commit 584548d006a21355d553f0c3e603a94bfebfc8b4 Author: Administrator <1415243231@qq.com> Date: Tue Aug 5 09:19:34 2025 +0800 变更 diff --git a/.idea/.gitignore b/.idea/.gitignore new file mode 100644 index 0000000..359bb53 --- /dev/null +++ b/.idea/.gitignore @@ -0,0 +1,3 @@ +# 默认忽略的文件 +/shelf/ +/workspace.xml diff --git a/.idea/csv-editor.xml b/.idea/csv-editor.xml new file mode 100644 index 0000000..db8c454 --- /dev/null +++ b/.idea/csv-editor.xml @@ -0,0 +1,58 @@ + + + + + + \ No newline at end of file diff --git a/.idea/encodings.xml b/.idea/encodings.xml new file mode 100644 index 0000000..f3da675 --- /dev/null +++ b/.idea/encodings.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/.idea/inspectionProfiles/Project_Default.xml b/.idea/inspectionProfiles/Project_Default.xml new file mode 100644 index 0000000..f8c0ef1 --- /dev/null +++ b/.idea/inspectionProfiles/Project_Default.xml @@ -0,0 +1,39 @@ + + + + \ No newline at end of file diff --git a/.idea/misc.xml b/.idea/misc.xml new file mode 100644 index 0000000..c675b1d --- /dev/null +++ b/.idea/misc.xml @@ -0,0 +1,12 @@ + + + + + + + + + + \ No newline at end of file diff --git a/.idea/modules.xml b/.idea/modules.xml new file mode 100644 index 0000000..79e0f5e --- /dev/null +++ b/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/.idea/vcs.xml b/.idea/vcs.xml new file mode 100644 index 0000000..94a25f7 --- /dev/null +++ b/.idea/vcs.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/C语言程序设计(上).北京理工大学.csv b/C语言程序设计(上).北京理工大学.csv new file mode 100644 index 0000000..fa296ee --- /dev/null +++ b/C语言程序设计(上).北京理工大学.csv @@ -0,0 +1,928 @@ +mmdjiji,其实总体看老师讲得很棒，知识点涵盖全面，美中不足的是老师的代码规范性欠佳，例子里都直接写main(){}而不是int main(){}。其实这个返回值我们都知道与逻辑无关，是给操作系统的返回值。不过我有一个刚入门C的同学就直接把这个代码抄笔记上了，之后他的代码都是不带int和return0的，我后来让他加上的。其实这种习惯性的东西作为老师一定要规范。 另外，其实无论作业题和考试题，出题都不太规范，输入输出格式和输入输出样例不是一回事，在这里完全混淆。我做...,发表于 2019-11-18,第11次开课,123 +澄碧钓徒,部分OJ测试用例不太靠谱，初学慎选,发表于 2019-02-27,第9次开课,27 +无畏之灵,有的地方说错的呢，根本就没办法看，紧张啥？老师您，我作为一个小白很慌。,发表于 2019-03-07,第10次开课,13 +zzti201715044230,去哪里下载编程程序,发表于 2019-01-19,第9次开课,9 +HFUT2017210202黄壬癸,老师讲的很好，简明易懂，让我的许多问题都得到了解决,发表于 2018-06-03,第8次开课,7 +newtime126,在线测试不靠谱！！！！！！！！！！！！！！！！搞死人,发表于 2019-09-28,第11次开课,6 +mooc50792904130885260,老师讲的好详细啊，当初我们的老师就只照着PPT讲，我们一脸懵， 现在被C l老师训斥，就只有来学习了，恰巧老师这么详细，有救了,发表于 2019-03-25,第10次开课,6 +wuli大叔,老师讲的很好，但是我觉的不适合初学者学习，,发表于 2019-03-13,第10次开课,6 +bit1120181384郭昊东,嗯，老师讲的很细致，对于一些细节讲得很到位，但对于初学者还是有一点吃力，希望能加入一些关于程序各个部分的讲解。,发表于 2018-10-07,第9次开课,5 +BIT63011926-1120192816陆佳琦,我累了，我真的累了,发表于 2019-11-17,第11次开课,4 +HFUT2017217302冷,很好很棒C语言好难,发表于 2018-04-29,第8次开课,4 +HFUT2018217501,老师讲的很好，理解的很到位，通俗易懂。,发表于 2019-05-21,第10次开课,2 +BIT09041802郑倩倩1120180858,老师讲课很详细，听得也很明白,发表于 2019-01-12,第9次开课,2 +HFUT2017214056耿丽,老师讲的很详细，通俗易懂,发表于 2018-05-12,第8次开课,2 +2022010912027-陈阳,虽然老师课程讲的并不完美，但胜在细致、耐心，我们老师一节课能讲一章多的知识点，还在我没怎么听懂的情况下布置作业。要不是老师讲课的顺序和我们老师重合度高，我还真不知道怎么在知识点都没记住的前提下写作业。老师还留下了课件，注重例题的讲解，我很满意。,发表于 2022-09-23,第17次开课,1 +BIT1120212815杨巡岳,通过学习C语言程序设计这门学科，我感觉自身的逻辑思维能力得到了提高，同时也对C语言这门面向过程的高级语言有了更深刻的了解。,发表于 2022-03-05,第16次开课,1 +BIT1120203185张艺林,都很好，支持,发表于 2021-05-23,第14次开课,1 +BIT-1320201043,非常好，很有进步,发表于 2021-05-16,第14次开课,1 +BIT-1120192310,课程很不错，给了我很大大的启发,发表于 2019-11-17,第11次开课,1 +BIT1120191170陈羿30011904,课程讲解很详细，能够很好的理解，特别好的方法教程,发表于 2019-11-16,第11次开课,1 +依夢光輝,总的来说还可以，就是讲授ppt时没有鼠标光标指示，有些时候会有点乱。,发表于 2019-07-24,第10次开课,1 +HFUT2018218551leng,老师讲得很好，细致且清晰明了。,发表于 2019-05-26,第10次开课,1 +jason_cen,这是个好课程，就是做题的时候有点不太懂题意。,发表于 2019-05-12,第10次开课,1 +BIT潘康1120180539,感觉非常不错,发表于 2018-11-20,第9次开课,1 +SEU-研76班-九-212473-陈驰,66666666,发表于 2018-05-01,第8次开课,1 +学员0de9kada78085893681339789,课件内容与题目结合在一起,发表于 2023-02-16,第18次开课,0 +bit1120221392刘永鑫,课程非常好,发表于 2023-01-09,第17次开课,0 +bit1120221540赵思凯,非常nice!,发表于 2023-01-07,第17次开课,0 +bit1120223118窦安桐,我觉得很好,发表于 2023-01-06,第17次开课,0 +bit1120222301罗翔宇,6666666哇！超出预期了,发表于 2023-01-02,第17次开课,0 +bit1120222879康政宇,学习很有收获,发表于 2022-12-31,第17次开课,0 +bit1120221263陈若冰,课程内容很好。,发表于 2022-12-31,第17次开课,0 +软工猎犬,在寒假期间自己想学习一下C语言就非常不错,发表于 2022-12-23,第17次开课,0 +bit1120221084吴雨泽,课讲的很好,发表于 2022-12-14,第17次开课,0 +汐卿浣晟,很详细！！！,发表于 2022-11-28,第17次开课,0 +BIT30622201高伊彤1120222890,可以扫除很多知识盲区,发表于 2022-11-27,第17次开课,0 +bit1120222701王嘉炜,由浅入深，精辟透彻,发表于 2022-11-27,第17次开课,0 +bit1120221091李琰泽,教的特别好,发表于 2022-11-27,第17次开课,0 +bit1120221974朱文敏,很好！深入浅出！,发表于 2022-11-26,第17次开课,0 +bit1120222770彭园媛,感谢老师们的指导，受益匪浅，让我在学校线下课程之余可以通过这个课程进行预习和复习。,发表于 2022-11-26,第17次开课,0 +Tyust202214150704范朝兴,很好，特别好,发表于 2022-11-25,第17次开课,0 +bit1120221075吴晗晗,北理工的C语言比我预想的要好！内容覆盖也比较全面，不过需要结合书一起看！,发表于 2022-11-25,第17次开课,0 +bit1120220904贺健恒,非常好，学到了很多,发表于 2022-11-22,第17次开课,0 +BIT1120221255应宋超,收获很多，解决了无数疑难杂症,发表于 2022-11-21,第17次开课,0 +bit20223269张浩哲,太好了！！,发表于 2022-11-20,第17次开课,0 +bit1120222292曾玉婷,系统有条理，老师授课很清晰！,发表于 2022-11-20,第17次开课,0 +bit1120201315张园园,特别好，很有收获,发表于 2022-11-13,第13次开课,0 +bit1120223428夏露语,至少输入5个字,发表于 2022-10-30,第17次开课,0 +削肾客的救赎k1258413075254379917,讲的很清楚，要是能纠正题目里的错误就更好了,发表于 2022-10-20,第17次开课,0 +爱我所爱ykt14582913825245196,课程很多好，继续学习中，谢谢北京理工大学的老师。,发表于 2022-10-16,第17次开课,0 +刘骏燊,ppt上的代码经常有很多错误,发表于 2022-10-14,第17次开课,0 +bit1120222302郭文涛,通过视频学习和课后练习的巩固，我认为这门课程对我学习计算机有很大的帮助,发表于 2022-10-11,第17次开课,0 +renfei0325,百年工程 精品工程,发表于 2022-10-04,第17次开课,0 +bit1120221082 谢冀豪,我认为这期C语言学习对巩固基础很有帮助，教学进度不快，题目不难，但循序渐进，容易上手，虽说是8年前的视频，放在现在也可称之为精品,发表于 2022-09-26,第17次开课,0 +BIT1120222882刘烁,好的很好得很,发表于 2022-09-18,第17次开课,0 +BIT1120222828吴东洋,十分有用，很好,发表于 2022-09-17,第17次开课,0 +bit1120223120左思博,可真的很好,发表于 2022-09-16,第17次开课,0 +bit1120223550温诗琛,授课内容非常好,发表于 2022-09-11,第17次开课,0 +庶影庭,老师讲的很清晰,发表于 2022-09-03,第17次开课,0 +洛师21地信张宇星,课程结构内容非常好，老师讲授逻辑性强,发表于 2022-08-25,第15次开课,0 +BIT1120211672,非常的有用,发表于 2022-06-27,第16次开课,0 +Insistencek1260042046499972473,老师讲得很好,发表于 2022-06-27,第12次开课,0 +mooc50843742491079360,很详细是不错的课,发表于 2022-06-23,第16次开课,0 +BIT1120212701,总体说来我还是觉得不错的,发表于 2022-06-11,第16次开课,0 +唐少鹏吖,还行吧哈哈哈哈哈哈,发表于 2022-06-07,第16次开课,0 +BIT 2125 1120213138 于茜,He Hal,发表于 2022-05-29,第16次开课,0 +BIT1120211809黄睿勤,高 好 简 精 妙,发表于 2022-05-29,第16次开课,0 +bit23122101-1120211049,方式丰富，内容精致,发表于 2022-05-26,第16次开课,0 +bit2110-1120213498蒋孟汐,非常好的课程,发表于 2022-05-25,第16次开课,0 +bit23122101-1120212732-李响,希望可以把课上的程序用文本放出来,发表于 2022-05-11,第16次开课,0 +tzu210345121周佳玟,GOOD!,发表于 2022-04-06,第16次开课,0 +BIT06012102-1120211178-杨祖威,题目较多，内容充实,发表于 2022-04-03,第16次开课,0 +、 ︶多重人格 〃殤ペ叻°,非常非常的nice,发表于 2022-04-02,第16次开课,0 +BIT86071201-1820211046-2021谢升融,老师不知道，我们看不到她鼠标指的位置,发表于 2022-03-31,第16次开课,0 +BIT张弛楷1120211652,还教你迅速和毒素护卫队,发表于 2022-03-29,第16次开课,0 +tzu210345111徐天骏,hhhhh,发表于 2022-03-26,第16次开课,0 +BIT-63012117-1120213595-林翔,真的很不错,发表于 2022-03-26,第16次开课,0 +BIT1120213243甄利帆,1654165,发表于 2022-03-14,第15次开课,0 +mooc108747115809546083,知识含量高，老师讲的好,发表于 2022-03-10,第16次开课,0 +智道三株,老师讲的很详细.,发表于 2022-03-05,第16次开课,0 +Eddyiy,Good!,发表于 2022-03-05,第16次开课,0 +tzu210341344王思思,可以学到更多知识,发表于 2022-03-04,第16次开课,0 +BIT-1120211800-龙驰睿,牛牛牛牛牛,发表于 2022-03-03,第16次开课,0 +tzu朱文萱210345114,老师讲的很好,发表于 2022-03-03,第16次开课,0 +BIT-钟逸-1120210651,好好好好好,发表于 2022-03-02,第16次开课,0 +唐健,老师讲解得很好,发表于 2022-03-01,第16次开课,0 +bit1120212444岑心怡,great,发表于 2022-02-27,第15次开课,0 +火龙火马,哇！超出预期了,发表于 2022-02-14,第1次开课,0 +mooc118107729644999170,非常nice 4.7以前的知识我都在B站上看过了，在这又重新看一遍，收获满满！通俗易懂，老师十分认真。,发表于 2022-01-22,第15次开课,0 +mooc113526491927405569,内容详细，非常棒,发表于 2022-01-20,第15次开课,0 +BIT1120211723陈久宸,视频画质太差了,发表于 2022-01-11,第15次开课,0 +bit1120213565杨恒,很好的课程,发表于 2022-01-10,第15次开课,0 +bit1120212157张书维,感谢各位老师的倾心教学！,发表于 2022-01-10,第15次开课,0 +bit1120212534蔺锦鸿,老师讲的很好，我收获颇丰,发表于 2022-01-10,第15次开课,0 +bit徐若嘉1120212439,技巧性提高了,发表于 2022-01-09,第15次开课,0 +BIT30622101李祉瑶1120210647,课程很精彩,发表于 2022-01-09,第15次开课,0 +bit1120211355方杨婧雯,学到了很多,发表于 2022-01-09,第15次开课,0 +BIT1120213279刘佳群,特别好！继续加油！,发表于 2022-01-06,第15次开课,0 +mooc97803830463577348,很好 很喜欢 有帮助很大,发表于 2022-01-04,第15次开课,0 +大海1977,讲得明白易懂！举例形象！过程清晰！,发表于 2021-12-29,第15次开课,0 +ykt75867076565554914,非常喜欢。,发表于 2021-11-24,第15次开课,0 +荔苏芯,很好，很棒，很厉害,发表于 2021-11-20,第15次开课,0 +1546585734,学到了不少,发表于 2021-11-17,第15次开课,0 +mooc106527291584286384,上课内容非常的充分，有问题，很好,发表于 2021-11-12,第15次开课,0 +左晔化能A2005-2020010346,我可太爱这个老师了！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！！真的不错，实名推荐！,发表于 2021-11-08,第15次开课,0 +CUIT2021051136董晋胜,服了，测验不给正确答案不说，每次做完都不告诉哪个错了，让学生像无头苍蝇一样乱碰有意义吗？,发表于 2021-10-25,第15次开课,0 +小丑³,好评，老师教的挺好。,发表于 2021-10-17,第15次开课,0 +BIT1120212084方业皓,下次开课加个字幕，带助听器难受的要死,发表于 2021-10-12,第15次开课,0 +独眼霹雳,很细致，适合初学者。,发表于 2021-09-16,第15次开课,0 +东子20190704,深入浅出地讲解，非常容易理解。,发表于 2021-09-06,第15次开课,0 +张莉华,很好，老师讲的很细！,发表于 2021-08-31,第15次开课,0 +BJFU物联网20文美尧,老师讲的很好,发表于 2021-08-18,第12次开课,0 +carry啊,很好 循序渐进,发表于 2021-07-28,第12次开课,0 +BIT-2027-1120202432,希望永远不要关闭这个学期,发表于 2021-07-19,第14次开课,0 +21377153-李卓远,清晰直白，受益良多,发表于 2021-07-04,第14次开课,0 +游戏人生88,精品课程，从未被超越！,发表于 2021-07-03,第14次开课,0 +Jeffery-Van,超级棒的课程,发表于 2021-06-28,第14次开课,0 +bit-1120201540-张程-63012020,好！！！！,发表于 2021-06-26,第14次开课,0 +BIT1820201054朱沅泽,内容简单易懂 非常棒,发表于 2021-06-25,第14次开课,0 +BIT-1120202135-李宇寰-63012020,挺好的，有收获,发表于 2021-06-15,第14次开课,0 +BIT1820201040 黎雍卉,老师授课方式间接易懂，很喜欢老师的教学方式。,发表于 2021-06-08,第14次开课,0 +BIT 1320201121 臧仁楷,哈哈哈哈哈哈哈哈,发表于 2021-06-07,第14次开课,0 +B-1089,老师讲的太好了,发表于 2021-05-20,第14次开课,0 +司南sn,弥补我的不足,发表于 2021-05-18,第14次开课,0 +BIT1120170404,考试截止时间与通告上不一样,发表于 2021-05-17,第14次开课,0 +BIT-1120200567-旷嘉骏,111111,发表于 2021-05-16,第14次开课,0 +BIT-1820201064-尚荣,不适合留学生而且complier很烦人,发表于 2021-05-16,第14次开课,0 +BIT1820201074杨龙,我对教学材料和老师的教学方法很满意,发表于 2021-05-16,第14次开课,0 +BIT-1120203089-邹宜秀,老师很负责,发表于 2021-05-16,第14次开课,0 +BIT1320201112姜昱玮,讲授清楚明了,发表于 2021-05-15,第14次开课,0 +BIT1320201046王金帅,时间紧真的,发表于 2021-05-15,第14次开课,0 +BIT1820201046刘乐也,挺好的呀！,发表于 2021-05-15,第14次开课,0 +BIT1320201045李宇卿,非常棒，有很大的帮助,发表于 2021-05-15,第14次开课,0 +BIT 1320201048,好失望呦呦,发表于 2021-05-15,第14次开课,0 +BIT_1120202934,学习很有收获,发表于 2021-05-15,第14次开课,0 +BIT1820201035黄诗亿,这些材料被分成几小块，令学生可以在有趣的氛围中轻松地学习它。,发表于 2021-05-15,第14次开课,0 +xdyzwq126com,english,发表于 2021-05-14,第14次开课,0 +bit_63012013_1120200977,收获很大，老师讲的特别好！,发表于 2021-05-14,第14次开课,0 +BIT-1120200988-孟彦辰-07162001,好好好好好好好好,发表于 2021-05-09,第14次开课,0 +BIT-黄昱欣-1120200807,真不错耶，收获很大,发表于 2021-04-21,第14次开课,0 +咸鱼鱼🐟,内容老了。。。。,发表于 2021-04-11,第14次开课,0 +BIT1120200731方辰,课程使我对于C语言一些运算符、语句的原理结构有了更深刻的了解,发表于 2021-04-02,第14次开课,0 +BIT1820201078-韩非,Good teaching.,发表于 2021-04-01,第14次开课,0 +BIT-张智博-1120201891,爱了爱了！,发表于 2021-03-29,第14次开课,0 +bit1120203297鲍睿智,课程讲解完整，能和课堂内容互相补充。,发表于 2021-03-29,第14次开课,0 +BIT 罗亚文 1120200983,真的蛮好的,发表于 2021-03-25,第14次开课,0 +BIT1120203029丁致远,感觉也许还行,发表于 2021-03-23,第13次开课,0 +3-1120201979蒋志涛,okokok,发表于 2021-03-20,第14次开课,0 +BIT-1120201507-63012027,哇！超出预期了,发表于 2021-03-18,第14次开课,0 +BIT1120201997张李竣飞,？？？？//？,发表于 2021-03-04,第14次开课,0 +BIT1120200670窦骥桐,好好好好好,发表于 2021-03-04,第14次开课,0 +BIT1120202565胡耀中,老师讲得非常详细，而且重点突出，太爱北理工的老师了！！,发表于 2021-03-03,第14次开课,0 +BIT1120202080张博涵,讲解生动，条理清晰,发表于 2021-03-02,第14次开课,0 +殇璃猫眼石,课程很棒。,发表于 2021-02-03,第12次开课,0 +BIT1120201175郭宇轩,妙啊 我爱了这课程,发表于 2021-01-28,第13次开课,0 +BIT1120201175郭宇轩,妙啊 我爱了这课程,发表于 2021-01-28,第13次开课,0 +百优解丶,要是有每个课程的作业详解就好了,发表于 2021-01-22,第13次开课,0 +bit-1120201658-阳晓辉,好好好好好,发表于 2021-01-21,第13次开课,0 +BIT1120202401李亮廷,内容丰富，适合初学者,发表于 2021-01-21,第13次开课,0 +成型200520204164羡秭琪,还挺细致的,发表于 2021-01-19,第13次开课,0 +BIT1120200286彭霄,作为课后的补充挺不错。,发表于 2021-01-14,第13次开课,0 +BIT-1120203486-李俊,党纪国法解放军歌迷会感慨感慨感慨,发表于 2020-12-30,第13次开课,0 +BIT1120203021骆彦萌,很有收获。,发表于 2020-12-26,第13次开课,0 +司梦k1265338009900752384,很好，讲的很清晰，不过也要结合书本，还是得看平时看书的量,发表于 2020-12-21,第13次开课,0 +Bit鳳凰涅槃mooc,老师授课方式独具一格，上课的内容精细化，对于比较难理解的知识点，适当举例，达到事半功倍的效果，适合大一新生学习C语言，是选择入门最佳的课程。,发表于 2020-12-20,第13次开课,0 +BIT1120202522陈晨波,nice nice nice nice nice,发表于 2020-12-08,第13次开课,0 +bit07022002-1120201171张博雅,非常好，老师讲的很详细,发表于 2020-12-06,第13次开课,0 +BIT1120202124倪浩哲,好好好好好,发表于 2020-12-05,第13次开课,0 +bit1120202291朱荣江,真滴很不错,发表于 2020-12-05,第13次开课,0 +BIT1120203143龚俊超,不错啊啊啊,发表于 2020-12-05,第13次开课,0 +BIT1120201671张迅,内容丰富，课程有趣,发表于 2020-12-05,第13次开课,0 +BIT-1120202058-陈一飞,学到了许多编程的内容,发表于 2020-12-05,第13次开课,0 +BIT1120203235黄叶红,老师讲课思路很清晰，希望课后练习可以有解析,发表于 2020-12-05,第13次开课,0 +BIT1120202623田果,课是真的多 作业也多,发表于 2020-12-04,第13次开课,0 +BIT-12112004-1120201056,azazaz,发表于 2020-12-04,第13次开课,0 +Bit18332001-1120201472,很棒棒棒棒棒,发表于 2020-12-04,第13次开课,0 +BIT1120201731,好好好好好,发表于 2020-12-03,第13次开课,0 +BIT沈业飚1120202024,讲的详细透彻,发表于 2020-12-02,第13次开课,0 +BIT-1120201533-黄睿,对编程有了初步的了解,发表于 2020-12-01,第13次开课,0 +BIT1120200622-刘庚鑫,老师讲的很清晰,发表于 2020-11-29,第13次开课,0 +BIT1120201810吴骁,老师讲解清晰，习题难度中上！,发表于 2020-11-28,第13次开课,0 +一丝空气k1267835062520631702,希望能多将些重点知识点，点到即可。,发表于 2020-11-25,第13次开课,0 +BIT1120202118于睿果,wow amazing,发表于 2020-11-23,第13次开课,0 +bit1120201307姜兹瑞k12104529032684553578,好有用啊啊,发表于 2020-11-22,第13次开课,0 +BIT1120202038吕森炜,李老师yyds,发表于 2020-11-22,第13次开课,0 +bit1120201726刘骜,c语言的实用入门教程,发表于 2020-11-19,第13次开课,0 +BlackShadowS,很棒的课！,发表于 2020-11-19,第13次开课,0 +BIT30012014-1120201034,Excellent and inspiring!,发表于 2020-11-18,第13次开课,0 +BIT1120202529陈勇斌,让我可以在课余时间自学，挺好的,发表于 2020-11-18,第13次开课,0 +BIT1120201105,课程很好，唯一的缺点就是灯光太暗有时看不清,发表于 2020-11-18,第13次开课,0 +从零开始527,很棒，内容容易让人理解,发表于 2020-11-18,第13次开课,0 +BIT1120200936庞新宇,作业时间太短,发表于 2020-11-16,第13次开课,0 +BIT1120201054何嘉君,niubi,发表于 2020-11-14,第13次开课,0 +BIT1120203009邱昱力,讲得挺好，作为北理 工人我十分满意,发表于 2020-11-13,第13次开课,0 +bit1120200704潘悦然,123455,发表于 2020-11-12,第13次开课,0 +BIT1120203423张皓钧,不喜欢网课,发表于 2020-11-09,第13次开课,0 +BIT1120200951张雲赫10,非常好，学到了许多东西,发表于 2020-11-09,第13次开课,0 +BIT1120202119赖厚俊,nlihihnhlhikhnnvnbn,发表于 2020-11-06,第13次开课,0 +BIT1120202119赖厚俊,nlihihnhlhikhnnvnbn,发表于 2020-11-06,第13次开课,0 +BIT1120202034汪奕,非常好，我通过这门课感受到了C语言的乐趣,发表于 2020-11-06,第13次开课,0 +mooc68359314642602333,不知道是基于哪一本书来讲的，我买的就是李凤霞主编的c语言程序设计教程，虽然与书中内容差不多，但是找不到讲的内容在书上的哪里，每次都找半天,发表于 2020-11-04,第13次开课,0 +BIT1120200693李梓涵,课程非常容易掌握！,发表于 2020-10-31,第13次开课,0 +青春无敌美少女战士,很喜欢，，，，,发表于 2020-10-29,第12次开课,0 +p192426407马进英,厉害，老师解析清晰,发表于 2020-10-29,第12次开课,0 +bit 1120202521 李雄,老师讲课是用到的例子很形象，对我们编程时的细节问题也有很多提示,发表于 2020-10-24,第13次开课,0 +BIT1120202620 杨涵,感觉这个课程讲课框架很好，很有逻辑,发表于 2020-10-24,第13次开课,0 +颍颎,挺好的，讲的也挺清晰的,发表于 2020-10-23,第11次开课,0 +邓自海,很好，令我满足,发表于 2020-10-23,第13次开课,0 +mooc60775193867070359,老师讲的非常棒，一点都不拖泥带水,发表于 2020-10-22,第13次开课,0 +BIT1120200610钱璟诚,老师讲的很详细,发表于 2020-10-16,第13次开课,0 +BIT1120202410刘朴岳,课程讲解很清晰,发表于 2020-10-15,第13次开课,0 +年轻的模样mooc11582872223648,非常不错的课程！,发表于 2020-10-04,第3次开课,0 +君临天下丶初,讲授内容深入浅出，讲解细致有规律，适合编程小白学习,发表于 2020-09-21,第13次开课,0 +阴阳怪调井,可以从不同的角度认识所学习的知识。挺好的！,发表于 2020-09-20,第13次开课,0 +hs201819828符茂桓,1145564,发表于 2020-09-14,第11次开课,0 +陈文杰AND1,hhhhhh,发表于 2020-09-07,第1次开课,0 +南城mooc11581774653288,棒！！！！,发表于 2020-08-21,第12次开课,0 +mooc1485434467257,好极了，比学校讲课好多了,发表于 2020-08-17,第12次开课,0 +mooc51998652700223702,学习多用心，总会有收获，老师上课上的很好,发表于 2020-08-06,第12次开课,0 +林国昕,老师讲得很好，细致且清晰明了。,发表于 2020-07-30,第12次开课,0 +2018171026张建华,得到了很大帮助,发表于 2020-07-28,第12次开课,0 +千度mooc7,很不错的啊,发表于 2020-07-25,第12次开课,0 +k1256427996198049421,讲解非常详细，印象深刻，引用例子明确,发表于 2020-07-17,第12次开课,0 +Florence_Lan,哇！超出预期了,发表于 2020-07-14,第12次开课,0 +林鸱mooc11582981478209,"#include int main(){ printf(""其实还不错！""); return 0; }",发表于 2020-07-07,第12次开课,0 +浔汐吖,HAO HAO,发表于 2020-07-06,第12次开课,0 +地卓1801杨伟光dzs,非常的不错,发表于 2020-07-04,第12次开课,0 +明灯mooc19,这也太贵了吧,发表于 2020-06-30,第12次开课,0 +BIT03061914连楷煊1120192060,课程十分详细，测试也让我很好地回顾了各周所学。,发表于 2020-06-29,第12次开课,0 +LYUN2018091540,对我很有帮助,发表于 2020-06-28,第12次开课,0 +1005844873qqcom,老师讲的很详细很好理解，受益匪浅。,发表于 2020-06-28,第12次开课,0 +zscccendi,内容很不错，内容广泛。,发表于 2020-06-26,第2次开课,0 +LYUN2018091530王文彬,吼吼吼吼吼吼吼吼吼吼吼吼吼吼吼吼,发表于 2020-06-25,第12次开课,0 +27闫微微,有些时候无字幕，并且测试截止时间太快了，会时常卡,发表于 2020-06-19,第12次开课,0 +BIT03061916朱宇轩1320191019,66666666,发表于 2020-06-18,第12次开课,0 +gyosuke,好好好好好,发表于 2020-06-18,第12次开课,0 +BIT1120192988张灵博,非常好的一门课！,发表于 2020-06-16,第12次开课,0 +电商192库尔班江如则,很不错了吧,发表于 2020-06-16,第12次开课,0 +LYUN2018091531吴宝洋,让我明白了怎么编程,发表于 2020-06-14,第12次开课,0 +失格者k1268038377166344981,超出预想，仔细，优质,发表于 2020-06-11,第12次开课,0 +摆渡人369,老师讲的太好了,发表于 2020-06-10,第12次开课,0 +HBEU018301314144,好好好好好好,发表于 2020-06-07,第12次开课,0 +BIT哈力哈买-1120190190,非常超级nice,发表于 2020-06-06,第12次开课,0 +幽灵哟,很棒的平台,发表于 2020-06-01,第12次开课,0 +晓晓晴非,循序渐进的入门课程,发表于 2020-05-28,第12次开课,0 +mju3192705119,有点儿难，具体怎么书写代码要是能教授就更好了！,发表于 2020-05-27,第11次开课,0 +BIT1120190885张天奕,很好，讲的很透彻,发表于 2020-05-26,第12次开课,0 +Wangmooc11583119308224,666666666666,发表于 2020-05-26,第12次开课,0 +鲁伯特泪痕,题目都没给出答案,发表于 2020-05-23,第12次开课,0 +mooc54244197784067965,这是我听过的讲的最好的老师,发表于 2020-05-21,第12次开课,0 +LYUN2018091523,好棒棒哒。