time()
for key in query_keys:
    try:
        daopaikeys[unicode(key.strip())]
    except:
        print key.strip()
print u'倒排文件索引:',time.time()- now
Xiang Chao 25 October 2012
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