,发表于 2020-05-19,第12次开课,0 +BIT19161903曲奕宣1320191154,感觉还不错,发表于 2020-05-19,第12次开课,0 +网工1802张宇飞yyf,老师的逻辑清晰讲的很清楚，已很好理解的方式讲述了出来,发表于 2020-05-16,第12次开课,0 +万叶飞花mooc,可以很好的知道学生对c语言的学习，老师的指导也很细致认真,发表于 2020-05-14,第12次开课,0 +LYUN2018091533,挺好的课程,发表于 2020-05-13,第12次开课,0 +Sinian虔诚,内容有些地方很新颖，设计巧,发表于 2020-05-12,第12次开课,0 +西安恒烽源,非常感谢李老师的讲解，帮我解开很久的疑惑。,发表于 2020-05-12,第1次开课,0 +坚强的小白白mooc149,挺好的，，,发表于 2020-05-11,第12次开课,0 +24彭文,都还可以的,发表于 2020-05-11,第12次开课,0 +bit63011929-1120191790,很好地帮助我复习了相关内容,发表于 2020-05-10,第12次开课,0 +04291901-范佳乐,很有收获，非常仔细,发表于 2020-05-10,第11次开课,0 +BIT1120192469席浚源,一切都挺好的,发表于 2020-05-10,第12次开课,0 +教技19-2刘芸,很好，很优秀,发表于 2020-05-10,第12次开课,0 +lyun采矿工程2018091504,不错好厉害,发表于 2020-05-10,第12次开课,0 +BIT03061915牟纪珂1120192,非常棒收益良多,发表于 2020-05-09,第12次开课,0 +BIT1120191788周旭,666666,发表于 2020-05-09,第12次开课,0 +BIT1120190211单子骞,应该增加一些习题讲解。,发表于 2020-05-09,第12次开课,0 +教技19-2张静,真的很不错,发表于 2020-05-09,第12次开课,0 +教技19-2王创,我觉得还可以,发表于 2020-05-09,第12次开课,0 +Tomhank20,老师讲的通俗易懂,发表于 2020-05-09,第12次开课,0 +教技19-2卢睿哲,很好，很好很好,发表于 2020-05-09,第12次开课,0 +水中州,老师讲的很好，即使不是相关专业也能获益良多,发表于 2020-05-08,第12次开课,0 +长春大学张迪,非常好 好好,发表于 2020-05-08,第12次开课,0 +豫财大201934070345王国志,老师的讲解很精彩，让我对于C语言有了更加系统化的认识。,发表于 2020-05-08,第12次开课,0 +养生mooc11582537155942,感觉讲的蛮全面的,发表于 2020-05-06,第12次开课,0 +FJNU135012019076张邦远,一星给解说,发表于 2020-05-05,第12次开课,0 +电子19-2靳言超,。。。。。,发表于 2020-05-05,第12次开课,0 +2019214170110,棒棒的！！！,发表于 2020-05-05,第12次开课,0 +生不逢杰,完美，自律者强,发表于 2020-05-03,第12次开课,0 +4659594,非常nice,发表于 2020-05-02,第12次开课,0 +ZNMZDX201821076070,很差劲 ，知道为什,发表于 2020-04-30,第12次开课,0 +潇潜mooc,老师很棒，但还是结合书一起看比较好,发表于 2020-04-29,第12次开课,0 +mooc48038546813701569,还可以，比我的老师讲得好,发表于 2020-04-29,第12次开课,0 +haojiemooc6,李老师讲课通俗易懂，很有帮助。谢谢,发表于 2020-04-27,第12次开课,0 +FJNU135012019115赵英金,课程内容丰富 容易理解,发表于 2020-04-26,第12次开课,0 +电子19-2张瑞镝,很有帮助，谢谢,发表于 2020-04-25,第12次开课,0 +BIT1120191960冯乐为,感觉这个mooc对我的帮助很大,发表于 2020-04-24,第12次开课,0 +教技19-2靳丽花,学习课程有点难,发表于 2020-04-24,第12次开课,0 +狼堡你焦哥,66666666666,发表于 2020-04-23,第12次开课,0 +做最好的自已,站位高，讲解到位。,发表于 2020-04-23,第12次开课,0 +GEMmooc64,讲的不适合我,发表于 2020-04-21,第12次开课,0 +BIT-1120191611-樊事成,老师讲的很详细,发表于 2020-04-21,第12次开课,0 +--092477,好的一批。,发表于 2020-04-21,第12次开课,0 +LYUN2018091526,好好好好或或或,发表于 2020-04-21,第12次开课,0 +BIT1120191608赵跃然03111901,课程讲的非常好,发表于 2020-04-19,第12次开课,0 +BIT03061912徐飞洋1120192584,C语言真的很奇妙，能节省很多人力物力，就是不太好学哈哈哈哈哈,发表于 2020-04-19,第12次开课,0 +2191300423,GOOD！,发表于 2020-04-16,第12次开课,0 +ykt59104042300786144,老师讲的很好。,发表于 2020-04-15,第12次开课,0 +00596-199054439,很好，详细清楚,发表于 2020-04-13,第11次开课,0 +hs201820410邢珂,学的很深刻,发表于 2020-04-09,第12次开课,0 +BIT1120182292王子豫,非常非常好,发表于 2020-04-08,第12次开课,0 +漛,测试题填空答案范围太小 答案无法与标准答案完全吻合,发表于 2020-04-08,第12次开课,0 +水果捞123,66666,发表于 2020-04-07,第1次开课,0 +教育技术学19-2班陈若彤,很喜欢这门课程,发表于 2020-04-07,第12次开课,0 +广东轻工机器人182严俊涛,有些视频的画质有点模糊，偶尔会有点花，老师讲的挺好的。,发表于 2020-04-03,第12次开课,0 +凡凡在学习,特别好，听得懂,发表于 2020-04-01,第12次开课,0 +FJNU135012019094傅啦啦,"very good,the teacher is very smart",发表于 2020-03-27,第12次开课,0 +医信一班李雪2019260017,老师讲课很认真，不仅学到了理论知识而且也参与了实践,发表于 2020-03-25,第12次开课,0 +DaringWoo,真的讲的很好，很详细啊！谢谢老师！,发表于 2020-03-24,第12次开课,0 +19机自1班15熊振杰,我感觉学到了很多,发表于 2020-03-21,第12次开课,0 +短发少女55,老师讲课很详细,发表于 2020-03-19,第12次开课,0 +蓝海银湾t,好喜欢这个老师！,发表于 2020-03-16,第12次开课,0 +电气141-秦根朝,帮助我补了知识，谢谢老师,发表于 2020-03-15,第12次开课,0 +ZNMZDX201921070127,感觉还好啦！,发表于 2020-03-15,第12次开课,0 +mooc47969599582745510,长的很详细，也非常不错,发表于 2020-03-14,第12次开课,0 +21一战上岸,哈哈哈哈哈,发表于 2020-03-14,第12次开课,0 +FJNU116012019030吴黎明,难！特别是小测，明明程序是可以算出来的，格式也没错，就是不给分,发表于 2020-03-13,第12次开课,0 +反效果,啊啊啊啊啊啊啊啊啊啊,发表于 2020-03-13,第12次开课,0 +网络662程金丽,有不收费的真的很不错,发表于 2020-03-13,第12次开课,0 +若明丶,希望还可以简化下流程，有些讲得还是太复杂了。作业还不错，就是要认真审题，防不胜防。,发表于 2020-03-13,第12次开课,0 +Hanspc,李教授讲得很细，完全没基础，基本上都听得懂，但外语不行记不住。加油!,发表于 2020-03-11,第12次开课,0 +millerteng,老师讲的很清晰，学习效果超级好,发表于 2020-03-08,第12次开课,0 +凉凉mooc67,1111111,发表于 2020-03-08,第12次开课,0 +魄幽,提交作业时对输出结果的格式要求太坑，太死板，关键是题目要求也没说清楚,发表于 2020-03-07,第12次开课,0 +19工商管理13甘国栋,感觉效果非常好,发表于 2020-03-06,第12次开课,0 +BIT周子焜1120192523（车辆2班）,一些基本的内容没有讲到位，要不是我之前有点底子我都听不明白。,发表于 2020-02-19,第12次开课,0 +mooc84313889003852918,课程讲的非常详细，非常喜欢,发表于 2020-02-19,第12次开课,0 +GIS_201931024111_刘培,挺好的，先基本了解了c 语言,发表于 2020-02-19,第12次开课,0 +中南民大-赵妍溪201921070064,还不错 不懂的可以暂停反复看,发表于 2020-02-18,第12次开课,0 +宸星吖,在？为什么我找不到我的学习时间？？我看了半天视频也不显示个时间？？你让我怎么给老师交差？？为啥我室友都有学习时间而我没有？？是不是针对我？？还有，为啥我室友说看了一个半小时视频只显示半小时？？？给个说法呗？？？,发表于 2020-02-18,第12次开课,0 +爪巴233,可以可以可以,发表于 2020-02-18,第12次开课,0 +清湖白雪,教的还不错，就是有些东西不能连贯,发表于 2020-02-18,第12次开课,0 +石山峻,感谢老师，我一定坚持到底。,发表于 2020-02-18,第12次开课,0 +mooc3108364758940821,非常好，便于理解,发表于 2020-02-17,第12次开课,0 +Luther寻雁,.......,发表于 2020-02-16,第12次开课,0 +Sherrymooc11581835659968,老师讲的太棒啦，受益匪浅！,发表于 2020-02-16,第12次开课,0 +mooc14926687274878342,还不错，加油,发表于 2020-02-16,第12次开课,0 +张欢mooc11581591243041,还可以吧，听得懂,发表于 2020-02-13,第12次开课,0 +MNUST182033236高学炽,老师讲解的比较细致。,发表于 2020-02-13,第10次开课,0 +mooc15649234915006156,认真详细，有启发性,发表于 2020-02-11,第12次开课,0 +songchuyi,老师讲得真好！,发表于 2020-02-11,第12次开课,0 +我们mooc350,我觉得非常好的一门课程,发表于 2020-02-10,第12次开课,0 +mooc83713259906461249,好好好好好,发表于 2020-02-10,第12次开课,0 +你不必长高因为我会弯腰mooc1,不错不错。,发表于 2020-02-10,第12次开课,0 +mooc52287399790443187,内容挺好的,发表于 2020-02-10,第12次开课,0 +ykt8700499150732307,可惜不是直播,发表于 2020-02-10,第12次开课,0 +19063205王训志,蛮不错 我爱北理工,发表于 2020-02-05,第11次开课,0 +201504060126,老师讲的很详细，学习效果很帮,发表于 2020-01-29,第10次开课,0 +bit-1120192168-徐之玺,很不错的课程，收获良多。,发表于 2020-01-18,第9次开课,0 +19级软件工程五班汤梓恒,这门课程很棒！,发表于 2020-01-17,第11次开课,0 +心如花木向阳而生mooc7,太难了，前面勉强能跟上，第六周就跟不上了,发表于 2020-01-16,第11次开课,0 +BIT1120191867马云祥30041901,非常好，真心推荐！,发表于 2020-01-12,第11次开课,0 +BIT1120190099-杨殿一-63011922,可以学到很多,发表于 2020-01-10,第11次开课,0 +绝不退出了,very good,发表于 2020-01-10,第11次开课,0 +7-1320191098陈炳毓,不错很不错,发表于 2020-01-09,第11次开课,0 +BIT1120192534-陈彦达,那个编程题贼傻逼,发表于 2020-01-06,第11次开课,0 +BIT1120193397刘佳文,好好好好好好,发表于 2020-01-05,第11次开课,0 +周孟范,老师教授的很好,发表于 2020-01-04,第11次开课,0 +BIT-1120190724,北京理工大学真的牛，比某航强多了,发表于 2020-01-04,第11次开课,0 +1-1120190750王文润,很好！！！,发表于 2020-01-04,第11次开课,0 +6-1120193217-孔德堃,太好了太棒了,发表于 2020-01-03,第11次开课,0 +BIT-1120191929-张然,课程非常棒！,发表于 2020-01-03,第11次开课,0 +BIT-1120190498,本课程讲解详细，收获良多,发表于 2020-01-02,第11次开课,0 +BIT-1120191280-郑灵杰,超级棒的！,发表于 2019-12-31,第11次开课,0 +BIT1120191997,非常非常好,发表于 2019-12-31,第11次开课,0 +5班-1120192812张书名,老师讲得非常好,发表于 2019-12-29,第11次开课,0 +一杯Java半糖,坚持了一个学期，感觉收获蛮大的,发表于 2019-12-29,第11次开课,0 +BIT-1120192537-周博武,此课程非常适合初学者的学习,发表于 2019-12-21,第11次开课,0 +airmooc657,很好,发表于 2019-12-18,第11次开课,0 +6班-1120193654,嗯，挺牛逼，就是有点慢,发表于 2019-12-15,第11次开课,0 +BIT-1120192189-张至鑫,这课程给我提供了很多我不会的题。,发表于 2019-12-14,第11次开课,0 +BIT1120192466,学校的课程，超级棒,发表于 2019-12-14,第11次开课,0 +BIT-1120190474李宇航,真的是非常棒呀,发表于 2019-12-14,第11次开课,0 +bit03061907陈旭1120192391,帮助真的很大,发表于 2019-12-12,第11次开课,0 +飛mooc202,课程进度有点快了，课余时间没有那么多,发表于 2019-12-11,第11次开课,0 +Shaunmooc34,非常不错的课程,发表于 2019-12-09,第11次开课,0 +bit1120192150洪玙林,haoaaaaaa,发表于 2019-12-08,第11次开课,0 +mcli1000,题目不错，视频有些会看，并不是全看。因为本身在学校会学习，会上课。整体很好把。。。,发表于 2019-12-07,第11次开课,0 +XYY电子信息类5班张雪峰,非常优秀，特别有帮助,发表于 2019-12-02,第11次开课,0 +bit-1120193586杨祎泉,我从中学到了C语言的基础知识，收获很多,发表于 2019-11-28,第11次开课,0 +04291901李双双1320191031,噜啦啦噜啦啦,发表于 2019-11-26,第11次开课,0 +马根利,飞船有帮助、,发表于 2019-11-25,第11次开课,0 +da大辉,课程很棒，但是挑选的题目并没有相应讲解,发表于 2019-11-24,第11次开课,0 +4-1120192295王帅,有较大的收获,发表于 2019-11-19,第11次开课,0 +张小贱mooc8,内容详实，循序渐进。关于编程题用例能否给予简单提示，很多时候编译不通过，不是主体逻辑的问题，而是小细节考虑不到。,发表于 2019-11-18,第11次开课,0 +桂敏锐,内容简洁详细，好,发表于 2019-11-18,第11次开课,0 +mooc5933677362434792,很有启发！,发表于 2019-11-18,第11次开课,0 +刘永娟,平时作业没法提交，郁闷，格式搞不清楚。没法完成学习了。,发表于 2019-11-18,第11次开课,0 +BIT-30011901-毛书沛-1120193392,感觉非常好,发表于 2019-11-18,第11次开课,0 +mooc39449782320486771,好久不用c语言了 基础快忘了 特来复习一遍 老师讲得很好 通俗易懂,发表于 2019-11-17,第11次开课,0 +BIT1120192846刘威诚,题非常有趣，让我学会了很多，老师也很棒，讲课非常好（,发表于 2019-11-17,第11次开课,0 +mooc1509678619895,在线的编译器很奇怪，我自己的电脑上能够编译成功输出，在线这个编译器测试用例就一个也过不了，就很神奇,发表于 2019-11-17,第11次开课,0 +BIT-1120191777,课程内容组织，授课方式 好！,发表于 2019-11-17,第11次开课,0 +BIT-1120193602-蒙思洁-63011906,特别好！！！作业很有针对性呢！！！,发表于 2019-11-17,第11次开课,0 +BIT63011933李喜龙1320191051,。。。。。,发表于 2019-11-17,第11次开课,0 +BIT-1120193222,超出预期了,发表于 2019-11-17,第11次开课,0 +bit-1909-张翔宇-1320191093,使我受益匪浅,发表于 2019-11-17,第11次开课,0 +mooc7782366965919485,学无止境，继续加油！,发表于 2019-11-17,第11次开课,0 +bit1120192390曹梦婕,感觉讲解很详细，刚开始学习的学生,发表于 2019-11-17,第11次开课,0 +郑林宇,难啊，希望能简单点,发表于 2019-11-17,第11次开课,0 +bit07121903-1320191127-任纪源,课程讲解十分的好。,发表于 2019-11-17,第11次开课,0 +BIT1120192392杨翔宇,学习了这些对我帮助很大。,发表于 2019-11-17,第11次开课,0 +BIT1120192149周一冲30041902,无无无无无,发表于 2019-11-17,第11次开课,0 +BIT30041902-1120192254-成苒博,学到了很多东西 点赞,发表于 2019-11-16,第11次开课,0 +BIT1120191564王博为63011926,mooc真好,发表于 2019-11-16,第11次开课,0 +BIT-1120192285-胡梦君,我爱死慕课,发表于 2019-11-16,第11次开课,0 +BIT63011926-1120190383,认真的看了视频，结果编程时还是不会。很烦恼。,发表于 2019-11-16,第11次开课,0 +BIT1120192140李林瀚,不错，很满意,发表于 2019-11-16,第11次开课,0 +BIT1120173311,非常棒..,发表于 2019-11-16,第11次开课,0 +2-1120190871张乐怡,excellent,发表于 2019-11-16,第11次开课,0 +bit30041902-1120192844,课程很细致,发表于 2019-11-16,第11次开课,0 +mooc6998038811472907,还可以吧慢慢学,发表于 2019-11-16,第11次开课,0 +BIT-1120192934-张文通,6666666,发表于 2019-11-16,第11次开课,0 +BIT-1120192154-毛瑞-63011927,可以和大家讨论问题，及时解决不懂的问题，很好,发表于 2019-11-15,第11次开课,0 +BIT1120191382贾宇博30021901,好 ，很好，很有收获,发表于 2019-11-15,第11次开课,0 +BIT+1320191134+张帅,iiiii,发表于 2019-11-15,第11次开课,0 +mooc1566812513607250,学会了C语言的基础,发表于 2019-11-15,第11次开课,0 +4-1120192278杨欣妮,还不错，挺好的！,发表于 2019-11-15,第11次开课,0 +BIT1120191074,通过对C语言符号结构的讲解，并配套具体的C语言程序作业让我受益匪浅,发表于 2019-11-15,第11次开课,0 +6-1120193570-赵宇帆,好，内容充实！,发表于 2019-11-14,第11次开课,0 +BIT1120190496张兆麟,老师讲的很好,发表于 2019-11-14,第11次开课,0 +mooc2257549460184733,热爱它 也热爱生活,发表于 2019-11-14,第11次开课,0 +ykt2422787520856094,dggbh,发表于 2019-11-14,第11次开课,0 +bit30041901-1120191694,"#include int main() { int a[7],m,n=0,i,p=0; for (i=0;i<7;i ) break;",发表于 2019-11-14,第11次开课,0 +6班-1120193180,很有启发呢,发表于 2019-11-13,第11次开课,0 +bit30041901-1120190682,课程内容很合适，老师讲的超认真,发表于 2019-11-13,第11次开课,0 +BIT-1120192292,老师讲的好,发表于 2019-11-13,第11次开课,0 +BIT1120191864晋泽轩30041901,学到了不少知识,发表于 2019-11-12,第11次开课,0 +小川0719,很好 非常好,发表于 2019-11-12,第11次开课,0 +BIT630119261120192170陈廷星,非常好的学习体验,发表于 2019-11-12,第11次开课,0 +BIT-1120193710-刘嘉敏-63011906,非常好，很满意,发表于 2019-11-12,第11次开课,0 +bit63011923-1120192913,收获很大。,发表于 2019-11-10,第11次开课,0 +06111907-1320191089李欣玥,123445,发表于 2019-11-09,第11次开课,0 +中俄03821901-1120192610周瑞莹,非常好。。,发表于 2019-11-09,第11次开课,0 +04291901 郭欣然,课上听不懂可以来慕课上看,发表于 2019-11-08,第11次开课,0 +追星星的孩子mooc4,课程不错，有所帮助,发表于 2019-11-07,第11次开课,0 +mooc6703490854857879,想靠老师来挽救我的c语言,发表于 2019-11-07,第11次开课,0 +BIT63011928-1120191796秦善彬,3 3333,发表于 2019-11-05,第11次开课,0 +BIT1120182592刘富饶16131802,11111122222,发表于 2019-11-05,第9次开课,0 +Blissk1292687350708443643,对我的编程学习挺有效的！,发表于 2019-11-05,第11次开课,0 +bit63011903-1120191137,啦啦啦啦啦啦啦啦啦啦啦啦啦啦啦,发表于 2019-11-04,第11次开课,0 +BIT63011928-1120192432陈天问,课程精彩，内容详细，真的很适合我这种菜鸡，有很大提升哦，谢谢mooc！,发表于 2019-11-03,第11次开课,0 +bit30041902-1120193555马牧远,深入浅出，受益匪浅,发表于 2019-11-02,第11次开课,0 +冰泠纷雪,很有价值的课程,发表于 2019-11-02,第10次开课,0 +自渡良人,好像能懂了,发表于 2019-11-01,第11次开课,0 +BIT1120190714王韫川30021901,。。。。。。,发表于 2019-10-29,第11次开课,0 +1-1120190729蒋刘赟,这个课程太棒了,发表于 2019-10-29,第11次开课,0 +BIT-1120191906,课程内容有些重复 课程进度与学校进度不一致，学习难度较大,发表于 2019-10-26,第11次开课,0 +BIT1320191104马骏梁,实用性很强！,发表于 2019-10-23,第11次开课,0 +Amymooc215,老师讲的非常好，概念清晰，水平高! PS:有人说过老师您很像明星王丽云老师吗？,发表于 2019-10-21,第11次开课,0 +逍遥老鬼,好棒棒的哟,发表于 2019-10-21,第11次开课,0 +BIT1120192247王崧乔,感觉好嗨哦,发表于 2019-10-18,第11次开课,0 +南花开mooc1,先五星好评，朋友推荐，看来是相当经典的！,发表于 2019-10-16,第11次开课,0 +小李子mooc156,真好哈哈哈,发表于 2019-10-14,第11次开课,0 +张钦汉,入门的语言，用于启蒙教育的作用,发表于 2019-10-13,第6次开课,0 +55ley6y22e605ll9lls5s262sl9s9b09,十分的好！,发表于 2019-10-12,第11次开课,0 +BIT1120193713杨泽浩63011928,课程内容充实,发表于 2019-10-12,第11次开课,0 +徐延M91911315赵航,啥东西心疼。,发表于 2019-10-12,第11次开课,0 +陈志明2021325110104,好，好，好。,发表于 2019-10-12,第10次开课,0 +2-1120190853徐世安,很有帮助！,发表于 2019-10-10,第11次开课,0 +阿喜mooc16,太好了，老师说的通俗易懂，例子也说得很详细，太棒了。,发表于 2019-09-28,第11次开课,0 +FZU物信季晨霄111900806,王晓宇太强了,发表于 2019-09-25,第11次开课,0 +科机191-191404180114师晓朋,真的不错，能够听懂,发表于 2019-09-21,第11次开课,0 +花公子mooc5,老师讲得很细，越学越喜欢,发表于 2019-09-21,第10次开课,0 +mooc3134045599178974,非常棒，讲的不错,发表于 2019-09-21,第11次开课,0 +311622000517,讲解的 非常细致,发表于 2019-09-20,第9次开课,0 +mooc39554921453823303,好，老师端庄大方，讲的课真的好,发表于 2019-09-17,第11次开课,0 +BIT1917-1120191600张驰,老师讲的非常好,发表于 2019-09-16,第11次开课,0 +余人车宝,讲授很清晰，我觉得计算机课上网课和现实的课都差不多，知识点通过电脑PPT边讲解再通过编程运行测试，非常实战，能在编程细节中更好的学习 。,发表于 2019-09-14,第10次开课,0 +自动3班张宇熙,老师讲的真不错,发表于 2019-09-13,第11次开课,0 +刘常金,不错，深受启发，点赞,发表于 2019-09-10,第11次开课,0 +mooc91296664058632143,感觉很好，学到了很多，老师讲课好,发表于 2019-09-09,第11次开课,0 +AI-Ee,我很喜欢这种教学方式，就像一个优秀的程序设计，讲课举例能够贯穿多个内容，形成深度学习和易读。 如果能够不断地在一个例举内容上实现教学内容，觉得那应该是“优化设计”。,发表于 2019-09-08,第11次开课,0 +捌玖不离莳,有些许不会的地方,发表于 2019-09-06,第11次开课,0 +哈哈友,非常好非常好,发表于 2019-09-06,第11次开课,0 +河海大学1805060215李明,啦啦啦啦啦啦啦啦,发表于 2019-09-05,第9次开课,0 +mooc41688129262480759,好哈哈哈哈,发表于 2019-09-03,第10次开课,0 +翘翘想吃麦旋风,喜欢这个老师，讲的很棒,发表于 2019-09-03,第11次开课,0 +揭ykt1508642326094,课程内容条理清晰合理，讲课熟练细致，是我见过的最好的C语言课程，本来是随便看看，现在决定要学完。,发表于 2019-09-02,第11次开课,0 +mooc37844953350180919,老师讲的很棒，很容易消化,发表于 2019-09-01,第11次开课,0 +mooc79051387878836070,比我想象中的要好,发表于 2019-09-01,第11次开课,0 +孟庆平,老师非常温柔，学的内容非常符合我的预期,发表于 2019-08-31,第11次开课,0 +魏鹏威,让我更了解了计算机它的工作状态,发表于 2019-08-30,第11次开课,0 +L逝水年华Y,感觉非常好,发表于 2019-08-30,第11次开课,0 +mooc272499678200936,一听就懂，喜欢上了编程,发表于 2019-08-29,第11次开课,0 +豫财大201934100260朱梦晓,老师，我高三毕业。目前还听不太懂,发表于 2019-08-28,第11次开课,0 +范大哥,我觉得很棒，我将会同时学习《大学计算机》这门课，在后期学习《数据结构》,发表于 2019-08-26,第11次开课,0 +mooc73103774163764737静水流深,感觉教的很详细，很容易接受,发表于 2019-08-23,第10次开课,0 +mooc39318736906810909,,发表于 2019-08-17,第10次开课,0 +路婕2018141425011,老师讲解细致哦,发表于 2019-08-15,第10次开课,0 +TraumfangerGJJ,老师讲的很生动，很详细。暑假学习了一遍，收获很大。,发表于 2019-08-12,第10次开课,0 +mooc54924485253757904,good 好,发表于 2019-08-12,第10次开课,0 +自动卓1701杨海望,ghhhhh,发表于 2019-07-21,第10次开课,0 +mooc88285509315097028,老师讲解的很清楚,发表于 2019-07-18,第10次开课,0 +PIGEON WANG,哈哈哈哈哈哈哈,发表于 2019-07-17,第10次开课,0 +诸葛情模,老师让我第一次系统了解c语言,发表于 2019-07-14,第10次开课,0 +2018011208李翱,真的很不错,发表于 2019-07-13,第10次开课,0 +mooc24801982709766001,老师讲的很详细,发表于 2019-07-09,第10次开课,0 +165289956163com,现在学习到第二章，老师讲解很详细，语句平实易懂。,发表于 2019-06-26,第10次开课,0 +蠡贇武,感觉蒙蒙的,发表于 2019-06-22,第10次开课,0 +Aries00l,老师讲解很到位，课时的小问题也提的很及时,发表于 2019-06-17,第10次开课,0 +2018218548王元昊,我受到了非常大的启发，甚至我的我的C语言没有挂科,发表于 2019-06-16,第10次开课,0 +Lollipop666,老师讲的很详细，非计算机专业的同学也学得来，希望可以建个群方便大家交流^-^,发表于 2019-06-09,第10次开课,0 +大太阳啊ykt1514993622422,很好很好很好,发表于 2019-05-27,第10次开课,0 +HFUT2018217379郭晨珂,课程真的很好,发表于 2019-05-27,第10次开课,0 +HFUT2018217420,老师讲的特别棒，学到了好多,发表于 2019-05-20,第10次开课,0 +HFUT2018217062,从中学到了很多,发表于 2019-05-12,第10次开课,0 +HFUT2018218807,整体可以不够通俗易懂,发表于 2019-05-12,第10次开课,0 +HFUT2018217312leng,整门课程都散发着c语言的魅力,发表于 2019-05-12,第10次开课,0 +小沐天啊,老师讲的特别棒,发表于 2019-05-12,第10次开课,0 +HFUT2018217053,让我更加深入全面地了解了c语言,发表于 2019-05-12,第10次开课,0 +hfut2018217061,学到了很多知识,发表于 2019-05-12,第10次开课,0 +HFUT2018217054,对我来说十分有用受益匪浅,发表于 2019-05-12,第10次开课,0 +HFUT2018217085,学到了很多知识 要继续努力学习,发表于 2019-05-12,第10次开课,0 +HFUT2018218519,非常好，哈哈哈哈,发表于 2019-05-12,第10次开课,0 +HFUT2018217039李洋,超级棒这个课程 值得一听,发表于 2019-05-12,第10次开课,0 +HFUT2018217415,好6666666666666666,发表于 2019-05-12,第10次开课,0 +HFUT2018217285leng,超级好，非常棒！！！,发表于 2019-05-12,第10次开课,0 +hfut2018217363,好，学习有了提高,发表于 2019-05-12,第10次开课,0 +HFUT2018217414,老师讲的很好，值得听,发表于 2019-05-12,第10次开课,0 +bit03031804冯正杨1120181392,很很好的哈,发表于 2019-05-12,第10次开课,0 +HFUT2018217052,课程简单实用，给语言学习带来了很大帮助,发表于 2019-05-12,第10次开课,0 +HUFT,老师讲的挺好，有些概念和用法还是需要自己琢磨,发表于 2019-05-12,第10次开课,0 +北理工马妮1120190163,棒！强烈推荐,发表于 2019-05-12,第10次开课,0 +HFUT2018218822leng,课程内容组织合理有启发性。,发表于 2019-05-12,第10次开课,0 +HFUT2018217029李浩男,非常适合初学者,发表于 2019-05-12,第10次开课,0 +ViktorChen,很好，值得推荐,发表于 2019-05-12,第10次开课,0 +HFUT2018217488,good 很好哈，老师讲的很好,发表于 2019-05-12,第10次开课,0 +Bit-03321803-1120183533,很棒的网络课程，课堂跟不上的话可以通过这个途径来学习,发表于 2019-05-12,第10次开课,0 +EagneR,非常好，通俗易懂，又有实例,发表于 2019-05-11,第10次开课,0 +9mooc540,很棒 讲的很详细,发表于 2019-05-11,第10次开课,0 +HFUT2018217074,讲解清晰，很好的课程,发表于 2019-05-11,第10次开课,0 +chuichuifeng,讲的挺好的,发表于 2019-05-10,第10次开课,0 +聂侨娜,老师讲得非常好！,发表于 2019-05-10,第10次开课,0 +HFUT2018217414leng之前,老师讲得很好，学到了许多,发表于 2019-05-10,第10次开课,0 +HFUT2018217277leng,老师节奏把握很nice，收获很大，谢谢啦。,发表于 2019-05-10,第10次开课,0 +BIT03511501余恩雄1120180963,好，非常好,发表于 2019-05-09,第10次开课,0 +03111803-李柳瑜-1120182222,老师讲的很清楚，思路清晰，十分适合初学者，比课堂讲授效果还要好,发表于 2019-05-07,第10次开课,0 +HFUT2018217492冷,挺好的，有很大收获。,发表于 2019-05-05,第10次开课,0 +BIT1120182238,学到了好多编程知识，弥补了我学习上的漏洞，点赞,发表于 2019-05-04,第10次开课,0 +BIT03111803孙歆杰1120180286,真TM好，太好了,发表于 2019-04-30,第10次开课,0 +mooc41567090017504770,老师讲的挺好的,发表于 2019-04-28,第10次开课,0 +俊杰叱咤风云灬龙,有一些内容感觉还应该扩充，讲解更精细一些,发表于 2019-04-26,第10次开课,0 +王越强,不怎么样感觉,发表于 2019-04-25,第10次开课,0 +hfut2018218526leng,棒！强烈推荐,发表于 2019-04-11,第10次开课,0 +bit1120182814,好好好好好,发表于 2019-04-11,第10次开课,0 +msjwss,very good,发表于 2019-04-07,第10次开课,0 +风起llly,棒！强烈推荐,发表于 2019-04-07,第9次开课,0 +mooc80529089796475964,好 好好好好,发表于 2019-04-03,第10次开课,0 +岁ykt1508756139771,真好(✪▽✪),发表于 2019-03-31,第10次开课,0 +mooc56001002345512217,清晰明了！,发表于 2019-03-27,第10次开课,0 +一直骄与傲,很好！！！！！！,发表于 2019-03-27,第10次开课,0 +mooc71592002223612064,值得推荐哟,发表于 2019-03-25,第10次开课,0 +mooc53978899563171106,为什么手机app的课件比电脑端的多！！,发表于 2019-03-19,第10次开课,0 +hfut2018217016郑泽钜,课程很好的,发表于 2019-03-18,第10次开课,0 +尽力达观,every good,发表于 2019-03-17,第1次开课,0 +千山礼岸,这个证书有啥用呢？,发表于 2019-03-15,第10次开课,0 +shashen,李凤霞老师讲课带着一种风度和优雅！,发表于 2019-03-11,第10次开课,0 +mooc83672585711704281,课程简单入门，讲的很详细,发表于 2019-03-10,第10次开课,0 +185170243,很好的讲解,发表于 2019-03-09,第10次开课,0 +hfut2018218541,视频中的讲解十分的细致。视频后面还有相应的PPT让我们进行回顾，也及时提供配套的练习，让我们对知识进行巩固。,发表于 2019-03-08,第10次开课,0 +mooc66535947426854784,老师讲的非常好，让我很明白，就是本章测试没有讨论区，也不知道自己错在哪里，不能及时明白,发表于 2019-03-08,第10次开课,0 +突然觉悟的凯哥,课程讲的简单易懂，且不会让人感到无趣，有继续学下去的想法和动力,发表于 2019-03-06,第10次开课,0 +3619960026802,棒！！！！！！！,发表于 2019-03-05,第8次开课,0 +bit1120183007王飞,配合课本效果会更好,发表于 2019-03-03,第10次开课,0 +mooc42426877449257413,讲解清楚，浅显易懂,发表于 2019-03-02,第10次开课,0 +zhuyufei,我用的第四版，课程有点不太一样啊啊啊,发表于 2019-03-02,第10次开课,0 +丁轩鹤,好好好好好,发表于 2019-02-27,第5次开课,0 +BIT-1120180744-万琦玲-,很不错！！1,发表于 2019-02-26,第9次开课,0 +潘鱼儿,授课老师逻辑清晰，表达流畅,发表于 2019-02-25,第10次开课,0 +月亮在思念,非常棒！！！,发表于 2019-02-24,第10次开课,0 +mooc41212847046862426,在MOOC上，查找了有关C语言的多个精品课程，最终决定选北京理工李风霞老师的C语言课程，原因是把C语言课程分为上、下两部分，对我来说，可以降低难度，达到掌握这门计算机语言。,发表于 2019-02-24,第10次开课,0 +能动1802刘智勇,老师讲的很好,发表于 2019-02-23,第10次开课,0 +转眼花落纷飞mooc5,很方便。。,发表于 2019-02-23,第10次开课,0 +HIT1150410109戎磊,通俗易懂，细致入微，收获颇丰,发表于 2019-02-23,第10次开课,0 +bwu李鸿熙1821310082,讲解的很清楚细致，不只是C语言本身的学习，还包括很多知识面的拓展，很长见识,发表于 2019-02-19,第10次开课,0 +Sirius001,画质我要画质,发表于 2019-02-19,第10次开课,0 +Veto-T,推荐本教材好吗？,发表于 2019-02-15,第10次开课,0 +硝化细菌mooc3,真的十分好,发表于 2019-01-29,第1次开课,0 +1810080114潘吉旻,好红红火火恍恍惚惚,发表于 2019-01-27,第9次开课,0 +誜鑀,课程内容很精细,发表于 2019-01-23,第9次开课,0 +Bit1120183120张一涵,好好好好好,发表于 2019-01-20,第9次开课,0 +杨冬冬2017123154,好好好好好,发表于 2019-01-18,第8次开课,0 +bit_1120182568,非常好，很不错,发表于 2019-01-17,第9次开课,0 +豫中医-18影像-王琮-2018181063,内容非常精炼，并且容易理解,发表于 2019-01-14,第9次开课,0 +bit1120182618,有毒吧 为什么非要把每个周的所有内容都看完才算完成这一周的课。。。。,发表于 2019-01-13,第9次开课,0 +bit1120182618,有毒吧 为什么非要把每个周的所有内容都看完才算完成这一周的课。。。。,发表于 2019-01-13,第9次开课,0 +bit63011928-勾泱然-1120181171,真的非常棒,发表于 2019-01-12,第9次开课,0 +mooc难诋,老师讲的真的好,发表于 2019-01-11,第9次开课,0 +Bit-1120180562,lalalla,发表于 2019-01-06,第9次开课,0 +bit1120180362,课程很棒呵呵,发表于 2019-01-05,第9次开课,0 +bit63011826-罗成蹊-1120182944,好 让我学到了很多,发表于 2019-01-05,第9次开课,0 +bit1320181058刘怡,好学习的十分自习,发表于 2019-01-05,第9次开课,0 +bit63011812-1120181769,ggggggg,发表于 2019-01-04,第9次开课,0 +BIT-1320181138-白红源,我觉得老师讲的思路很清晰，同时一些例题帮我解决问题提供了思路，甚至一些很难的给出了程序实例，谢谢老师们。,发表于 2019-01-04,第9次开课,0 +bit63011826-于小雅-1120181120,老师讲解很清晰，课件帮助理解，同学们回复很积极,发表于 2019-01-04,第9次开课,0 +bit1320181062吴紫祎,很优秀的学习app啦,发表于 2019-01-04,第9次开课,0 +bit-zd,十分不错，学到东西了，有那么好的资源，自己也没有理由堕落,发表于 2019-01-03,第9次开课,0 +A-5067-郭轶凡06712201,棒 老师很认真,发表于 2019-01-03,第9次开课,0 +bit1320181056邹文婧,好哈哈哈哈,发表于 2019-01-03,第9次开课,0 +22班秋A-马骏灏,很棒，答疑很快，就是忙不过来有点,发表于 2018-12-28,第9次开课,0 +BIT123454,很棒very good,发表于 2018-12-27,第9次开课,0 +BIT300118011120183024,课程学习帮助很大,发表于 2018-12-27,第9次开课,0 +bit1120182482刘晗宇,666666666666666666666666666,发表于 2018-12-26,第9次开课,0 +bit1120181413文晨旭,很棒，讲的很好,发表于 2018-12-21,第9次开课,0 +原味核桃酥,真的很不错，内容很细，所有的知识点都贯穿其中了,发表于 2018-12-16,第9次开课,0 +1120183087 王书恒,内容很详实，而且又不懂的可以随时查看,发表于 2018-12-16,第9次开课,0 +BIT1120181674王子航,些许Eads,发表于 2018-12-13,第9次开课,0 +BIT1120181719张澜紫,课程内容详细，受益匪浅,发表于 2018-12-12,第9次开课,0 +BIT1120182596刘周密,课程讲授很好，特别喜欢李凤霞老师,发表于 2018-12-11,第9次开课,0 +贪多必失mooc4,还行，建议吧,发表于 2018-12-06,第9次开课,0 +BIT1120181740,好就一个字，我只说一次。,发表于 2018-11-28,第9次开课,0 +BIT1120170599莫易,多上机练习，练习题做完后课堂上可以讲一下答案,发表于 2018-11-27,第9次开课,0 +BIT1120183075丁一豪,让我过得很充实,发表于 2018-11-25,第9次开课,0 +牵龙引海,本人是编程初学者，对于本课程有如下感受： 优点： 李老师授课思路清晰，节奏明快，对于讲授的知识信手拈来，可见其深厚的学术功底，对于不易理解的内容，直击要害，对知识重点分析上十分倒位。 缺点： 课程进度过快，内容线条过粗，讲解不精细，不适合初学而更适于有一定c语言其础的人群对C语言重点进行快速的复习。,发表于 2018-11-25,第9次开课,0 +HUFT2017210506,说的很真，认真听真可以学到东西,发表于 2018-11-25,第9次开课,0 +BIT1120180553郑泽森,学会了很多，对c语言的学习很有帮助。,发表于 2018-11-25,第9次开课,0 +BIT1120180870,我觉得编程是个很神奇的东西，虽然过程是艰苦的，但结果确实让人能感到成就感和喜悦感。,发表于 2018-11-25,第9次开课,0 +18虚拟穆楠,好棒的课程,发表于 2018-11-25,第9次开课,0 +BIT1120181380,我的收获很大，希望能够多出一些这样的课程,发表于 2018-11-25,第9次开课,0 +BIT1120182550张宇希,课程内容很好 但是学校安排课程不周,发表于 2018-11-24,第9次开课,0 +m18889721091163com,课程多了些，占用太多课外时间，也让老师排课不再科学,发表于 2018-11-24,第9次开课,0 +BIT1120181749郭亚飞,讲解的课程很有针对性,发表于 2018-11-24,第9次开课,0 +bit1320181099赵嘉瑞,啥也不会 啊,发表于 2018-11-24,第9次开课,0 +bit63011811彭汝通1120183023,该课程讲解详细，习题也很不错,发表于 2018-11-24,第9次开课,0 +bit06111806-吴蔚然-1120183480,垃圾垃圾拉,发表于 2018-11-24,第9次开课,0 +BIT05961810张昭然1120181386,讲的很充实有很多举例与互动,发表于 2018-11-23,第9次开课,0 +bit尹梓琦1120182493,wusss,发表于 2018-11-22,第9次开课,0 +BIT1120183042,老师的讲课风格很好，课程安排也很合理，题目难度适中，很适合提升能力,发表于 2018-11-22,第9次开课,0 +bit-1120182450-信SC,安排合理。,发表于 2018-11-22,第9次开课,0 +BIT1120183543文晗岙,学的很难但是很好,发表于 2018-11-22,第9次开课,0 +bit1120180793方俪瑾,李凤霞老师的课讲得很精彩，将知识串联起来，有系统、地循序渐进地学习,发表于 2018-11-21,第9次开课,0 +BIT1120170597吴奕萱,老师讲课非常认真，清楚,发表于 2018-11-21,第9次开课,0 +bit04261801杨帆1120180212,对C语言有了很大的掌握,发表于 2018-11-20,第9次开课,0 +bit1120181578,henbango很棒啊，只可惜有些太难了,发表于 2018-11-18,第9次开课,0 +BIT1120180782,超级好，恩恩额,发表于 2018-11-13,第9次开课,0 +bit1120181399-30011807-盖天烁,讲课内容很好,发表于 2018-11-13,第9次开课,0 +bit1120181567赵天童,妙啊小兄弟,发表于 2018-11-07,第9次开课,0 +bit1120180516周亦炜,hhhhhhh,发表于 2018-11-06,第9次开课,0 +mooc73724213366713630,很多老师都是非常好的，非常喜欢,发表于 2018-11-02,第9次开课,0 +BIT1120183943李亮亮,可还行，加油,发表于 2018-11-01,第9次开课,0 +mooc1535982219037,通俗易懂，总结得很好,发表于 2018-10-27,第9次开课,0 +1120151874姓名管京渊,对我特别适用,发表于 2018-10-22,第3次开课,0 +BIT1120171116刘家润,henhao,发表于 2018-10-14,第9次开课,0 +2017000451吴庆果1702,让我知道了许多之前不知道的内容,发表于 2018-10-09,第9次开课,0 +bit李汉唐1120181789,总体还不错,发表于 2018-10-09,第9次开课,0 +BIT1120181584,好很好非常好,发表于 2018-10-07,第9次开课,0 +bit63011820-1120181229,教授C语言很不错，各种语言怎么用讲的很清楚，但是有些题没给正确答案。,发表于 2018-10-06,第9次开课,0 +我要努力哟哟哟哟哟,nice nice nice,发表于 2018-10-05,第8次开课,0 +忑忠忐,讲的很清楚明白,发表于 2018-09-30,第9次开课,0 +A-5096,优秀的课程,发表于 2018-09-25,第9次开课,0 +BIT-07111810-1120183368朱照鑫,可以，课程讲的比较详细，只是缺乏很强的系统性,发表于 2018-09-22,第9次开课,0 +mooc1535934955149,感觉有点吃力，尤其是写程序格式这方面，,发表于 2018-09-17,第9次开课,0 +BIT06111605-1120161550,老师说的非常清楚,发表于 2018-09-16,第9次开课,0 +沐曦之星,讲的每个知识点都很详细，而且对于一些重要的知识点都进行了标记。另外，学与练很好的结合，不会布置太多的习题,发表于 2018-09-13,第9次开课,0 +mooc1535793361506,有深度，循序渐进！,发表于 2018-09-13,第9次开课,0 +悟mooc192,内容丰富，老师讲的比学校的好多了,发表于 2018-09-10,第8次开课,0 +心升明月520,很棒的课程，，，适合基础差的学生学习,发表于 2018-09-10,第9次开课,0 +mooc1481209226256,好老师好课程，你值得拥有！,发表于 2018-09-06,第9次开课,0 +康笨笨,老师这个和假期的有什么不同之处,发表于 2018-09-02,第9次开课,0 +c1987907943163com,内容·我喜欢,发表于 2018-08-07,第8次开课,0 +终南lzk,老师讲的很详细,发表于 2018-08-07,第8次开课,0 +张大民82,挺好的，但是不够全面。,发表于 2018-08-06,第5次开课,0 +HFUT-2016212591,学练结合，强力推荐。,发表于 2018-07-31,第8次开课,0 +hfut2017211641,还可以，讲的很细。,发表于 2018-07-26,第8次开课,0 +BIT--1120163660--宋昱辰,6666666666666666666,发表于 2018-07-22,第6次开课,0 +初尘cott,老师教的很不错,发表于 2018-07-16,第8次开课,0 +hfu2017218435lm,非常好的课,发表于 2018-07-15,第8次开课,0 +hfu2017218813lm,收获很大，优秀,发表于 2018-07-09,第8次开课,0 +HFUT2016210539于红光,不错，很有帮助,发表于 2018-07-09,第8次开课,0 +Pursuermooc15,好评待续。,发表于 2018-07-07,第8次开课,0 +HFUT2017211097,一门好的课程。,发表于 2018-07-07,第8次开课,0 +HFUT2017217135冷,编排的可以！容易学懂。,发表于 2018-07-03,第8次开课,0 +HUFT2017213010,很有用，一定要认真做,发表于 2018-06-30,第8次开课,0 +bit1120173108mooc1511185966984,棒，挺好的,发表于 2018-06-28,第8次开课,0 +HFUT2017213097,相当可以！！,发表于 2018-06-26,第8次开课,0 +HFUT2017215895,很不错的课程，让我切切实实的学到了很多的东西,发表于 2018-06-25,第8次开课,0 +HFUT2017213721,很棒很棒很棒,发表于 2018-06-22,第8次开课,0 +HFUT2016210480,很好，讲的也很仔细,发表于 2018-06-20,第8次开课,0 +HFUT2016210423,非常使用，很令人满意,发表于 2018-06-18,第8次开课,0 +HFUT2016214991于红光,讲的很生动,发表于 2018-06-18,第8次开课,0 +中国科大韩旭SA21014039,很好，非常好，比学校老师讲的明白多了，例题多一点更好了,发表于 2018-06-18,第8次开课,0 +HFUT2017210140,挺好的不错,发表于 2018-06-18,第8次开课,0 +CUFE大湾区2021212473,棒！！！！！！,发表于 2018-06-16,第8次开课,0 +bit1820171094,cool!,发表于 2018-06-15,第8次开课,0 +huf2017218256lm,知识全面，应用方便,发表于 2018-06-15,第8次开课,0 +HFUT2017211600,超级开心，哈哈哈,发表于 2018-06-15,第8次开课,0 +HFUT2017211651,课程效果非常好,发表于 2018-06-14,第8次开课,0 +HFUT2017215060,课程很舒服！！,发表于 2018-06-14,第8次开课,0 +hustM202170558,虽然对我来说难了点，收获挺大的,发表于 2018-06-13,第8次开课,0 +HFUT2017214269,每个教程讲的很清楚，还有老师答疑可以及时解决不懂的问题非常有帮助,发表于 2018-06-13,第8次开课,0 +HFUT2016210479,内容详实，有意思,发表于 2018-06-13,第8次开课,0 +HFUT2017211132,考前，用于重点章节复习，效果很棒,发表于 2018-06-13,第8次开课,0 +HFUT2017214414,感觉就是很棒啊,发表于 2018-06-13,第8次开课,0 +HFUT2017212899陈子彧,非常有用，谢谢老师。,发表于 2018-06-13,第8次开课,0 +mooc1520473143955,深入浅出，很好,发表于 2018-06-13,第8次开课,0 +hfu2017218788,老师们都棒棒哒,发表于 2018-06-13,第8次开课,0 +HFUT2017218634,老师教的十分详细，效果不错，感谢老师,发表于 2018-06-13,第8次开课,0 +ls321,很棒很棒很good,发表于 2018-06-13,第8次开课,0 +bit-1120171900-樊YC,非常非常好,发表于 2018-06-12,第8次开课,0 +HFUT2017218348冷,讲解内容很深刻,发表于 2018-06-09,第8次开课,0 +HFUT2016210660于红光,内容非常丰富，课件也非常清晰明了，,发表于 2018-06-05,第8次开课,0 +HFUT2017217249冷,感觉有很多老师没讲过的东西,发表于 2018-06-05,第8次开课,0 +BIT1120170222,6666666,发表于 2018-06-02,第8次开课,0 +21秋12班姚龙,可以，非常不错！,发表于 2018-06-02,第8次开课,0 +hfuter2017217216冷,讲的很详细，易于理解，讨论区要好好建设,发表于 2018-06-02,第8次开课,0 +BIT1320171026,老师讲的很不错,发表于 2018-06-01,第8次开课,0 +BIT1120172651,特别好，觉得这门课挺有用,发表于 2018-05-31,第8次开课,0 +HFUT2017217223林,老师讲的很详细,发表于 2018-05-30,第8次开课,0 +HFUT2017213075,很不错，有帮助,发表于 2018-05-30,第8次开课,0 +HFUT2017211715,听课方面，易懂,发表于 2018-05-30,第8次开课,0 +A2017213046,非常不错哒,发表于 2018-05-29,第8次开课,0 +HFUT2017214254,很不错，感觉收获不少,发表于 2018-05-28,第8次开课,0 +BIT1120171889,好好好好好好好好好,发表于 2018-05-27,第8次开课,0 +mooc06111703-1120172649,获益匪浅的,发表于 2018-05-27,第8次开课,0 +bit-1120173778-白Y,666666,发表于 2018-05-27,第8次开课,0 +HFUT2017212908,课程还好，学到很多,发表于 2018-05-26,第8次开课,0 +林先生的小屋,对我有一定帮助,发表于 2018-05-26,第7次开课,0 +HFUT2017211607田一超,我的c语言学习得到了提高,发表于 2018-05-26,第8次开课,0 +jay1060950003,挺好的继续学习,发表于 2018-05-24,第8次开课,0 +HFUT2017214032,讲的很细 题目很精致,发表于 2018-05-23,第8次开课,0 +171-1714015057-王鹏成,棒！强烈推荐,发表于 2018-05-23,第8次开课,0 +HFUT2017218568,很好 非常好,发表于 2018-05-22,第8次开课,0 +HFUT2017218593,很棒很棒很棒很棒,发表于 2018-05-22,第8次开课,0 +yyongyang,mooc让我有机会接触到一些高质量大学的其他专业课程，学习内容丰富，紧凑，虽然看上去课程较短，但是认真学习起来花费的功夫也不少，非常感谢mooc给了我们这个机会1,发表于 2018-05-22,第8次开课,0 +HFUT2017211339,非常棒，老师谅解很细致,发表于 2018-05-21,第8次开课,0 +HFUT2017210096,我认为很好,发表于 2018-05-20,第8次开课,0 +HFUT2016210319,课程设计很好，难易结合,发表于 2018-05-20,第8次开课,0 +42-3121104184-谢法,好好！！！没得说,发表于 2018-05-16,第8次开课,0 +bit06721701-1120172044,感觉还不错的，收获蛮大,发表于 2018-05-14,第8次开课,0 +TBilly,我受益匪浅,发表于 2018-05-13,第8次开课,0 +hfut2017210024,好看真好看,发表于 2018-05-13,第8次开课,0 +HFUT2017215078,henshiyong,发表于 2018-05-13,第8次开课,0 +hfu2017218468lm,666666666666666666666666666666666666666666666666666666666666666666666666666666666666666666666666666666666666666,发表于 2018-05-13,第8次开课,0 +BIT-1120170287-刘JK,mmp。。。。,发表于 2018-05-13,第8次开课,0 +HFUT2017212784,真是太好用了,发表于 2018-05-13,第8次开课,0 +HFUT2017212738,教的很好，易于理解,发表于 2018-05-13,第8次开课,0 +hfut2017217577陈金宝宣善立,6666666,发表于 2018-05-13,第8次开课,0 +BIT1120170112覃元龙,课程很棒，享受学习的过程,发表于 2018-05-13,第8次开课,0 +HFUT2017212828,真的很棒呢,发表于 2018-05-13,第8次开课,0 +许俊文32103158,让我可以系统化的学习，很便捷，甚至可以自学,发表于 2018-05-13,第8次开课,0 +HFUT2017217479冷,教学内容循环渐进，讲解生动有趣，非常适合想学习c语言的新手来进行打基础的课程。,发表于 2018-05-13,第8次开课,0 +HFTU2017218303冷,课程很详细，从基础开始，对于我们这种初学者来说很棒！,发表于 2018-05-13,第8次开课,0 +hfu2017217003王圆缘宣善立,讲课细致 易理解,发表于 2018-05-13,第8次开课,0 +hfu2017217662,感觉挺有用的,发表于 2018-05-13,第8次开课,0 +HFUT2017218264余健翔李明,还可以吧啊,发表于 2018-05-13,第8次开课,0 +HFUT2017218338冷,教学内容新颖，教学方式有趣，将知识点分开教授，在短时间较容易接受，能够激发学习兴趣,发表于 2018-05-13,第8次开课,0 +hfu2017217076xsl,好很好非常好,发表于 2018-05-13,第8次开课,0 +hfu2017218601lm,棒棒棒棒棒,发表于 2018-05-13,第8次开课,0 +hfu2017217375lm,66666666,发表于 2018-05-13,第8次开课,0 +HFUT2017217279冷,bucuo,发表于 2018-05-13,第8次开课,0 +HFUT2017218610,挺好的，可以自学,发表于 2018-05-13,第8次开课,0 +BIT阿锐爱学习,没交就可以点击完成，不好,发表于 2018-05-13,第8次开课,0 +Lawrence-度,作业难度确实很好，题目都很有水镇，就是有一题的一个例子一直算不出来，不知道错在哪里了 这个可以改善一下,发表于 2018-05-13,第8次开课,0 +hfut2017217409lm,能从中学到很多，很有收获，慕课能补充老师没说过或自己遗漏的知识点,发表于 2018-05-13,第8次开课,0 +HFUT2017218621,很好的一种学习C语言的平台,发表于 2018-05-13,第8次开课,0 +hfu2017217016xsl,课上没有听懂的都通过视频得到了解答，测试和作业也很详细到位，最喜欢的是讨论区，老师和都和乐于互相帮助解决问题。,发表于 2018-05-13,第8次开课,0 +HFUT2016210453,我觉得还行,发表于 2018-05-13,第8次开课,0 +hfu2017217046,希望能更多介绍一些前沿科技，或者联系生活的例子，这种课堂上学不到的知识。其他的来说都很棒，让我注意到了好多以前根本没有察觉到的细节，对我有很大提升,发表于 2018-05-13,第8次开课,0 +hfu2017218817,对初学者来说，题目的难度还是有点高,发表于 2018-05-13,第8次开课,0 +HFUT2017212618,收货颇多，只要认真听，一定会有收获。老师讲的很仔细哟！,发表于 2018-05-13,第8次开课,0 +HFUT2017210081,课程很有用,发表于 2018-05-13,第8次开课,0 +HFUT2017211734,棒棒的 感觉学到了不少关于C 的相关知识,发表于 2018-05-13,第8次开课,0 +hfu2017217061xsl,很可以，但改题软件太苛刻,发表于 2018-05-13,第8次开课,0 +hfut2017217441lm,棒好可以 不错,发表于 2018-05-13,第8次开课,0 +HFUT2017212707胡剑南,可以，值得肯定,发表于 2018-05-13,第8次开课,0 +hfu2017217332,好课程 真滴棒,发表于 2018-05-13,第8次开课,0 +HFUT2016210331,很不错啊，可以的。,发表于 2018-05-13,第8次开课,0 +HFUT2017215108,能从中学到很多，很有收获，慕课能补充老师没说过或自己遗漏的知识点,发表于 2018-05-13,第8次开课,0 +hfut2017214945,好好好好好,发表于 2018-05-13,第8次开课,0 +HFUT2017218340冷,好好好好好哈,发表于 2018-05-13,第8次开课,0 +HFYT2016210572于红光,好，真的挺好,发表于 2018-05-13,第8次开课,0 +HFUT2017210067,好棒呢，强烈推荐,发表于 2018-05-13,第8次开课,0 +HFUT2017212635,很好很好好,发表于 2018-05-13,第8次开课,0 +hfu2017217355lm,很认真很厉害的老师,发表于 2018-05-13,第8次开课,0 +HFUT2016210462,视频讲解很好，格式要求严格,发表于 2018-05-13,第8次开课,0 +HFUT2017217232冷,培养了我的自学能力,发表于 2018-05-13,第8次开课,0 +HFUT2017214111,很好诶，啦啦啦,发表于 2018-05-13,第8次开课,0 +hfu2017218786lm,好好好好好,发表于 2018-05-13,第8次开课,0 +hfu2017217068xsl,学习更方便了,发表于 2018-05-13,第8次开课,0 +HFUT2017218622,GOOD GREAT,发表于 2018-05-13,第8次开课,0 +HFUT2017215195,66666,发表于 2018-05-13,第8次开课,0 +HFUT2016210505于,受益匪浅，感谢各位老师,发表于 2018-05-13,第8次开课,0 +HFUT2017210134李欣然,非常好的一门课程，受益匪浅,发表于 2018-05-13,第8次开课,0 +HFUT2017218327冷,0000000000,发表于 2018-05-13,第8次开课,0 +HFUT2017217120,可以啊.很棒,发表于 2018-05-13,第8次开课,0 +HFUT2017212657,很棒，受益匪浅,发表于 2018-05-13,第8次开课,0 +HFUT2017211465,hengbangbangyou,发表于 2018-05-13,第8次开课,0 +陈昱荷-3121301054,挺好的，内容也很丰富,发表于 2018-05-13,第8次开课,0 +HFUT2017218311冷,讲得很好啊,发表于 2018-05-13,第8次开课,0 +HFUT2017214091,老师的讲解很详细，但有些题难度较高，较为难懂,发表于 2018-05-13,第8次开课,0 +HFUT2017212843,很不错，加油,发表于 2018-05-13,第8次开课,0 +HFUT2016210362,666，很好,发表于 2018-05-13,第8次开课,0 +HFUT2017218630冷,我通过这次的学习，学到了很多新的知识，受益匪浅。,发表于 2018-05-13,第8次开课,0 +HFUT2017212795,很新颖，学到不少知识,发表于 2018-05-13,第8次开课,0 +hfu2017218767lm,感觉挺好的，讲课视频可快可慢，根据个人需要调节吧,发表于 2018-05-13,第8次开课,0 +hfu2017218830lm,学到了很多,发表于 2018-05-13,第8次开课,0 +HFUT2017218299冷,非常有助于学习，但希望老师讲解的更清晰一点，水平有点差，有时跟不上。,发表于 2018-05-13,第8次开课,0 +HFUT2017218711,课程全面深刻，超赞,发表于 2018-05-13,第8次开课,0 +hfut2017212750,好 真好 非常好,发表于 2018-05-13,第8次开课,0 +SEU-研23班-四-211904-葛笑,老师讲课深入浅出，浅显易懂，我学到了很多知识,发表于 2018-05-13,第8次开课,0 +HFUT2017214000mooc,感觉受益匪浅,发表于 2018-05-12,第8次开课,0 +HFUT2016210586于红光,帮助自己及时复习学校学习的课程；帮助提高自己的编程技术；帮助自己对C语言有更深的理解。,发表于 2018-05-12,第8次开课,0 +HFUT2017218597,excellent,发表于 2018-05-12,第8次开课,0 +DAVIEDED,很好的课，解答了我很多的疑惑,发表于 2018-05-12,第8次开课,0 +HFUT2017214133,学习的挺好的，老师讲解的很详细，作业有点难,发表于 2018-05-12,第8次开课,0 +HFUT2017214261,好好好好好好好好好好好好好好好好好好好好好好好好好好好好,发表于 2018-05-12,第8次开课,0 +HFUT2017212851,很详细，老师讲得很好。,发表于 2018-05-12,第8次开课,0 +mooc1517455993819,很好？？？？？,发表于 2018-05-12,第8次开课,0 +HFUT2017217467冷,bucuo,发表于 2018-05-12,第8次开课,0 +hfut2017213470朱翠翠,感觉老师和同学都挺积极的,发表于 2018-05-12,第8次开课,0 +HFUT2017218475lm,我觉着这个课程非常好,发表于 2018-05-12,第8次开课,0 +2017211549李吴胜,无法言语 的难受,发表于 2018-05-12,第8次开课,0 +HFUT2017211459,老师讲课很清晰，都能听懂，如果有不明白的地方也可以反复看，很方便,发表于 2018-05-12,第8次开课,0 +HFUT2017213093冷,zhengtishanglaishuofeichangbangbango,发表于 2018-05-12,第8次开课,0 +hfu2017217009xsl,真的很好啊 不会的题就来上面听课,发表于 2018-05-12,第8次开课,0 +HFUT2017213119,从这里拓展了许多课堂上学到的东西,发表于 2018-05-12,第8次开课,0 +HFUT2017213099冷,非常nice啊，受益匪浅！！！,发表于 2018-05-12,第8次开课,0 +HFUT2016210628于红光,还可以的课程,发表于 2018-05-12,第8次开课,0 +HFUT2016210575于,good，编程测试作业检测系统不行,发表于 2018-05-12,第8次开课,0 +HFUT2017214098,我觉得挺好,发表于 2018-05-12,第8次开课,0 +Mathiasrichard,课很不错，可以的,发表于 2018-05-12,第8次开课,0 +HFUT2017213056,真的非常好,发表于 2018-05-12,第8次开课,0 +HFUT2017211710,emmmm,发表于 2018-05-12,第8次开课,0 +hfut2017213465钟杰,能学到不少的东西,发表于 2018-05-12,第8次开课,0 +HUFT2017214493,课程很棒，对我这种初学c语言的人很有帮助,发表于 2018-05-12,第8次开课,0 +HFUT2017211105,很好很满意,发表于 2018-05-12,第8次开课,0 +HFUT2016210431,很好非常好,发表于 2018-05-12,第8次开课,0 +HFUT2017210066,很开心，从这里学到了很多知识,发表于 2018-05-12,第8次开课,0 +HFUT小坦,课程讲解通俗易懂，很好,发表于 2018-05-12,第8次开课,0 +hfu2017218592lm,挺好的，讲解很到位,发表于 2018-05-12,第8次开课,0 +HFUT2017210110,教学题目与教学内容严重不符,发表于 2018-05-12,第8次开课,0 +hfu2017218270lm,hengbucuo1,发表于 2018-05-12,第8次开课,0 +hfu2017218561,老师讲解的内容很有条李，授课也很清晰。,发表于 2018-05-12,第8次开课,0 +hfu2017217614xsl,很好。。。。。。,发表于 2018-05-12,第8次开课,0 +HFUT2017218465,很好哦真棒,发表于 2018-05-11,第8次开课,0 +自专马全自2101班,很好的mooc,发表于 2018-05-11,第8次开课,0 +HFUT2017211723,很不错，很实用,发表于 2018-05-11,第8次开课,0 +HUFT2017210121张煜轩,好好好 很好,发表于 2018-05-11,第8次开课,0 +HFUT2017212845,非常棒，老师教的非常好,发表于 2018-05-11,第8次开课,0 +hfu2017218586张孟杰liming,讲解很仔细，授课内容挺不错的 只是怎么感觉作业题尤其是编程题有点难。。。 可能自己课下练习的比较少吧 以后要多练练了 老师很不错,发表于 2018-05-11,第8次开课,0 +HFUT2017217122冷,课程内容丰富，授课讲解言简意赅，学习此门课程，我不仅学会并掌握了许多知识，而且参与了互动与讨论，更加深了我的印象。,发表于 2018-05-11,第8次开课,0 +mooc1523976588234,刚开始的时候还可以，后来慢慢地感觉不太适合,发表于 2018-05-10,第8次开课,0 +HUFT2017211479,好呀，湖人总冠军,发表于 2018-05-10,第8次开课,0 +mooc1525144691259,这个课程还不错，对我帮助很大！！！,发表于 2018-05-09,第8次开课,0 +HFUT2017211616,太好了 太好了,发表于 2018-05-09,第8次开课,0 +hfu2017218261lm,很好非常棒,发表于 2018-05-09,第8次开课,0 +HFUT2017215036,贼好，杠杠滴,发表于 2018-05-09,第8次开课,0 +HFUT2017210091,很好 老师很不错,发表于 2018-05-09,第8次开课,0 +云中飘过,不错 由浅入深 学习了,发表于 2018-05-09,第8次开课,0 +HFUT2017217110张浩然冷,好啊啊啊啊阿,发表于 2018-05-09,第8次开课,0 +17工程1714135032李宁,课程内容比较好，不过有时候视频内容较长，授课时就有点枯燥。,发表于 2018-05-09,第8次开课,0 +nyist工程1714135021丁道阳,感觉还不错,发表于 2018-05-09,第8次开课,0 +HFUT2016210568于红光,设置结构非常合理，我觉得编程题设置不是很合理，难度太大，作业设置得还行。,发表于 2018-05-08,第8次开课,0 +hfu2017217164lm,感觉C语言是一门严谨，逻辑性非常强的学科，从中可以体验到学科的快乐，,发表于 2018-05-08,第8次开课,0 +HFUT2017214015,课程很好，值得一看,发表于 2018-05-08,第8次开课,0 +HFUT2016210332,课程精彩，思路清晰,发表于 2018-05-07,第8次开课,0 +HFUT2017217132冷,恩 非常优秀的一个软件,发表于 2018-05-07,第8次开课,0 +大叶杨980929,这么长时间以来，老师的淳淳教诲之下，学生在C语言学习中受益匪浅，感谢北理工所提供的支持与老师的认真负责，希望以后继续学习！,发表于 2018-05-07,第8次开课,0 +HFUT2017218687,我觉得海星,发表于 2018-05-07,第8次开课,0 +高藤2017214233,可以在学习过程中加大对课堂学习力度的一个巩固，是自己进步的阶梯,发表于 2018-05-06,第8次开课,0 +1120141372魏豪,很不错，对初学者很有帮助,发表于 2018-05-06,第8次开课,0 +hfu2017217059xsl,受益无穷！,发表于 2018-05-06,第8次开课,0 +hfu2017218542lm,很不错的资源,发表于 2018-05-06,第8次开课,0 +BIT17821701-1120170359,讲的挺仔细的，很有用。,发表于 2018-05-06,第8次开课,0 +玛德姐,感觉非常棒！,发表于 2018-05-05,第8次开课,0 +HFUT2017215088,课程完整，学习时间可自定义。,发表于 2018-05-05,第8次开课,0 +将就mooc1515677452097,能，不是所有的问题都可以建立数学模型，例如：旅行家问题、判断计算机是否有病毒的问题、图灵停机问题等等，这些问题不能够用于计算，自然就不能够用于建立数学模型。而且并不是建立了数学模型的问题，就一定能用计算机来求解，就比如汉诺塔问题由于时间条件就不能够求解，所以建立了数学模型的问题中还要考虑时间复杂度和空间复杂度,发表于 2018-05-05,第8次开课,0 +HarryChen30,欲穷千里目，更上一层楼,发表于 2018-05-04,第8次开课,0 +HFUT2017218669冷JL,老师讲课很好，层次很清晰。感觉收获很大,发表于 2018-05-04,第8次开课,0 +HFUT2017213109,很不错，能学到很多东西,发表于 2018-05-03,第8次开课,0 +hfu2017217603宣善立,老师讲课很生动收获很多,发表于 2018-05-03,第8次开课,0 +HFUT2017214002,课程组织有序，老师讲解很认真,发表于 2018-05-03,第8次开课,0 +hfu2017218774lm,学到很多，能解开很多疑惑,发表于 2018-05-03,第8次开课,0 +HFUT2017217219,通过这一段时间的学习，我对c语言的掌握明显提高。尤其对于一些细节方面，我会更加注重。,发表于 2018-05-03,第8次开课,0 +cclaire7,授课方式不错，内容有待丰富，希望新增习题讲解课程,发表于 2018-05-03,第8次开课,0 +HFUT2017217495冷,很棒的体验，老师很好,发表于 2018-05-02,第8次开课,0 +狂喜boy,非常及其特别好,发表于 2018-05-02,第8次开课,0 +HFUT2016210658于红光,很棒，学到很多,发表于 2018-05-01,第8次开课,0 +hfu925,课程安排很合理，老师讲课也很用心,发表于 2018-05-01,第8次开课,0 +HFUT2017217189冷,非常好，可以利用碎片时间学习,发表于 2018-05-01,第8次开课,0 +HFUT-2016210399,这门课讲得很细致，而且通俗易懂,发表于 2018-05-01,第8次开课,0 +HFUT2017211631,很棒！老师的讲解很详细,发表于 2018-05-01,第8次开课,0 +HIT-科技文献阅读6班-史裕问,课程讲得很细致，实用,发表于 2018-04-30,第8次开课,0 +HFUT2017218700冷,老师讲的很清楚，很充实。,发表于 2018-04-30,第8次开课,0 +hfu2017217615宣善立,非常棒赞赞赞,发表于 2018-04-30,第8次开课,0 +HFUT2016210753-于红光,、good,发表于 2018-04-30,第8次开课,0 +HFUT2016210655于红光,很充实，学到了很多东西,发表于 2018-04-29,第8次开课,0 +HFUT2017210114,讲解的十分详细，学到了很多,发表于 2018-04-29,第8次开课,0 +mooc1522041220692,老师辛苦了，课程很丰富，学到了很多。,发表于 2018-04-29,第8次开课,0 +HFUT2017218657冷,棒！强烈推荐,发表于 2018-04-28,第8次开课,0 +HFUT2017211489,非常棒， 能学到很多东西,发表于 2018-04-24,第8次开课,0 +HFUT2017211667,开心的一匹,发表于 2018-04-23,第8次开课,0 +HFUT2016210309,可以说是体验极佳了,发表于 2018-04-23,第8次开课,0 +Mr旺仔,老师讲的很细致，学起来比较轻松。,发表于 2018-04-23,第7次开课,0 +西风镭,great,发表于 2018-04-22,第8次开课,0 +FAFU3176016046,oj题目的测试点有点问题,发表于 2018-04-21,第8次开课,0 +HFUT2017210207马冉驰,程序编辑这块希望可以有提示,发表于 2018-04-20,第8次开课,0 +屿mooc28,课后题的检测程序也太low吧，我就不信我的错了？？？我电脑上任何编译器都可以，就这个不过，问题在哪里？？？ 而且我复制的你给出的代码，在上面改的，问题在哪里？？？？,发表于 2018-04-14,第8次开课,0 +猫吃鼠粮,老师优秀!,发表于 2018-04-06,第8次开课,0 +bit1120170202,"fine,thank you.",发表于 2018-04-04,第8次开课,0 +bit1120170748,very good,发表于 2018-04-03,第8次开课,0 +为伊憔悴终不悔mooc1,learn much,发表于 2018-04-02,第8次开课,0 +HFUT2017218501lm,易懂，学得快,发表于 2018-04-02,第8次开课,0 +BY1710,老师讲解清晰，听一遍全都懂了。,发表于 2018-04-01,第8次开课,0 +ECNU068_黄锦超,希望多出点程序设计的实践题目。,发表于 2018-03-31,第8次开课,0 +wondrouscat,非常非常喜欢 讲的非常非清楚,发表于 2018-03-31,第8次开课,0 +林国瑞mooc,非常棒!节约几万元!,发表于 2018-03-30,第8次开课,0 +HFUT2017218651冷,学习知识重要的是积累，遇到不会的，比如程序中出现的问题或其他的各种不懂得，要及时请教老师同学。,发表于 2018-03-29,第8次开课,0 +lzit201717044130张伟刚,讲解仔细，易于理解。,发表于 2018-03-29,第8次开课,0 +carrie-drug,讲的很清晰，零基础也能听懂。,发表于 2018-03-29,第8次开课,0 +HFUT2017212345冷,haoff,发表于 2018-03-25,第7次开课,0 +小C君,老师讲的很到位，但是对于初学者的我们，我个人建议能多在ppt上多给一些每个小结需要记住的重要知识点，希望测验上面能尽量说明白一点，不然不知道老师出的题，想要一个什么样的答案，例如第四周测验，时钟角度差，编好程序改了4天都不知道自己到底哪里错了，每次提交都不通过，题中说用常用格式输出时间，我一直都以为按四位00:00输出，结果一直都不知道自己哪里错了，希望老师能将题目的要求更明确一点，最后非常感谢老师的课程，谢谢给了我们网上学习的机会！,发表于 2018-03-24,第8次开课,0 +知更鸟l,我来帮你们把字幕改改吧，好多错字,发表于 2018-03-23,第8次开课,0 +mooc1477364991772,可以，感觉讲的很细致。适合系统学习入门,发表于 2018-03-19,第8次开课,0 +研2105吴佳峻,我颇有收获,发表于 2018-03-18,第8次开课,0 +bit-1120172903-高TQ,老师很认真，讲授清晰明了，易于理解,发表于 2018-03-17,第8次开课,0 +闫迪mooc,讲的很细致，从浅入深。,发表于 2018-03-12,第8次开课,0 +YJwanttoIT,老师讲的很有思路规划，循序渐进，比我们老师讲的能理解多了，基础讲的很好,发表于 2018-03-05,第8次开课,0 +Rainbow密码,其实老实讲，老师讲课很细致，不过就是感觉还是有点听着比较难以理解，可能是因为我是文科生的缘故吧，思维可能有时候会跟不上,发表于 2018-03-05,第8次开课,0 +a1399317616163com,老师的声音实在太小了,发表于 2018-03-02,第8次开课,0 +百独,教的很深入,发表于 2018-02-08,第7次开课,0 +HFUT2015210467冷,非常好，教学很详细,发表于 2018-02-07,第7次开课,0 +BIT1120170460mooc1507643402777,为世人都说地方,发表于 2018-02-06,第7次开课,0 +mooc1517103337443,DEDSZFSDF,发表于 2018-02-03,第7次开课,0 +BIT1120172345,很好！超出预期了。,发表于 2018-02-02,第7次开课,0 +Empty丶City,老师讲的很详细，详略得当,发表于 2018-02-02,第7次开课,0 +竹墨残水丶烟花冷,感觉讲的很细，非常不错,发表于 2018-02-02,第7次开课,0 diff --git a/demo.py b/demo.py new file mode 100644 index 0000000..291b227 --- /dev/null +++ b/demo.py @@ -0,0 +1,16 @@ +import os,sys #导入模块 +def add_prefix_files(): #定义函数名称 + old_names = os.listdir( path ) #取路径下的文件名，生成列表 + for old_name in old_names: #遍历列表下的文件名 + # if old_name!= sys.argv[0]: #代码本身文件路径，防止脚本文件放在path路径下时，被一起重命名 + if old_name.endswith('.mp4'): #当文件名以.txt后缀结尾时 + old_name1=old_name.split(".")[0] + number = old_name1[-1] + name = old_name1[:1] + new_name =number+" "+name+".mp4" + os.rename(os.path.join(path,old_name),os.path.join(path,new_name)) #重命名文件 + print (old_name,"has been renamed successfully! New name is: ",new_name) #输出提示 + +if __name__ == '__main__': + path = f'D:\Program File data\mp4\半音阶口琴' #运行程序前，记得修改主文件夹路径！ + add_prefix_files() #调用定义的函数，注意名称与定义的函数名一致 diff --git a/python.iml b/python.iml new file mode 100644 index 0000000..fb086f4 --- /dev/null +++ b/python.iml @@ -0,0 +1,18 @@ + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/python_02_入门语法.py b/python_02_入门语法.py new file mode 100644 index 0000000..72dc240 --- /dev/null +++ b/python_02_入门语法.py @@ -0,0 +1,54 @@ +# type() + +# String_type=type("黑马"); +# print(String_type); +# print("黑马") +# print(type("黑马")) + +# 数据类型转换 + +# print(int(12.23)) +# print(float(12)) +# print(str("黑马")) + +# 运算符 ** 指数 //取整数 + +# print(13//2)#13除2取整 +# print(2**5)#2的5次幂 +# num = 2; +# num += 1; +# print(num) + +# 字符串 +# 使用转义字符\取消引号效用 +# print("heima\" ") + +# 字符串拼接 字符串格式化 +# a = 12 +# b = 33 +# message = "第%s期，平均工资%s元" % (a, b) +# print(message) +# 精度控制 +# a=11.2 +# b=22 +# c="%5.1f期，%3d元"%(a,b) +# print(c) +# 快速格式化 +# name="黑马" +# age=22 +# price=19.9 +# message=f"我叫{name}，我今年{age}岁，我的股价{price}元" +# print(message) +# 表达式格式化 +# print("1*1的结果是%d" % 1 * 1) +# print(f"1*2的结果是{1 * 2}") +# print("字符串的数据类型为%s " % type("字符串")) + +# 数据输入 +# print("请告诉我你是谁？") +# name=input() +# print("我知道了你是谁："+name) +# name1 = input( +# "请告诉我银行卡密码\n" +# ) +# print("我知道你的银行卡密码是：" + name1) diff --git a/python_03_判断语句.py b/python_03_判断语句.py new file mode 100644 index 0000000..65f3e09 --- /dev/null +++ b/python_03_判断语句.py @@ -0,0 +1,38 @@ +# 布尔类型 +# result = "dog" +# result1 = "cat" +# print(f"{result == result1}") +# print(result >= result1)#只比较首字母ascii值，不比较后续的值 + +# # if语句 +# age=30 +# if age >= 18: +# print("我已经成年了\n即将步入大学生活") + +# if elif else多条件判断 +# height=int(input("请输入你的身高（cm）")) +# VIP_level=int(input("请输入您的VIP等级（1-5）")) +# +# if height < 120: +# print("您的身高小于120cm，可以免费") +# elif VIP_level > 3: +# print("您的vip等级大于3，可以免费") +# else: +# print("需要请买票10元") +# 单次输入一行写法 +# if int(input("请输入你的身高（cm）"))<120: +# print("您的身高小于120cm，可以免费") +# elif int(input("请输入您的VIP等级（1-5）"))>3: +# print("您的vip等级大于3，可以免费") +# else: +# print("需要请买票10元") +#嵌套方式 +if int(input("请输入你的身高（cm）"))>120: + print("身高超出限制，不可以免费") + print("如果vip大于3则可以免费") + if int(input("请输入您的VIP等级（1-5）"))>3: + print("您的vip等级大于3，可以免费") + else: + print("对不起，您不能免费") +else: + print("身高未超出限制，可以免费") \ No newline at end of file diff --git a/python_04_循环语句.py b/python_04_循环语句.py new file mode 100644 index 0000000..0122bf7 --- /dev/null +++ b/python_04_循环语句.py @@ -0,0 +1,48 @@ +# while计算1-100和 +# num=0 +# i = 1 +# while i <= 100: +# num = num + i +# i += 1 +# print(num) + +# while循环嵌套，参考99乘法表 + +# for语句演示 + +# name = "i_love_python" +# for x in name: +# print(x) +# i = 0 +# name = "it_hema is a brand of it_cast" +# +# for x in name: +# if x == "a": +# i += 1 +# print(i) + +# range()语句使用 +# +# for x in range(10): +# print(f"{x}\t", end='') +# print() +# for x in range(20, 30): +# print(f"{x}\t", end='') +# print() +# for x in range(10, 30, 3): +# print(f"{x}\t", end='') + +# for 嵌套 + +# for i in range(101): +# print(f"表白地{i}天") +# for j in range(11): +# print(f"这是今天送的第{j}支花") + +# 循环中断 continue/break +# for i in range(19): +# print(f"这是第{i}次") +# continue +# print("abc")#此代码无法访问 + + diff --git a/python_10_基础综合案例.py b/python_10_基础综合案例.py new file mode 100644 index 0000000..e146db1 --- /dev/null +++ b/python_10_基础综合案例.py @@ -0,0 +1,81 @@ +""" +演示JSON数据和Python字典相互转换 +""" +# import json +# +# # 列表转换为json +# data = [{"name": "张三", "age": 11}, {"name": '李四', "age": 21}] +# json_str = json.dumps(data, ensure_ascii=False) # ensure_ascii=False,显示中文 +# print(type(json_str)) # 类型为str +# print(json_str) +# # 字典转换为json +# d = {"name": "张三", "age": 13} +# json_str1 = json.dumps(d, ensure_ascii=False) +# print(json_str1) +# +# # json转为python数据类型 +# s = '[{"name": "张三", "age": 11}, {"name": "李四", "age": 21}]' +# l = json.loads(s) +# print(l) +# print(type(l)) +# d1 = '{"name": "张三", "age": 13}' +# l1 = json.loads(d1) +# print(d1) +# print(type(d1)) + +# pyecharts入门 +# 导包，导入line功能构建折线图对象 +# from pyecharts.charts import Line +# from pyecharts.options import TitleOpts, LegendOpts, ToolboxOpts +# +# # 得到折线图对象 +# line = Line() +# # 添加x轴数据 +# line.add_xaxis(['中国', '英国', '美国']) +# # 添加y轴数据 +# line.add_yaxis("gdp", [30, 20, 10]) +# # 生成图表 +# # line.render() +# +# # 设置全局配置项 +# line.set_global_opts( +# title_opts=TitleOpts("gdp展示", pos_left="center", pos_bottom="1%"), +# legend_opts=LegendOpts(is_show=True), +# toolbox_opts=ToolboxOpts(is_show=True) +# +# ) +# +# line.render() + +# 演示地图可视化的基本使用 +from pyecharts.charts import Map +from pyecharts.options import VisualMapOpts + +# 准备地图对象 +map = Map() +# 准备数据 +data = [ + ("北京", 99), + ("上海", 199), + ("湖南", 299), + ("台湾", 399), + ("广东", 499) +] +# 添加数据 +map.add("测试地图", data, "china") +# 设置全局变量 +map.set_global_opts( + visualmap_opts=VisualMapOpts( + is_show=True, # 显示颜色 + is_piecewise=True, # 手动校准范围 + pieces=[ + {"min": 1, "max": 9, "label": "1-9", "color": "#CCFFFF"}, + {"min": 10, "max": 99, "label": "10-99", "color": "#FF6666"}, + {"min": 100, "max": 999, "label": "100-999", "color": "#990033"} + + + ] + ) +) +# 显示 +map.render() diff --git a/python_11_类与对象.py b/python_11_类与对象.py new file mode 100644 index 0000000..ea75b13 --- /dev/null +++ b/python_11_类与对象.py @@ -0,0 +1,77 @@ +# 构造方法 +# class Student: +# name = None +# age = None +# tel = None +# +# def __init__ (self, name, age, tel): +# self.name = name +# self.age = age +# self.tel = tel +# print("Student类创建了一个对象") +# +# +# stu = Student("asd", 11, "123123") +# +# print(stu.tel) +# print(stu.age) +# print(stu.name) +import json +import random + +# class Student: +# def __init__(self, name, age): +# self.name = name +# self.age = age +# +# # __str__魔术方法 +# def __str__(self): +# return f"Student类对象.name:{self.name},age:{self.age}" +# +# # __lt__魔术方法 +# def __lt__(self, other): +# return self.age < other.age +# +# # __le__魔术方法 +# def __le__(self, other): +# return self.age <= other.age +# +# +# stu = Student("joker", 32) +# stu2 = Student("lei", 34) +# stu3 = Student("fun", 34) +# print(stu) # str +# print(str(stu)) # str +# print(stu > stu2) # 比较 +# print(stu3 >= stu2) # 比较 + + +# 私有成员变量与方法 +# class Phone: +# __current_voltage = 0.5 # 当前手机运行电压 +# +# def __keep_single_core(self): +# print("让CPU以单核模式运行") +# +# def call_by_5g(self): +# if self.__current_voltage>=1: +# print("5g已开启") +# else: +# self.__keep_single_core() +# print("电量不足，已单核运行") +# +# +# phone = Phone() +# phone.call_by_5g() +# # phone.keep_single_core() + + +# 类型注解 +# 基础注解 变量:类型 +var: int = 2 +my_list: list = [1, 2, 3] +my_tuple: tuple[str, int, bool] = ("ithe", 2, False) +my_dict: dict[str, int] = {"sadf": 123} + +var_2 = random.randint(1, 31) # type:int +var_3 = json.loads('{"name":"zhangsan"}') # type:dict[str,str] diff --git a/python_12_链接数据库.py b/python_12_链接数据库.py new file mode 100644 index 0000000..90e4af3 --- /dev/null +++ b/python_12_链接数据库.py @@ -0,0 +1,29 @@ +from pymysql import Connection + +conn = Connection( + host="localhost", + port=3306, + user="root", + password="123123", + autocommit=True # 自动确认 +) + +# print(conn.get_server_info()) + +# 执行非查询性质SQL +cursur = conn.cursor() # 获取游标对象 +# 选择数据库 +conn.select_db("world") +# 执行sql +# cursur.execute("create table test_pymysql(id int);") + +# cursur.execute("select * from student") +# result = cursur.fetchall() +# print(result) # 返回类型为元组 + +# 提交数据 +cursur.execute("insert into student values(1,'李白',34)") +# 提交数据 +# conn.commit() + +conn.close() diff --git a/python_13_spark.py b/python_13_spark.py new file mode 100644 index 0000000..367a6b7 --- /dev/null +++ b/python_13_spark.py @@ -0,0 +1,47 @@ +from pyspark import SparkConf, SparkContext +import os + +os.environ["PYSPARK_PYTHON"] = "D:\programtool\conda\python" + +# 创建SparcConf类对象 +conf = SparkConf().setMaster("local[*]").setAppName("text_spark_app") +# 基于SparkConf类对象创建SparkContext类对象 +sc = SparkContext(conf=conf) +# 打印版本 +# print(sc.version) + +# 通过parallelize 方法将python对象加载到Spark内，成为RDD对象 +rdd1 = sc.parallelize([1, 2, 3, 4, 5]) +rdd2 = sc.parallelize((1, 2, 4, 5, 6)) +rdd3 = sc.parallelize("342sdf") + + +# print(rdd1.collect()) +# print(rdd2.collect()) +# print(rdd3.collect()) + +# rdd4 = sc.textFile("C语言程序设计(上).北京理工大学.csv") +# print(rdd4.collect()) + +def func(data): + return data * 10 + + +# 通过map方法将rdd1全部数据乘以10 +rdd5 = rdd1.map(func) +# print(rdd5.collect()) + +# 通过flatMap方法进行解除嵌套 +rdd6 = sc.parallelize(["hello world 232", 'welcome learn python 233']) +rdd7 = rdd6.map(lambda x: x.split(" ")) +rdd8 = rdd6.flatMap(lambda x: x.split(" ")) +# print(rdd7.collect()) +# print(rdd8.collect()) + +# reduceByKey两两计算 +rdd9 = sc.parallelize([('男', 88), ("女", 68), ('男', 48), ('女', 38)]) +rdd10 = rdd9.reduceByKey(lambda a, b: a + b) +print(rdd10.collect()) + +# 停止SparkContext对象运行 +sc.stop() diff --git a/python_5_函数.py b/python_5_函数.py new file mode 100644 index 0000000..c5e74a1 --- /dev/null +++ b/python_5_函数.py @@ -0,0 +1,54 @@ +# 定义函数，并输出信息 + +def say_hi(): + print("hello world") + + +# say_hi() + +# 演示函数传参 +# def add(x, y): +# result = x + y +# print(f"{x}+{y}的结果是{result}") + + +# add(2,3) + +# 函数返回值 +# def add(x, y): +# result = x + y +# return result +# +# +# a = add(32, 33) +# print(a) + +# def say_i(): +# print("i") +# +# +# result = say_i() +# print(f"{result}") + +# none 用于if判断 +# def check_age(age): +# if age > 18: +# return "SUCCESS" +# else: +# return None +# +# +# result = check_age(14) +# if not result: +# print("未成年") + +# 函数说明文档 +def add(x,y): + """ + add 函数可以接受两个参数，并实现两参数相加 + :param x: 参数1 + :param y: 参数2 + :return: 返回两数相加的结果 + """ + print(f"{x}+{y}={x+y}") + \ No newline at end of file diff --git a/python_6_数据容器.py b/python_6_数据容器.py new file mode 100644 index 0000000..4b22585 --- /dev/null +++ b/python_6_数据容器.py @@ -0,0 +1,113 @@ +# # 列表 list() +# name_list = ['ab', 'bc', 'cd'] +# print(name_list) +# print(type(name_list)) +# +# name_list1=[['ba','bc'],'bab'] +# print(name_list1) + +# # 列表下标索引 +# name_list = ['alex', 'tom', 'late'] +# print(name_list[1]) +# print(name_list[-3]) # 反向从-1开始 +# +# name_list1 = ["alex", ['al', 'ex'], 'tom'] +# print(name_list1[1][0]) +# # 超出循环报错：IndexError: list index out of range + +# # 列表查询 +# my_list = ['alex','tom','jerry'] +# index=my_list.index('alex') +# print(f"alex在列表中下表索引值为{index}") +# # 列表修改 +# my_list[2]="cat" +# print(f"修改后的值为{my_list[2]}") +# # 指定位置插入数据 +# my_list.insert(1,'mouse') +# print(my_list) +# # 追加元素 +# my_list.append("monster") +# print(my_list) +# my_list1=['i','love','python'] +# my_list.extend(my_list1) +# print(my_list) +# +# # 元素删除 +# my_list = ['alex', 'tom', 'jerry'] +# del my_list[1] +# print(my_list) +# +# my_list = ['alex', 'tom', 'jerry'] +# element = my_list.pop(1) +# print(f"通过pop方法取出元素后列表内容{my_list},取出内容为{element}") +# # 删除元素第一个匹配项 +# my_list = ['alex', 'tom','alex' ,'jerry'] +# my_list.remove('alex') +# print(my_list) +# # 清空列表 +# my_list = ['alex', 'tom', 'alex', 'jerry'] +# my_list.clear() +# print(my_list) + +# # 统计列表中指定元素数量 +# my_list = ['alex', 'tom','alex' ,'jerry'] +# num=my_list.count("alex") +# print(f'列表中alex元素共有{num}个') +# # 统计列表中所有元素个数 +# count=len(my_list) +# print(f'列表中所有元素个数为{count}个') + +# # 列表遍历 +# def list_while_func(): +# my_list = ["alex", "tom", "jerry"] +# index = 0 +# while index < len(my_list): +# element = my_list[index] +# print(f"列表元素为{element}") +# index += 1 +# +# +# list_while_func() +# +# +# def list_for_func(): +# my_list = ["alex", "tom", "jerry"] +# for element in my_list: +# print(f"列表的元素有：{element}") +# +# +# list_for_func() + +# # 元组 +# # 定义元组 +# t1 = (1, "hello", True) +# t2 = () +# t3 = tuple() +# print(f"{t1}\n{t2}\n{t3}\ntype(t1)类型{type(t1)}") +# # 定义单个元组 +# t4 = ("hello",) # 单个元组加“，” +# print(f'{t4} {type(t4)}') +# # 嵌套元组 +# t5 = ((1, 2, 3), (4, 5, 6)) +# print(f"{type(t5)},{t5}") +# # 取出内容 +# num = t5[0][2] +# print(num) +# # 元组操作 : index 查找 +# t6 = ("alex", "tom", "jerry") +# index = t6.index("tom") +# print(index) +# num = t6.count("tom") # 统计单一元素数量 +# print(num) +# num2 = len(t6) # 统计元组元素数量 +# print(num2) +# # 元组遍历 +# index = 0 +# while index < len(t6): +# element = t6[index] +# print(f"{element}") +# index += 1 +# for element in t6: +# print(f"{element}") + + diff --git a/python_6_数据容器2.py b/python_6_数据容器2.py new file mode 100644 index 0000000..5e9f87f --- /dev/null +++ b/python_6_数据容器2.py @@ -0,0 +1,158 @@ +# # 字符串 +# my_str = "tom and jerry" +# value = my_str[2] +# value1 = my_str[-12] +# print(f"字符串中取出下标为2的字符为{value}，取出下标为-12的字符为{value1}") +# # 字符串常用方法index +# value2 = my_str.index("tom") +# print(f"字符串查找tom，其起始下标为{value2}") +# # 字符串常用方法，replace +# new_my_str = my_str.replace("jerry", "xi_mi") +# print(new_my_str) +# print(my_str) +# # 字符串常用方法 split +# my_str_list = my_str.split(" ") +# print(f"{my_str_list}") +# # 字符串规整操作 strip +# my_str1 = " hello world " +# new_my_str1 = my_str1.strip() +# print(f"{new_my_str1}") +# my_str2 = "12hello 12world21" +# new_my_str2 = my_str2.strip("12") +# print(f"字符串{my_str2}被strip（12）后结果为{new_my_str2}") +# # 字符串中某字符串出现的次数，count +# count = my_str.count("a") +# print(f"{count}") +# # 统计字符串长度 len() +# len1 = len(my_str) +# print(f"{len1}") + +# 字符串遍历 +# index = 0 +# my_str = "Good morning" +# while index < len(my_str): +# element = my_str[index] +# index += 1 +# print(f"{element}") +# my_str1 = "Good afternoon" +# for element in my_str1: +# print(f"{element}") + +# # 序列切片 +# # 对list切片，从1开始，4结束，步长1 +# my_list = [0, 1, 2, 3, 4, 5, 6] +# result1 = my_list[1:4] # 步长为1，可省略 +# print(f"{result1}") +# # 从头开始，到最后结束，步长为2 +# result2 = my_list[::2] +# print(f"{result2}") +# # 对str切片，从头开始到最后结束，步长-1 +# my_str = "01234567" +# result3 = my_str[::-1] +# print(f"{result3}") +# # 对元组切片，从头开始，到尾结束，步长-2 +# my_tuple=(0,1,2,3,4,5,6,7) +# result4=my_tuple[::-2] +# print(f"{result4}") + +# # 集合 +# my_set = {"tom", "jerry", "python", "element", "tom"} +# my_set_empty = set() +# print(f"me_set的内容是：{my_set},类型是{type(my_set)}") +# print(f"me_set_empty的内容是：{my_set_empty},类型是{type(my_set_empty)}") +# # 添加元素 +# my_set.add("heima") +# my_set.add("python") +# print(f"{my_set}") +# # 移除元素 +# my_set.remove("jerry") +# print(f"{my_set}") +# # 随机取出一个元素 +# element = my_set.pop() # 此操作为随机取出 +# print(f"{my_set}") +# # 清空集合 +# result= my_set.clear() +# print(f"{my_set}") + +# # 取出两个集合的差集 +# set1 = {1, 2, 3} +# set2 = {1, 4, 6} +# set3 = set1.difference(set2) +# print(set3) +# print(set1) +# # 消除差集 +# set1.difference_update(set2) +# print(f"消除差集后，集合1的结果是{set1}") +# print(f"消除差集后，集合2的结果是{set2}") # 只对集合1消除，集合2不变 +# 两集合合并 +# set4=set1.union(set2) +# print(f"两集和合并结果为{set4}") +# print(f"合并后集合1为{set1}") +# print(f"合并后集合2为{set2}")#合并后原集合不变 +# #集合统计 +# num=len(set4) +# print(num) + +# 集合的遍历 +# 集合不支持下标索引，所以不能用while循环 +# set1 = {1, 2,3,4,5,6} +# for element in set1: +# print(f"集合的元素有{element}") + +# # 字典 +# my_dict = {"王力宏": 99, "汤姆": 88, "林俊杰": 77} +# my_dict2 = dict() # my_dict2={} +# print(f"my_dict的内容是{my_dict},类型 为{type(my_dict)}") +# print(f"my_dict2的内容是{my_dict2},类型 为{type(my_dict2)}") +# # 定义重复字典 +# my_dict1 = {"王力宏": 99, "王力宏": 88} +# print(f"重复定义的结果{my_dict1}") +# 从字典基于key获取value +# result = my_dict["王力宏"] +# result1 = my_dict["林俊杰"] +# print(f"王力宏的考试分数为：{result}") +# print(f"王力宏的考试分数为：{result1}") + +# # 字典嵌套 +# stu_score_dict = { +# "王力宏":{ +# "语文":77, +# "数学":88, +# "英语":66, +# }, +# "周杰伦":{ +# "语文":99, +# "数学":99, +# "英语":99, +# } +# } +# score = stu_score_dict["周杰伦"]["语文"] +# print(f"周杰伦的语文信息为{score}") + +# # 字典常用操作 +# my_dict = {"周杰伦": 33, "林俊杰": 24, "张学友": 88} +# my_dict["张信哲"] = 32 +# print(f"更新后my_dict结果是{my_dict}") +# my_dict["周杰伦"] = 38 +# print(f"更新后my_dict结果是{my_dict}") +# # 删除元素 +# score = my_dict.pop("周杰伦") +# print(f"字典中被删除了一个元素，结果为{my_dict},周杰伦的考试分数为{score}") +# my_dict.clear() +# print(f"字典被清空了，内容是{my_dict}") +# 获取全部的key +my_dict = {"周杰伦": 33, "林俊杰": 24, "张学友": 88} +keys = my_dict.keys() +print(f"字典的全部key是{keys}") +# 遍历字典 +# 方式1通过获取全部的key来完成遍历 +for key in my_dict.keys(): + print(f"字典的key是：{key}") + print(f"字典的value是：{my_dict[key]}") +# 方式2 直接对字典进行for循环,每次循环都是直接得到key +for key in my_dict: + print(f"字典的key是：{key}") + print(f"字典的value是：{my_dict[key]}") +# 统计字典的数量，len（） +num = len(my_dict) +print(f"字典中的key数量为{num}") diff --git a/python_7_函数进阶.py b/python_7_函数进阶.py new file mode 100644 index 0000000..f9b49c1 --- /dev/null +++ b/python_7_函数进阶.py @@ -0,0 +1,62 @@ +# 函数的多返回值 +# def test_return(): +# return 1,"hello",True +# +# x,y,z=test_return() +# print(x) +# print(y) +# print(z) + +# 函数的多种传参方式 +def user_info(name, age, gender): + print(f"姓名是{name},年龄是{age},性别是{gender}") + + +# 位置参数 +user_info('小明', 23, '男') +# 关键字参数 +user_info(name='小王', age=33, gender='男') +user_info('小王', age=23, gender='女') + + +# 缺省参数 +def user_info1(name, age, gender='男'): + print(f"姓名是{name},年龄是{age},性别是{gender}") + + +user_info1('小王', 23) + + +# 不定长参数 +def user_info2(*args): + print(f"{args},{type(args)}") + + +user_info2(1, 2, 3, '小王') + + +def user_info3(**kwargs): + print(kwargs) + print(type(kwargs)) + + +user_info3(姓名='小王', age=11, gender=23) + +# 匿名函数 +# 函数作为参数传递 +def test_func(computer): + result=computer(1,2) + print(result) + + +def computer(x,y): + return x+y + + +test_func(computer) +#lambad匿名函数 +def test_func1(computer): + result=computer(1,2) + print(result) + +test_func1(lambda x,y:x*y) \ No newline at end of file diff --git a/python_8_文件操作.py b/python_8_文件操作.py new file mode 100644 index 0000000..7c16703 --- /dev/null +++ b/python_8_文件操作.py @@ -0,0 +1,47 @@ +# 文件读取 +# 文件打开 +# import time + +# f = open("d:program/测试.txt", "r", encoding='UTF-8') +# print(type(f)) +# # 文件读取 +# print(f.read(3)) +# print(f.read()) # 第二次read会接着上次的读取 +# readlines()读取 +# print(f.readlines()) +# print(type(f.readlines())) +# readline（）读取 +# print(f.readline()) +# for循环读取 文件 +# for line in f: +# print(line) +# 文件暂停 +# time.sleep(2333) +# f.close() + +# #with open 语法操作 +# with open("d:program/测试.txt", "r", encoding='UTF-8') as f: +# for line in f: +# print(line) +# +# time.sleep(30000) +# +# # 文件写入 +# f = open("d:program/测试1.txt", "w", encoding="UTF-8") +# f.write("hello world") +# # f.flush() +# # time.sleep(30000) +# f.close() # close()内置flush功能 + +# 文件备份 +fw = open("D:\program/bill.txt.bak", 'w', encoding="UTF-8") +f = open("D:\program/12.txt", 'r', encoding="UTF-8") +for line in f: + line=line.strip() + if line.split(",")[4] == "测试": + continue + else: + fw.write(line) + fw.write("\n") +f.close() +fw.close() diff --git a/python_9_异常.py b/python_9_异常.py new file mode 100644 index 0000000..c3c424a --- /dev/null +++ b/python_9_异常.py @@ -0,0 +1,44 @@ +# # 基本捕获异常语法 +# try: +# f = open("D:/program/abc.txt", 'r', encoding='UTF-8') +# except: +# print("出现异常，文件不存在") +# +# # 捕获指定异常 +# try: +# print(name) +# except NameError as a: +# print("出现变量未定义的异常") +# +# # 捕获多个异常 +# try: +# 1 / 0 +# except(NameError, ZeroDivisionError) as b: +# print("出现变量未定义，或者除以0的异常错误") +# +# # 捕获所有异常 +# try: +# 1 / 0 +# except Exception as c: +# print("出现异常") +# else: +# print("无异常") + +# 异常传递 +def func1(): + print("开始执行func1") + 1/0 + print("结束func1执行") + +def func2(): + print("开始执行func2") + func1() + print("结束func2执行") + +def main(): + try: + func2() + except Exception as d: + print(f"出现异常，异常信息为{d}") + +main() \ No newline at end of file diff --git a/python_9_模块/my_package/__init__.py b/python_9_模块/my_package/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/python_9_模块/my_package/my_test1.py b/python_9_模块/my_package/my_test1.py new file mode 100644 index 0000000..4d4d62e --- /dev/null +++ b/python_9_模块/my_package/my_test1.py @@ -0,0 +1,2 @@ +def test(): + print("我是模块1") \ No newline at end of file diff --git a/python_9_模块/my_package/my_test2.py b/python_9_模块/my_package/my_test2.py new file mode 100644 index 0000000..1a478f7 --- /dev/null +++ b/python_9_模块/my_package/my_test2.py @@ -0,0 +1,2 @@ +def test(): + print("我是模块2") \ No newline at end of file diff --git a/python_9_模块/my_test.py b/python_9_模块/my_test.py new file mode 100644 index 0000000..492b334 --- /dev/null +++ b/python_9_模块/my_test.py @@ -0,0 +1,12 @@ +def test(a, b): + print(a + b) + + +def test1(a, b): + print(a - b) + + +__all__ = ["test1"]# 只作用于*，可以手动单独导入函数 + +if __name__ == '__main__': + test(1, 2) diff --git a/python_9_模块/my_test1.py b/python_9_模块/my_test1.py new file mode 100644 index 0000000..7bfc63c --- /dev/null +++ b/python_9_模块/my_test1.py @@ -0,0 +1,2 @@ +def test(a, b): + print(a - b) diff --git a/python_9_模块/python_9_模块.py b/python_9_模块/python_9_模块.py new file mode 100644 index 0000000..d0ef353 --- /dev/null +++ b/python_9_模块/python_9_模块.py @@ -0,0 +1,36 @@ +# # 模块导入 +# import time +# time.sleep(5) +# print("你好") + +# from time import sleep +# sleep(2) +# print(2) + +# 导入自定义模块 +# import my_test as t +# .test(2,4) +# # 导入不同模块同名的功能 +# from my_test import test +# from my_test1 import test +# +# test(2,5)# 下面的会将上面的覆盖掉 + +# __main__变量 +# import my_test as t +# 调用的模块本身调用了函数，则调用时候会输出结果 + +# # __all__ 变量 +# from my_test import * +# +# test(1, 2) +# test1(3, 8) # 未定义时，可以使用任意函数 +# # all定义时，只能导入定义的函数，但只作用于*，可以手动单独导入函数 + +# python的包 +import my_package.my_test1 +my_package.my_test1.test() +from my_package.my_test2 import test +test() + + diff --git a/python文本分析/文本预处理/去除HTML标签.py b/python文本分析/文本预处理/去除HTML标签.py new file mode 100644 index 0000000..9839d6f --- /dev/null +++ b/python文本分析/文本预处理/去除HTML标签.py @@ -0,0 +1,23 @@ +# 删除HTML标签 + +import requests +import re +from bs4 import BeautifulSoup + +# 检索网页得到源文本 +data = requests.get('http://www.gutenberg.org/cache/epub/8001/pg8001.html') +content = data.content +print(content[1163:2200]) + +def strip_html_tags(text): + soup = BeautifulSoup(text,"html.parser") + [s.extract() for s in soup(['iframe','script'])]# 去除iframe，script标签 + stripped_text = soup.get_text() + stripped_text = re.sub(r'[\r|\n|\r\n]','\n',stripped_text)# re去除\r|\n|\r\n + return stripped_text + +clean_content= strip_html_tags(content) +print(clean_content[1163:2200]) + + +data.close() \ No newline at end of file diff --git a/python文本分析/文本预处理/文本标记解析.py b/python文本分析/文本预处理/文本标记解析.py new file mode 100644 index 0000000..feb0c12 --- /dev/null +++ b/python文本分析/文本预处理/文本标记解析.py @@ -0,0 +1,58 @@ +import nltk +from nltk.corpus import gutenberg +from pprint import pprint +import numpy as np + +# loading text corpora +alice = gutenberg.raw(fileids='carroll-alice.txt') +sample_text = ("US unveils world's most powerful supercomputer, beats China. " + "The US has unveiled the world's most powerful supercomputer called 'Summit', " + "beating the previous record-holder China's Sunway TaihuLight. With a peak performance " + "of 200,000 trillion calculations per second, it is over twice as fast as Sunway TaihuLight, " + "which is capable of 93,000 trillion calculations per second. Summit has 4,608 servers, " + "which reportedly take up the size of two tennis courts.") + +# Alice in Wonderland语料库 +# # Total characters in Alice in Wonderland +# len(alice) +# +# # First 100 characters in the corpus +# alice[0:100] + +# 默认句子标记解释器 +default_st = nltk.sent_tokenize +alice_sentences = default_st(text=alice) +sample_sentences = default_st(text=sample_text) + +print('Total sentences in sample_text:', len(sample_sentences)) +print('Sample text sentences :-') +print(np.array(sample_sentences)) + +print('\nTotal sentences in alice:', len(alice_sentences)) +print('First 5 sentences in alice:-') +print(np.array(alice_sentences[0:5])) + +# 默认单词标记解析 +default_wt = nltk.word_tokenize +words = default_wt(sample_text) +np.array(words) + +# TreebankWordTokenizer 原理基于正则 +treebank_wt = nltk.TreebankWordTokenizer() +words = treebank_wt.tokenize(sample_text) +np.array(words) + +# ToktokTokenizer 仅最后解析最后一句话 +from nltk.tokenize.toktok import ToktokTokenizer +tokenizer = ToktokTokenizer() +words = tokenizer.tokenize(sample_text) +np.array(words) + +# RegexpTokenizer 有两个主要参数 +# pattern 用于构建标记解析器 +# gaps 设置为True时用于查找标记符之间的间隙，繁殖查找标记符本身 +TOKEN_PATTERN = r'\w+' +regex_wt = nltk.RegexpTokenizer(pattern=TOKEN_PATTERN, + gaps=False) +words = regex_wt.tokenize(sample_text) +np.array(words) \ No newline at end of file diff --git a/python文本分析/文本预处理/文本规范器.py b/python文本分析/文本预处理/文本规范器.py new file mode 100644 index 0000000..e94f572 --- /dev/null +++ b/python文本分析/文本预处理/文本规范器.py @@ -0,0 +1,118 @@ +import re +import nltk +from bs4 import BeautifulSoup +import unicodedata +from contractions import CONTRACTION_MAP +# import contractions +import spacy +from nltk.tokenize.toktok import ToktokTokenizer + +# html 处理 +def strip_html_tags(text): + soup = BeautifulSoup(text,"html.parser") + [s.extract() for s in soup(['iframe','script'])]# 去除iframe，script标签 + stripped_text = soup.get_text() + stripped_text = re.sub(r'[\r|\n|\r\n]','\n',stripped_text)# re去除\r|\n|\r\n + return stripped_text + +# 删除重音字 +def remove_accented_chars(text): + text = unicodedata.normalize('NFKD', text).encode('ascii', 'ignore').decode('utf-8', 'ignore') + return text + +remove_accented_chars('Sómě Áccěntěd těxt') + +# 扩展缩写词 +def expand_contractions(text, contraction_mapping=CONTRACTION_MAP): + + contractions_pattern = re.compile('({})'.format('|'.join(contraction_mapping.keys())), + flags=re.IGNORECASE|re.DOTALL) + def expand_match(contraction): + match = contraction.group(0) + first_char = match[0] + expanded_contraction = contraction_mapping.get(match) \ + if contraction_mapping.get(match) \ + else contraction_mapping.get(match.lower()) + expanded_contraction = first_char+expanded_contraction[1:] + return expanded_contraction + + expanded_text = contractions_pattern.sub(expand_match, text) + expanded_text = re.sub("'", "", expanded_text) + return expanded_text + +# 词形还原 +# use spacy.load('en') if you have downloaded the language model en directly after install spacy +nlp = spacy.load('en_core', parse=True, tag=True, entity=True) +text = 'My system keeps crashing his crashed yesterday, ours crashes daily' + +def lemmatize_text(text): + text = nlp(text) + text = ' '.join([word.lemma_ if word.lemma_ != '-PRON-' else word.text for word in text]) + return text + +lemmatize_text("My system keeps crashing! his crashed yesterday, ours crashes daily") + +# 去除特殊字符 +def remove_special_characters(text, remove_digits=False): + pattern = r'[^a-zA-z0-9\s]' if not remove_digits else r'[^a-zA-z\s]' + text = re.sub(pattern, '', text) + return text + +remove_special_characters("Well this was fun! What do you think? 123#@!", + remove_digits=True) + +# 去除停用词 +tokenizer = ToktokTokenizer() +stopword_list = nltk.corpus.stopwords.words('english') +def remove_stopwords(text, is_lower_case=False, stopwords=stopword_list): + tokens = tokenizer.tokenize(text) + tokens = [token.strip() for token in tokens] + if is_lower_case: + filtered_tokens = [token for token in tokens if token not in stopwords] + else: + filtered_tokens = [token for token in tokens if token.lower() not in stopwords] + filtered_text = ' '.join(filtered_tokens) + return filtered_text + +remove_stopwords("The, and, if are stopwords, computer is not") + +def normalize_corpus(corpus, html_stripping=True, contraction_expansion=True, + accented_char_removal=True, text_lower_case=True, + text_lemmatization=True, special_char_removal=True, + stopword_removal=True, remove_digits=True): + + normalized_corpus = [] + # normalize each document in the corpus + for doc in corpus: + # strip HTML + if html_stripping: + doc = strip_html_tags(doc) + # remove accented characters + if accented_char_removal: + doc = remove_accented_chars(doc) + # expand contractions + if contraction_expansion: + doc = expand_contractions(doc) + # lowercase the text + if text_lower_case: + doc = doc.lower() + # remove extra newlines + doc = re.sub(r'[\r|\n|\r\n]+', ' ',doc) + # lemmatize text + if text_lemmatization: + doc = lemmatize_text(doc) + # remove special characters and\or digits + if special_char_removal: + # insert spaces between special characters to isolate them + special_char_pattern = re.compile(r'([{.(-)!}])') + doc = special_char_pattern.sub(" \\1 ", doc) + doc = remove_special_characters(doc, remove_digits=remove_digits) + # remove extra whitespace + doc = re.sub(' +', ' ', doc) + # remove stopwords + if stopword_removal: + doc = remove_stopwords(doc, is_lower_case=text_lower_case) + + normalized_corpus.append(doc) + + return normalized_corpus \ No newline at end of file diff --git a/python爬虫/RE.py b/python爬虫/RE.py new file mode 100644 index 0000000..e1120a1 --- /dev/null +++ b/python爬虫/RE.py @@ -0,0 +1,29 @@ +import re + +match = re.search(r'[1-9]\d{5}', 'bad116105sfa', flags=0) +print(match.group(0)) + +match1 = re.match(r'[1-9]\d{5}', 'bad116105sfa', flags=0) +# print(match1.group()) # 返回类型为空变量，不用if判断会报错 +if match1: + print(match1.group()) # if 判断出match1为空，输出结果为空 + # 原因为字符串开始为字母，match1匹配不到字符串 + +match2 = re.match(r'[1-9]\d{5}', '116105sfa', flags=0) +if match2: + print(match2.group()) # 去掉头部字母，则可以取出 + +ls = re.findall(r'[1-9]\d{5}', '116105sfa116110sadf', flags=0) +print(ls) # 输出类型为列表 + +ls1 = re.split(r'[1-9]\d{5}', 'sad116105ej116110') +print(ls1) # ['sad', 'ej', ''] +ls2 = re.split(r'[1-9]\d{5}', 'sad116105ej116110', maxsplit=1) +print(ls2) # ['sad', 'ej116110'],剩余部分不做匹配 + +for m1 in re.finditer(r'[1-9]\d{5}', '116105sfa 116110sadf'): + if m1: + print(m1.group(0)) + +match14 = re.sub(r'[1-9]\d{5}', 'helloworld', '116105sfa 116110sadf', count=1) +print(match14) \ No newline at end of file diff --git a/python爬虫/Scrapy库.py b/python爬虫/Scrapy库.py new file mode 100644 index 0000000..e69de29 diff --git a/python爬虫/__init__.py b/python爬虫/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/python爬虫/beautiful_soup库.py b/python爬虫/beautiful_soup库.py new file mode 100644 index 0000000..00bac4a --- /dev/null +++ b/python爬虫/beautiful_soup库.py @@ -0,0 +1,50 @@ +from bs4 import BeautifulSoup +import requests + +url = "https://python123.io/ws/demo.html" +try: + r = requests.get(url, timeout=20) + r.raise_for_status() + r.encoding = r.apparent_encoding +except: + print("出现异常") + +demo = r.text + +soup = BeautifulSoup(demo, "html.parser") + +# 标签 +print(soup.title) # 获取title标签的内容 + +# 标签的名字 +tag = soup.a +print(tag) # 获得了第一个a标签的内容 +print(soup.a.name) +print(soup.a.parent.name) # 查询a标签父标签名字 +print(soup.a.parent.parent.name) # 查询p标签父标签名字 + +# 标签的属性 +print(tag.attrs) # 查询标签的属性 +# 结果{'href': 'http://www.icourse163.org/course/BIT-268001', 'class': ['py1'], 'id': 'link1'} +print(tag.attrs['class']) # 查询class属性内容 +# 结果['py1'] +print(type(tag.attrs)) # +print(type(tag)) # + +# 标签内非属性字符串 +print(soup.a) # 查询a标签内容 +# Basic Python +print(soup.a.string) # 查询a标签内非属性字符产 +# Basic Python +print(soup.b) # The demo python introduces several python courses. +print(soup.b.string) # The demo python introduces several python courses. +# 由于b.string没有 +# 所以Navigable String 可以跨越多个标签属性的 +print(type(soup.a.string)) # + +# 标签注释 +newsoup = BeautifulSoup("

This is not a comment

", "html.parser") +print(newsoup.b.string) +print(newsoup.p.string)# 注释并未表明，因此区分注释需要用type（）来区分 +print(type(newsoup.b.string)) +print(type(newsoup.p.string)) diff --git a/python爬虫/crawl4ai.ipynb b/python爬虫/crawl4ai.ipynb new file mode 100644 index 0000000..a17dd24 --- /dev/null +++ b/python爬虫/crawl4ai.ipynb @@ -0,0 +1,67 @@ +{ + "cells": [ + { + "metadata": {}, + "cell_type": "markdown", + "source": "# Crawl4AI", + "id": "15b6b10304dc52ed" + }, + { + "cell_type": "code", + "id": "initial_id", + "metadata": { + "collapsed": true, + "ExecuteTime": { + "end_time": "2025-07-10T01:25:20.945463Z", + "start_time": "2025-07-10T01:25:18.137803Z" + } + }, + "source": [ + "import asyncio\n", + "from crawl4ai import AsyncWebCrawler\n", + "async def main():\n", + " async with AsyncWebCrawler() as crawler:\n", + " result = await crawler.arun(\"https://example.com\")\n", + " print(result.markdown[:300]) # 打印前 300 个字符\n", + "if __name__ == \"__main__\":\n", + " asyncio.run(main())" + ], + "outputs": [ + { + "ename": "RuntimeError", + "evalue": "asyncio.run() cannot be called from a running event loop", + "output_type": "error", + "traceback": [ + "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m", + "\u001B[1;31mRuntimeError\u001B[0m Traceback (most recent call last)", + "Cell \u001B[1;32mIn[1], line 8\u001B[0m\n\u001B[0;32m 6\u001B[0m \u001B[38;5;28mprint\u001B[39m(result\u001B[38;5;241m.\u001B[39mmarkdown[:\u001B[38;5;241m300\u001B[39m]) \u001B[38;5;66;03m# 打印前 300 个字符\u001B[39;00m\n\u001B[0;32m 7\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;18m__name__\u001B[39m \u001B[38;5;241m==\u001B[39m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124m__main__\u001B[39m\u001B[38;5;124m\"\u001B[39m:\n\u001B[1;32m----> 8\u001B[0m asyncio\u001B[38;5;241m.\u001B[39mrun(main())\n", + "File \u001B[1;32mD:\\ProgramTools\\Anaconda\\Lib\\asyncio\\runners.py:190\u001B[0m, in \u001B[0;36mrun\u001B[1;34m(main, debug, loop_factory)\u001B[0m\n\u001B[0;32m 161\u001B[0m \u001B[38;5;250m\u001B[39m\u001B[38;5;124;03m\"\"\"Execute the coroutine and return the result.\u001B[39;00m\n\u001B[0;32m 162\u001B[0m \n\u001B[0;32m 163\u001B[0m \u001B[38;5;124;03mThis function runs the passed coroutine, taking care of\u001B[39;00m\n\u001B[1;32m (...)\u001B[0m\n\u001B[0;32m 186\u001B[0m \u001B[38;5;124;03m asyncio.run(main())\u001B[39;00m\n\u001B[0;32m 187\u001B[0m \u001B[38;5;124;03m\"\"\"\u001B[39;00m\n\u001B[0;32m 188\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m events\u001B[38;5;241m.\u001B[39m_get_running_loop() \u001B[38;5;129;01mis\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28;01mNone\u001B[39;00m:\n\u001B[0;32m 189\u001B[0m \u001B[38;5;66;03m# fail fast with short traceback\u001B[39;00m\n\u001B[1;32m--> 190\u001B[0m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mRuntimeError\u001B[39;00m(\n\u001B[0;32m 191\u001B[0m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124masyncio.run() cannot be called from a running event loop\u001B[39m\u001B[38;5;124m\"\u001B[39m)\n\u001B[0;32m 193\u001B[0m \u001B[38;5;28;01mwith\u001B[39;00m Runner(debug\u001B[38;5;241m=\u001B[39mdebug, loop_factory\u001B[38;5;241m=\u001B[39mloop_factory) \u001B[38;5;28;01mas\u001B[39;00m runner:\n\u001B[0;32m 194\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m runner\u001B[38;5;241m.\u001B[39mrun(main)\n", + "\u001B[1;31mRuntimeError\u001B[0m: asyncio.run() cannot be called from a running event loop" + ] + } + ], + "execution_count": 1 + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/python爬虫/crawl4ai/01_案例.py b/python爬虫/crawl4ai/01_案例.py new file mode 100644 index 0000000..9eab602 --- /dev/null +++ b/python爬虫/crawl4ai/01_案例.py @@ -0,0 +1,8 @@ +import asyncio +from crawl4ai import AsyncWebCrawler +async def main(): + async with AsyncWebCrawler() as crawler: + result = await crawler.arun("https://example.com") + print(result.markdown[:300]) # 打印前 300 个字符 +if __name__ == "__main__": + asyncio.run(main()) \ No newline at end of file diff --git a/python爬虫/crawl4ai/02_基础配置.py b/python爬虫/crawl4ai/02_基础配置.py new file mode 100644 index 0000000..2de0e8f --- /dev/null +++ b/python爬虫/crawl4ai/02_基础配置.py @@ -0,0 +1,20 @@ +import asyncio +from crawl4ai import AsyncWebCrawler, BrowserConfig, CrawlerRunConfig, CacheMode + + +async def main(): + browser_conf = BrowserConfig(headless=True) # 设为 False 以观察浏览器 + + run_conf = CrawlerRunConfig( + cache_mode=CacheMode.BYPASS # 此处为获取最新内容，默认为 CacheMode.ENABLED + ) + async with AsyncWebCrawler(config=browser_conf) as crawler: + result = await crawler.arun( + url="https://example.com", + config=run_conf + ) + print(result.markdown) + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/python爬虫/crawl4ai/03_生成Markdown结果.py b/python爬虫/crawl4ai/03_生成Markdown结果.py new file mode 100644 index 0000000..f7a6ce6 --- /dev/null +++ b/python爬虫/crawl4ai/03_生成Markdown结果.py @@ -0,0 +1,26 @@ +import asyncio +from crawl4ai.content_filter_strategy import PruningContentFilter +from crawl4ai.markdown_generation_strategy import DefaultMarkdownGenerator +from crawl4ai import AsyncWebCrawler, CrawlerRunConfig, CacheMode + +# 创建 Markdown 生成器并配置内容过滤器 +md_generator = DefaultMarkdownGenerator( + content_filter=PruningContentFilter(threshold=0.4, threshold_type="fixed") +) + +# 配置爬虫运行参数 +config = CrawlerRunConfig( + cache_mode=CacheMode.BYPASS, # 跳过缓存，每次重新抓取页面 + markdown_generator=md_generator # 使用自定义的 Markdown 生成器 +) + +# 主函数必须是 async def +async def main(): + async with AsyncWebCrawler() as crawler: + result = await crawler.arun("https://news.ycombinator.com", config=config) + print("原始 Markdown 长度:", len(result.markdown.raw_markdown)) + print("过滤后 Markdown 长度:", len(result.markdown.fit_markdown)) + +# 启动异步任务 +if __name__ == "__main__": + asyncio.run(main()) \ No newline at end of file diff --git a/python爬虫/crawl4ai/03_生成json结果.py b/python爬虫/crawl4ai/03_生成json结果.py new file mode 100644 index 0000000..052bdc5 --- /dev/null +++ b/python爬虫/crawl4ai/03_生成json结果.py @@ -0,0 +1,69 @@ +import asyncio +import json +from crawl4ai import AsyncWebCrawler +from crawl4ai.extraction_strategy import JsonCssExtractionStrategy +from pprint import pprint as pp + +async def extract_books(): + schema = { + "name": "Douban Book 250", + "baseSelector": "tr.item", + "type": "list", + "fields": [ + { + "name": "title", + "type": "text", + "selector": ".pl2 > a", + }, + { + "name": "url", + "type": "attribute", + "selector": ".pl2 > a", + "attribute": "href", + }, + { + "name": "info", + "type": "text", + "selector": ".pl", + }, + { + "name": "rate", + "type": "text", + "selector": ".rating_nums", + }, + { + "name": "quote", + "type": "text", + "selector": "span.inq", + }, + ], + } + + extraction_strategy = JsonCssExtractionStrategy(schema, verbose=True) + all_books = [] + + async with AsyncWebCrawler(verbose=True) as crawler: + for i in range(10): + result = await crawler.arun( + url = f"https://book.douban.com/top250?start={i * 25}", + extraction_strategy=extraction_strategy, + bypass_cache=True, + ) + assert result.success, "Failed to crawl the page" + + books = json.loads(result.extracted_content) + all_books.extend(books) + print(f"成功提取第 {i + 1} 页的 {len(books)} 本图书") + + # 避免请求过快 + await asyncio.sleep(2) + + # 保存所有图书数据到文件 + with open("books.json", "w", encoding="utf-8") as f: + json.dump(all_books, f, ensure_ascii=False, indent=2) + + print(f"\n总共提取了 {len(all_books)} 本图书") + return all_books + +if __name__ == "__main__": + asyncio.run(extract_books()) \ No newline at end of file diff --git a/python爬虫/python爬虫练习/4399/game/game/__init__.py b/python爬虫/python爬虫练习/4399/game/game/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/python爬虫/python爬虫练习/4399/game/game/items.py b/python爬虫/python爬虫练习/4399/game/game/items.py new file mode 100644 index 0000000..076291e --- /dev/null +++ b/python爬虫/python爬虫练习/4399/game/game/items.py @@ -0,0 +1,12 @@ +# Define here the models for your scraped items +# +# See documentation in: +# https://docs.scrapy.org/en/latest/topics/items.html + +import scrapy + + +class GameItem(scrapy.Item): + # define the fields for your item here like: + # name = scrapy.Field() + pass diff --git a/python爬虫/python爬虫练习/4399/game/game/middlewares.py b/python爬虫/python爬虫练习/4399/game/game/middlewares.py new file mode 100644 index 0000000..c8bdab7 --- /dev/null +++ b/python爬虫/python爬虫练习/4399/game/game/middlewares.py @@ -0,0 +1,103 @@ +# Define here the models for your spider middleware +# +# See documentation in: +# https://docs.scrapy.org/en/latest/topics/spider-middleware.html + +from scrapy import signals + +# useful for handling different item types with a single interface +from itemadapter import is_item, ItemAdapter + + +class GameSpiderMiddleware: + # Not all methods need to be defined. If a method is not defined, + # scrapy acts as if the spider middleware does not modify the + # passed objects. + + @classmethod + def from_crawler(cls, crawler): + # This method is used by Scrapy to create your spiders. + s = cls() + crawler.signals.connect(s.spider_opened, signal=signals.spider_opened) + return s + + def process_spider_input(self, response, spider): + # Called for each response that goes through the spider + # middleware and into the spider. + + # Should return None or raise an exception. + return None + + def process_spider_output(self, response, result, spider): + # Called with the results returned from the Spider, after + # it has processed the response. + + # Must return an iterable of Request, or item objects. + for i in result: + yield i + + def process_spider_exception(self, response, exception, spider): + # Called when a spider or process_spider_input() method + # (from other spider middleware) raises an exception. + + # Should return either None or an iterable of Request or item objects. + pass + + def process_start_requests(self, start_requests, spider): + # Called with the start requests of the spider, and works + # similarly to the process_spider_output() method, except + # that it doesn’t have a response associated. + + # Must return only requests (not items). + for r in start_requests: + yield r + + def spider_opened(self, spider): + spider.logger.info("Spider opened: %s" % spider.name) + + +class GameDownloaderMiddleware: + # Not all methods need to be defined. If a method is not defined, + # scrapy acts as if the downloader middleware does not modify the + # passed objects. + + @classmethod + def from_crawler(cls, crawler): + # This method is used by Scrapy to create your spiders. + s = cls() + crawler.signals.connect(s.spider_opened, signal=signals.spider_opened) + return s + + def process_request(self, request, spider): + # Called for each request that goes through the downloader + # middleware. + + # Must either: + # - return None: continue processing this request + # - or return a Response object + # - or return a Request object + # - or raise IgnoreRequest: process_exception() methods of + # installed downloader middleware will be called + return None + + def process_response(self, request, response, spider): + # Called with the response returned from the downloader. + + # Must either; + # - return a Response object + # - return a Request object + # - or raise IgnoreRequest + return response + + def process_exception(self, request, exception, spider): + # Called when a download handler or a process_request() + # (from other downloader middleware) raises an exception. + + # Must either: + # - return None: continue processing this exception + # - return a Response object: stops process_exception() chain + # - return a Request object: stops process_exception() chain + pass + + def spider_opened(self, spider): + spider.logger.info("Spider opened: %s" % spider.name) diff --git a/python爬虫/python爬虫练习/4399/game/game/pipelines.py b/python爬虫/python爬虫练习/4399/game/game/pipelines.py new file mode 100644 index 0000000..eb61741 --- /dev/null +++ b/python爬虫/python爬虫练习/4399/game/game/pipelines.py @@ -0,0 +1,20 @@ +# Define your item pipelines here +# +# Don't forget to add your pipeline to the ITEM_PIPELINES setting +# See: https://docs.scrapy.org/en/latest/topics/item-pipeline.html + + +# useful for handling different item types with a single interface +from itemadapter import ItemAdapter + +# 管道默认不生效，需要在setting中开启管道· +class GamePipeline: + def process_item(self, item, spider):# item是数据 spider是爬虫 + print(item) + print(spider.name) + return item + +class NewPipeline: + def process_item(self, item, spider):# item是数据 spider是爬虫 + item['love']='i love zhou' + return item \ No newline at end of file diff --git a/python爬虫/python爬虫练习/4399/game/game/settings.py b/python爬虫/python爬虫练习/4399/game/game/settings.py new file mode 100644 index 0000000..e17c1ad --- /dev/null +++ b/python爬虫/python爬虫练习/4399/game/game/settings.py @@ -0,0 +1,96 @@ +# Scrapy settings for game project +# +# For simplicity, this file contains only settings considered important or +# commonly used. You can find more settings consulting the documentation: +# +# https://docs.scrapy.org/en/latest/topics/settings.html +# https://docs.scrapy.org/en/latest/topics/downloader-middleware.html +# https://docs.scrapy.org/en/latest/topics/spider-middleware.html + +BOT_NAME = "game" + +SPIDER_MODULES = ["game.spiders"] +NEWSPIDER_MODULE = "game.spiders" + +LOG_LEVEL="WARNING" +# 日志级别：DEBUG,INFO,WARNING,ERROR,CRITICAL + +# Crawl responsibly by identifying yourself (and your website) on the user-agent +#USER_AGENT = "game (+http://www.yourdomain.com)" + +# Obey robots.txt rules +ROBOTSTXT_OBEY = True + +# Configure maximum concurrent requests performed by Scrapy (default: 16) +#CONCURRENT_REQUESTS = 32 + +# Configure a delay for requests for the same website (default: 0) +# See https://docs.scrapy.org/en/latest/topics/settings.html#download-delay +# See also autothrottle settings and docs +#DOWNLOAD_DELAY = 3 +# The download delay setting will honor only one of: +#CONCURRENT_REQUESTS_PER_DOMAIN = 16 +#CONCURRENT_REQUESTS_PER_IP = 16 + +# Disable cookies (enabled by default) +#COOKIES_ENABLED = False + +# Disable Telnet Console (enabled by default) +#TELNETCONSOLE_ENABLED = False + +# Override the default request headers: +#DEFAULT_REQUEST_HEADERS = { +# "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8", +# "Accept-Language": "en", +#} + +# Enable or disable spider middlewares +# See https://docs.scrapy.org/en/latest/topics/spider-middleware.html +#SPIDER_MIDDLEWARES = { +# "game.middlewares.GameSpiderMiddleware": 543, +#} + +# Enable or disable downloader middlewares +# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html +#DOWNLOADER_MIDDLEWARES = { +# "game.middlewares.GameDownloaderMiddleware": 543, +#} + +# Enable or disable extensions +# See https://docs.scrapy.org/en/latest/topics/extensions.html +#EXTENSIONS = { +# "scrapy.extensions.telnet.TelnetConsole": None, +#} + +# Configure item pipelines +# See https://docs.scrapy.org/en/latest/topics/item-pipeline.html +ITEM_PIPELINES = { + "game.pipelines.GamePipeline": 300, + # "game.pipelines.NewPipeline": 299, +} + +# Enable and configure the AutoThrottle extension (disabled by default) +# See https://docs.scrapy.org/en/latest/topics/autothrottle.html +#AUTOTHROTTLE_ENABLED = True +# The initial download delay +#AUTOTHROTTLE_START_DELAY = 5 +# The maximum download delay to be set in case of high latencies +#AUTOTHROTTLE_MAX_DELAY = 60 +# The average number of requests Scrapy should be sending in parallel to +# each remote server +#AUTOTHROTTLE_TARGET_CONCURRENCY = 1.0 +# Enable showing throttling stats for every response received: +#AUTOTHROTTLE_DEBUG = False + +# Enable and configure HTTP caching (disabled by default) +# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html#httpcache-middleware-settings +#HTTPCACHE_ENABLED = True +#HTTPCACHE_EXPIRATION_SECS = 0 +#HTTPCACHE_DIR = "httpcache" +#HTTPCACHE_IGNORE_HTTP_CODES = [] +#HTTPCACHE_STORAGE = "scrapy.extensions.httpcache.FilesystemCacheStorage" + +# Set settings whose default value is deprecated to a future-proof value +REQUEST_FINGERPRINTER_IMPLEMENTATION = "2.7" +TWISTED_REACTOR = "twisted.internet.asyncioreactor.AsyncioSelectorReactor" +FEED_EXPORT_ENCODING = "utf-8" diff --git a/python爬虫/python爬虫练习/4399/game/game/spiders/__init__.py b/python爬虫/python爬虫练习/4399/game/game/spiders/__init__.py new file mode 100644 index 0000000..ebd689a --- /dev/null +++ b/python爬虫/python爬虫练习/4399/game/game/spiders/__init__.py @@ -0,0 +1,4 @@ +# This package will contain the spiders of your Scrapy project +# +# Please refer to the documentation for information on how to create and manage +# your spiders. diff --git a/python爬虫/python爬虫练习/4399/game/game/spiders/xiao.py b/python爬虫/python爬虫练习/4399/game/game/spiders/xiao.py new file mode 100644 index 0000000..63165ad --- /dev/null +++ b/python爬虫/python爬虫练习/4399/game/game/spiders/xiao.py @@ -0,0 +1,33 @@ +import scrapy + + +class XiaoSpider(scrapy.Spider): + name = "xiao" # 爬虫名字 + allowed_domains = ["4399.com"] # 允许的域名 + start_urls = ["http://www.4399.com/flash/"] + + def parse(self, response): # 该方法默认处理解析 + # print(response) + # 获取页面源代码 + # print(response.text) + # 提取数据 + # response.xpath() + # response.css() + + # 获取页面所有游戏名称 + # txt = response.xpath('//ul[@class="n-game cf"]/li/a/b/text()').extract()# 提取内容 + # print(txt) + + # 分块提取数据 + li_list = response.xpath('//ul[@class="n-game cf"]/li') + for li in li_list: + # name = li.xpath("./a/b/text()") + name = li.xpath("./a/b/text()").extract_first() # 提取一项内容，如果没有，返回none + categroy = li.xpath("./em/a/text()").extract_first() + + dic = { + "name": name, + "category": categroy + } + # 需要用yield将数据传给管道 + yield dic # 省内存，如果返回的是数据，可以认为是给管道pipeline diff --git a/python爬虫/python爬虫练习/4399/game/scrapy.cfg b/python爬虫/python爬虫练习/4399/game/scrapy.cfg new file mode 100644 index 0000000..6e2fee5 --- /dev/null +++ b/python爬虫/python爬虫练习/4399/game/scrapy.cfg @@ -0,0 +1,11 @@ +# Automatically created by: scrapy startproject +# +# For more information about the [deploy] section see: +# https://scrapyd.readthedocs.io/en/latest/deploy.html + +[settings] +default = game.settings + +[deploy] +#url = http://localhost:6800/ +project = game diff --git a/python爬虫/python爬虫练习/Biibli.py b/python爬虫/python爬虫练习/Biibli.py new file mode 100644 index 0000000..9f6cd5e --- /dev/null +++ b/python爬虫/python爬虫练习/Biibli.py @@ -0,0 +1,40 @@ +import self as self +from selenium.webdriver import Chrome, Keys # 键盘操作 +import time +from selenium.webdriver.chrome.options import Options +from selenium.webdriver.common.by import By + +web = Chrome() + +option = Options() +option.add_argument('--disable_blink_features=AutomationControlled') + +web.get('https://t.bilibili.com/19929202306164175') + +# 点击转发 +test_poet1 = web.find_element(By.XPATH, r'//*[@id="app"]/div[2]/div/div/div[1]/div[4]/div[1]/div') +test_poet1.click() +# 防止不能加载不出来 +time.sleep(2) + +number = 0 +al_list = web.find_elements(By.CLASS_NAME, 'bili-dyn-forward__item') + +for al in al_list: + name = al.find_element(By.CLASS_NAME, 'default').text + content = al.find_element(By.CLASS_NAME, 'bili-rich-text__content').text + print(name, content) + number += 1 + if number % 7 == 0: + web.execute_script('window.scrollTo(0,document.body.scrollHeight)') + # time.sleep(50000) + try: + web.find_element(By.XPATH,"/html/body").send_keys(Keys.UP) + + time.sleep(50000) + except: + pass + web.execute_script('window.scrollTo(0,document.body.scrollHeight)') + time.sleep(5) + +time.sleep(10000) diff --git a/python爬虫/python爬虫练习/__init__.py b/python爬虫/python爬虫练习/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/python爬虫/python爬虫练习/data.csv b/python爬虫/python爬虫练习/data.csv new file mode 100644 index 0000000..c717348 --- /dev/null +++ b/python爬虫/python爬虫练习/data.csv @@ -0,0 +1,4520 @@ +1358625,":""ײ""",":""0.55""",":""2022-11-09 00:00:00""" 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+1358619,":""西芹""",":""2.6""",":""2022-11-09 00:00:00""" +1358618,":""菠菜""",":""1.55""",":""2022-11-09 00:00:00""" +1358617,":""莴笋""",":""0.7""",":""2022-11-09 00:00:00""" +1358616,":""团生菜""",":""1.25""",":""2022-11-09 00:00:00""" +1358615,":""散叶生菜""",":""1.85""",":""2022-11-09 00:00:00""" +1358614,":""罗马生菜""",":""1.65""",":""2022-11-09 00:00:00""" +1358613,":""油菜""",":""1.05""",":""2022-11-09 00:00:00""" +1358612,":""香菜""",":""2.0""",":""2022-11-09 00:00:00""" +1358611,":""茴香""",":""2.25""",":""2022-11-09 00:00:00""" +1358610,":""韭菜""",":""2.55""",":""2022-11-09 00:00:00""" +1358609,":""苦菊""",":""1.65""",":""2022-11-09 00:00:00""" +1358608,":""油麦菜""",":""1.55""",":""2022-11-09 00:00:00""" +1358607,":""散菜花""",":""1.5""",":""2022-11-09 00:00:00""" +1358606,":""绿菜花""",":""1.6""",":""2022-11-09 00:00:00""" diff --git a/python爬虫/python爬虫练习/db250.py b/python爬虫/python爬虫练习/db250.py new file mode 100644 index 0000000..c9c084e --- /dev/null +++ b/python爬虫/python爬虫练习/db250.py @@ -0,0 +1,10 @@ +import scrapy + + +class Db250Spider(scrapy.Spider): + name = "db250" + allowed_domains = ["douban.com"] + start_urls = ["http://douban.com/"] + + def parse(self, response): + pass diff --git a/python爬虫/python爬虫练习/douban.py b/python爬虫/python爬虫练习/douban.py new file mode 100644 index 0000000..b9e1eb2 --- /dev/null +++ b/python爬虫/python爬虫练习/douban.py @@ -0,0 +1,10 @@ +import scrapy + + +class DoubanSpider(scrapy.Spider): + name = "douban" + allowed_domains = ["douban.com"] + start_urls = ["http://douban.com/"] + + def parse(self, response): + pass diff --git a/python爬虫/python爬虫练习/douban/douban/__init__.py b/python爬虫/python爬虫练习/douban/douban/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/python爬虫/python爬虫练习/douban/douban/items.py b/python爬虫/python爬虫练习/douban/douban/items.py new file mode 100644 index 0000000..10b49d8 --- /dev/null +++ b/python爬虫/python爬虫练习/douban/douban/items.py @@ -0,0 +1,15 @@ +# Define here the models for your scraped items +# +# See documentation in: +# https://docs.scrapy.org/en/latest/topics/items.html + +import scrapy + + +class DoubanItem(scrapy.Item): + # define the fields for your item here like: + name = scrapy.Field() + info = scrapy.Field() + score = scrapy.Field() + desc = scrapy.Field() + diff --git a/python爬虫/python爬虫练习/douban/douban/middlewares.py b/python爬虫/python爬虫练习/douban/douban/middlewares.py new file mode 100644 index 0000000..6e1c3fc --- /dev/null +++ b/python爬虫/python爬虫练习/douban/douban/middlewares.py @@ -0,0 +1,134 @@ +# Define here the models for your spider middleware +# +# See documentation in: +# https://docs.scrapy.org/en/latest/topics/spider-middleware.html +import base64 + +from scrapy import signals +import random +from douban.settings import USER_AGENT_LIST +from douban.settings import PROXY_LIST +from .myextend import pro + +# useful for handling different item types with a single interface +from itemadapter import is_item, ItemAdapter + + +class RandomUserAgent(object): + def process_request(self, request, spider): + ua = random.choice(USER_AGENT_LIST) + request.headers["'User-Agent'"] = ua + # print(request.headers) + + +class RandomProxy(object): + def process_request(self, request, spider): + proxy = random.choice(pro.proxy_list) + print(proxy) + + username = "azonhgez" + password = "7lvu0dnm" + request.meta['proxy'] = "http://%(user)s:%(pwd)s@%(proxy)s/" % {"user": username, "pwd": password, "proxy": proxy} + + # if "user_passwd" in proxy: + # # # 对账号密码进行base64编码 + # # b64_up=base64.b64encode(proxy["user_passwd"].encode()) + # # #设置认证 + # # request.headers["Proxy-Authorization"] = "basic "+b64_up.decode() + # # #设置代理 + # # request.meta['proxy']=proxy['ip_port'] + # else: + # request.meta['proxy']=proxy['ip_port'] + +class DoubanSpiderMiddleware: + # Not all methods need to be defined. If a method is not defined, + # scrapy acts as if the spider middleware does not modify the + # passed objects. + + @classmethod + def from_crawler(cls, crawler): + # This method is used by Scrapy to create your spiders. + s = cls() + crawler.signals.connect(s.spider_opened, signal=signals.spider_opened) + return s + + def process_spider_input(self, response, spider): + # Called for each response that goes through the spider + # middleware and into the spider. + + # Should return None or raise an exception. + return None + + def process_spider_output(self, response, result, spider): + # Called with the results returned from the Spider, after + # it has processed the response. + + # Must return an iterable of Request, or item objects. + for i in result: + yield i + + def process_spider_exception(self, response, exception, spider): + # Called when a spider or process_spider_input() method + # (from other spider middleware) raises an exception. + + # Should return either None or an iterable of Request or item objects. + pass + + def process_start_requests(self, start_requests, spider): + # Called with the start requests of the spider, and works + # similarly to the process_spider_output() method, except + # that it doesn’t have a response associated. + + # Must return only requests (not items). + for r in start_requests: + yield r + + def spider_opened(self, spider): + spider.logger.info("Spider opened: %s" % spider.name) + + +class DoubanDownloaderMiddleware: + # Not all methods need to be defined. If a method is not defined, + # scrapy acts as if the downloader middleware does not modify the + # passed objects. + + @classmethod + def from_crawler(cls, crawler): + # This method is used by Scrapy to create your spiders. + s = cls() + crawler.signals.connect(s.spider_opened, signal=signals.spider_opened) + return s + + def process_request(self, request, spider): + # Called for each request that goes through the downloader + # middleware. + + # Must either: + # - return None: continue processing this request + # - or return a Response object + # - or return a Request object + # - or raise IgnoreRequest: process_exception() methods of + # installed downloader middleware will be called + return None + + def process_response(self, request, response, spider): + # Called with the response returned from the downloader. + + # Must either; + # - return a Response object + # - return a Request object + # - or raise IgnoreRequest + return response + + def process_exception(self, request, exception, spider): + # Called when a download handler or a process_request() + # (from other downloader middleware) raises an exception. + + # Must either: + # - return None: continue processing this exception + # - return a Response object: stops process_exception() chain + # - return a Request object: stops process_exception() chain + pass + + def spider_opened(self, spider): + spider.logger.info("Spider opened: %s" % spider.name) diff --git a/python爬虫/python爬虫练习/douban/douban/myextend.py b/python爬虫/python爬虫练习/douban/douban/myextend.py new file mode 100644 index 0000000..a992e7e --- /dev/null +++ b/python爬虫/python爬虫练习/douban/douban/myextend.py @@ -0,0 +1,57 @@ +#!/usr/bin/env python +# -- coding: utf-8 -- +import time +import threading + +import requests +from scrapy import signals + +# 提取代理IP的api +api_url = 'https://kps.kdlapi.com/api/getkps/?secret_id=ou5nlcm9klazz4rhi8ht&signature=1ffl6otrop2on40eyeuxe46c0cavc9k6&num=10&pt=1&format=json&sep=1' +foo = True + +class Proxy: + + def __init__(self, ): + self._proxy_list = requests.get(api_url).json().get('data').get('proxy_list') + + @property + def proxy_list(self): + return self._proxy_list + + @proxy_list.setter + def proxy_list(self, list): + self._proxy_list = list + + +pro = Proxy() +print(pro.proxy_list) + + +class MyExtend: + + def __init__(self, crawler): + self.crawler = crawler + # 将自定义方法绑定到scrapy信号上,使程序与spider引擎同步启动与关闭 + # scrapy信号文档: https://www.osgeo.cn/scrapy/topics/signals.html + # scrapy自定义拓展文档: https://www.osgeo.cn/scrapy/topics/extensions.html + crawler.signals.connect(self.start, signals.engine_started) + crawler.signals.connect(self.close, signals.spider_closed) + + @classmethod + def from_crawler(cls, crawler): + return cls(crawler) + + def start(self): + t = threading.Thread(target=self.extract_proxy) + t.start() + + def extract_proxy(self): + while foo: + pro.proxy_list = requests.get(api_url).json().get('data').get('proxy_list') + #设置每15秒提取一次ip + time.sleep(15) + + def close(self): + global foo + foo = False \ No newline at end of file diff --git a/python爬虫/python爬虫练习/douban/douban/pipelines.py b/python爬虫/python爬虫练习/douban/douban/pipelines.py new file mode 100644 index 0000000..8684bbb --- /dev/null +++ b/python爬虫/python爬虫练习/douban/douban/pipelines.py @@ -0,0 +1,13 @@ +# Define your item pipelines here +# +# Don't forget to add your pipeline to the ITEM_PIPELINES setting +# See: https://docs.scrapy.org/en/latest/topics/item-pipeline.html + + +# useful for handling different item types with a single interface +from itemadapter import ItemAdapter + + +class DoubanPipeline: + def process_item(self, item, spider): + return item diff --git a/python爬虫/python爬虫练习/douban/douban/settings.py b/python爬虫/python爬虫练习/douban/douban/settings.py new file mode 100644 index 0000000..afc9048 --- /dev/null +++ b/python爬虫/python爬虫练习/douban/douban/settings.py @@ -0,0 +1,119 @@ +# Scrapy settings for douban project +# +# For simplicity, this file contains only settings considered important or +# commonly used. You can find more settings consulting the documentation: +# +# https://docs.scrapy.org/en/latest/topics/settings.html +# https://docs.scrapy.org/en/latest/topics/downloader-middleware.html +# https://docs.scrapy.org/en/latest/topics/spider-middleware.html + +BOT_NAME = "douban" + +SPIDER_MODULES = ["douban.spiders"] +NEWSPIDER_MODULE = "douban.spiders" +LOG_LEVEL="WARNING" + +# Crawl responsibly by identifying yourself (and your website) on the user-agent +USER_AGENT = """ +Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/127.0.0.0 Safari/537.36 Edg/127.0.0.0""" + +USER_AGENT_LIST = ["Mozilla/5.0 (Windows NT 6.1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/41.0.2228.0 Safari/537.36", + "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/41.0.2227.1 Safari/537.36", + "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/41.0.2227.0 Safari/537.36", + "Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/41.0.2227.0 Safari/537.36", + "Mozilla/5.0 (Windows NT 6.3; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/41.0.2226.0 Safari/537.36", + "Mozilla/5.0 (Windows NT 6.4; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/41.0.2225.0 Safari/537.36", + "Mozilla/5.0 (Windows NT 6.3; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/41.0.2225.0 Safari/537.36", + "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/41.0.2224.3 Safari/537.36", + "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/40.0.2214.93 Safari/537.36", + "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/37.0.2062.124 Safari/537.36", + "Mozilla/5.0 (Windows NT 6.3; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/37.0.2049.0 Safari/537.36", + "Mozilla/5.0 (Windows NT 4.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/37.0.2049.0 Safari/537.36", + "Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/36.0.1985.67 Safari/537.36", + "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/36.0.1985.67 Safari/537.36", + "Mozilla/5.0 (X11; OpenBSD i386) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/36.0.1985.125 Safari/537.36" + ] + +PROXY_LIST=[ + {"ip_port":"119.96.179.83:16819","user_passwd":"7lvu0dnm"}, + # {"ip_port":"185.195.107.254:23445"} + +] + +# Obey robots.txt rules +# ROBOTSTXT_OBEY = True + +# Configure maximum concurrent requests performed by Scrapy (default: 16) +#CONCURRENT_REQUESTS = 32 + +# Configure a delay for requests for the same website (default: 0) +# See https://docs.scrapy.org/en/latest/topics/settings.html#download-delay +# See also autothrottle settings and docs +#DOWNLOAD_DELAY = 3 +# The download delay setting will honor only one of: +#CONCURRENT_REQUESTS_PER_DOMAIN = 16 +#CONCURRENT_REQUESTS_PER_IP = 16 + +# Disable cookies (enabled by default) +#COOKIES_ENABLED = False + +# Disable Telnet Console (enabled by default) +#TELNETCONSOLE_ENABLED = False + +# Override the default request headers: +#DEFAULT_REQUEST_HEADERS = { +# "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8", +# "Accept-Language": "en", +#} + +# Enable or disable spider middlewares +# See https://docs.scrapy.org/en/latest/topics/spider-middleware.html +#SPIDER_MIDDLEWARES = { +# "douban.middlewares.DoubanSpiderMiddleware": 543, +#} + +# Enable or disable downloader middlewares +# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html +DOWNLOADER_MIDDLEWARES = { + # "douban.middlewares.DoubanDownloaderMiddleware": 543, + "douban.middlewares.RandomUserAgent": 542, + "douban.middlewares.RandomProxy": 541, +} + +# Enable or disable extensions +# See https://docs.scrapy.org/en/latest/topics/extensions.html +#EXTENSIONS = { +# "scrapy.extensions.telnet.TelnetConsole": None, +#} + +# Configure item pipelines +# See https://docs.scrapy.org/en/latest/topics/item-pipeline.html +#ITEM_PIPELINES = { +# "douban.pipelines.DoubanPipeline": 300, +#} + +# Enable and configure the AutoThrottle extension (disabled by default) +# See https://docs.scrapy.org/en/latest/topics/autothrottle.html +#AUTOTHROTTLE_ENABLED = True +# The initial download delay +#AUTOTHROTTLE_START_DELAY = 5 +# The maximum download delay to be set in case of high latencies +#AUTOTHROTTLE_MAX_DELAY = 60 +# The average number of requests Scrapy should be sending in parallel to +# each remote server +#AUTOTHROTTLE_TARGET_CONCURRENCY = 1.0 +# Enable showing throttling stats for every response received: +#AUTOTHROTTLE_DEBUG = False + +# Enable and configure HTTP caching (disabled by default) +# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html#httpcache-middleware-settings +#HTTPCACHE_ENABLED = True +#HTTPCACHE_EXPIRATION_SECS = 0 +#HTTPCACHE_DIR = "httpcache" +#HTTPCACHE_IGNORE_HTTP_CODES = [] +#HTTPCACHE_STORAGE = "scrapy.extensions.httpcache.FilesystemCacheStorage" + +# Set settings whose default value is deprecated to a future-proof value +REQUEST_FINGERPRINTER_IMPLEMENTATION = "2.7" +TWISTED_REACTOR = "twisted.internet.asyncioreactor.AsyncioSelectorReactor" +FEED_EXPORT_ENCODING = "utf-8" diff --git a/python爬虫/python爬虫练习/douban/douban/spiders/__init__.py b/python爬虫/python爬虫练习/douban/douban/spiders/__init__.py new file mode 100644 index 0000000..ebd689a --- /dev/null +++ b/python爬虫/python爬虫练习/douban/douban/spiders/__init__.py @@ -0,0 +1,4 @@ +# This package will contain the spiders of your Scrapy project +# +# Please refer to the documentation for information on how to create and manage +# your spiders. diff --git a/python爬虫/python爬虫练习/douban/douban/spiders/db250.py b/python爬虫/python爬虫练习/douban/douban/spiders/db250.py new file mode 100644 index 0000000..ede84e9 --- /dev/null +++ b/python爬虫/python爬虫练习/douban/douban/spiders/db250.py @@ -0,0 +1,28 @@ +import scrapy +from douban.items import DoubanItem + +class Db250Spider(scrapy.Spider): + name = "db250" + allowed_domains = ["douban.com"] + start_urls = ["https://movie.douban.com/top250"] + + def parse(self, response): + el_list = response.xpath("//div[@class='info']") + + + for el in el_list: + item = DoubanItem() + item['name']=el.xpath("./div[1]/a/span[1]/text()").extract_first() + item['info']=el.xpath("./div[2]/p[1]/text()").extract_first() + item['score']=el.xpath("./div[2]/div/span[2]/text()").extract_first() + item['desc']=el.xpath("./p[2]/span/text()").extract_first() + # print(item) + yield item + + + url = response.xpath("//span[@class='next']/a/@href").extract_first() + if url != None: + url = response.urljoin(url) + yield scrapy.Request( + url=url + ) diff --git a/python爬虫/python爬虫练习/douban/scrapy.cfg b/python爬虫/python爬虫练习/douban/scrapy.cfg new file mode 100644 index 0000000..f4cf5a2 --- /dev/null +++ b/python爬虫/python爬虫练习/douban/scrapy.cfg @@ -0,0 +1,11 @@ +# Automatically created by: scrapy startproject +# +# For more information about the [deploy] section see: +# https://scrapyd.readthedocs.io/en/latest/deploy.html + +[settings] +default = douban.settings + +[deploy] +#url = http://localhost:6800/ +project = douban diff --git a/python爬虫/python爬虫练习/douban250.py b/python爬虫/python爬虫练习/douban250.py new file mode 100644 index 0000000..cc2b309 --- /dev/null +++ b/python爬虫/python爬虫练习/douban250.py @@ -0,0 +1,10 @@ +import scrapy + + +class Douban250Spider(scrapy.Spider): + name = "douban250" + allowed_domains = ["douban.com"] + start_urls = ["http://douban.com/"] + + def parse(self, response): + pass diff --git a/python爬虫/python爬虫练习/git/git/__init__.py b/python爬虫/python爬虫练习/git/git/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/python爬虫/python爬虫练习/git/git/items.py b/python爬虫/python爬虫练习/git/git/items.py new file mode 100644 index 0000000..385396c --- /dev/null +++ b/python爬虫/python爬虫练习/git/git/items.py @@ -0,0 +1,12 @@ +# Define here the models for your scraped items +# +# See documentation in: +# https://docs.scrapy.org/en/latest/topics/items.html + +import scrapy + + +class GitItem(scrapy.Item): + # define the fields for your item here like: + # name = scrapy.Field() + pass diff --git a/python爬虫/python爬虫练习/git/git/middlewares.py b/python爬虫/python爬虫练习/git/git/middlewares.py new file mode 100644 index 0000000..e7dd839 --- /dev/null +++ b/python爬虫/python爬虫练习/git/git/middlewares.py @@ -0,0 +1,103 @@ +# Define here the models for your spider middleware +# +# See documentation in: +# https://docs.scrapy.org/en/latest/topics/spider-middleware.html + +from scrapy import signals + +# useful for handling different item types with a single interface +from itemadapter import is_item, ItemAdapter + + +class GitSpiderMiddleware: + # Not all methods need to be defined. If a method is not defined, + # scrapy acts as if the spider middleware does not modify the + # passed objects. + + @classmethod + def from_crawler(cls, crawler): + # This method is used by Scrapy to create your spiders. + s = cls() + crawler.signals.connect(s.spider_opened, signal=signals.spider_opened) + return s + + def process_spider_input(self, response, spider): + # Called for each response that goes through the spider + # middleware and into the spider. + + # Should return None or raise an exception. + return None + + def process_spider_output(self, response, result, spider): + # Called with the results returned from the Spider, after + # it has processed the response. + + # Must return an iterable of Request, or item objects. + for i in result: + yield i + + def process_spider_exception(self, response, exception, spider): + # Called when a spider or process_spider_input() method + # (from other spider middleware) raises an exception. + + # Should return either None or an iterable of Request or item objects. + pass + + def process_start_requests(self, start_requests, spider): + # Called with the start requests of the spider, and works + # similarly to the process_spider_output() method, except + # that it doesn’t have a response associated. + + # Must return only requests (not items). + for r in start_requests: + yield r + + def spider_opened(self, spider): + spider.logger.info("Spider opened: %s" % spider.name) + + +class GitDownloaderMiddleware: + # Not all methods need to be defined. If a method is not defined, + # scrapy acts as if the downloader middleware does not modify the + # passed objects. + + @classmethod + def from_crawler(cls, crawler): + # This method is used by Scrapy to create your spiders. + s = cls() + crawler.signals.connect(s.spider_opened, signal=signals.spider_opened) + return s + + def process_request(self, request, spider): + # Called for each request that goes through the downloader + # middleware. + + # Must either: + # - return None: continue processing this request + # - or return a Response object + # - or return a Request object + # - or raise IgnoreRequest: process_exception() methods of + # installed downloader middleware will be called + return None + + def process_response(self, request, response, spider): + # Called with the response returned from the downloader. + + # Must either; + # - return a Response object + # - return a Request object + # - or raise IgnoreRequest + return response + + def process_exception(self, request, exception, spider): + # Called when a download handler or a process_request() + # (from other downloader middleware) raises an exception. + + # Must either: + # - return None: continue processing this exception + # - return a Response object: stops process_exception() chain + # - return a Request object: stops process_exception() chain + pass + + def spider_opened(self, spider): + spider.logger.info("Spider opened: %s" % spider.name) diff --git a/python爬虫/python爬虫练习/git/git/pipelines.py b/python爬虫/python爬虫练习/git/git/pipelines.py new file mode 100644 index 0000000..24546eb --- /dev/null +++ b/python爬虫/python爬虫练习/git/git/pipelines.py @@ -0,0 +1,13 @@ +# Define your item pipelines here +# +# Don't forget to add your pipeline to the ITEM_PIPELINES setting +# See: https://docs.scrapy.org/en/latest/topics/item-pipeline.html + + +# useful for handling different item types with a single interface +from itemadapter import ItemAdapter + + +class GitPipeline: + def process_item(self, item, spider): + return item diff --git a/python爬虫/python爬虫练习/git/git/settings.py b/python爬虫/python爬虫练习/git/git/settings.py new file mode 100644 index 0000000..775f8e4 --- /dev/null +++ b/python爬虫/python爬虫练习/git/git/settings.py @@ -0,0 +1,95 @@ +# Scrapy settings for git project +# +# For simplicity, this file contains only settings considered important or +# commonly used. You can find more settings consulting the documentation: +# +# https://docs.scrapy.org/en/latest/topics/settings.html +# https://docs.scrapy.org/en/latest/topics/downloader-middleware.html +# https://docs.scrapy.org/en/latest/topics/spider-middleware.html + +BOT_NAME = "git" + +SPIDER_MODULES = ["git.spiders"] +NEWSPIDER_MODULE = "git.spiders" +LOG_LEVEL="WARNING" + +# Crawl responsibly by identifying yourself (and your website) on the user-agent +USER_AGENT = "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/127.0.0.0 Safari/537.36 Edg/127.0.0.0" + +TLDEXTRACT_CACHE_DIR = False + +# Obey robots.txt rules +# ROBOTSTXT_OBEY = True + +# Configure maximum concurrent requests performed by Scrapy (default: 16) +#CONCURRENT_REQUESTS = 32 + +# Configure a delay for requests for the same website (default: 0) +# See https://docs.scrapy.org/en/latest/topics/settings.html#download-delay +# See also autothrottle settings and docs +#DOWNLOAD_DELAY = 3 +# The download delay setting will honor only one of: +#CONCURRENT_REQUESTS_PER_DOMAIN = 16 +#CONCURRENT_REQUESTS_PER_IP = 16 + +# Disable cookies (enabled by default) +#COOKIES_ENABLED = False + +# Disable Telnet Console (enabled by default) +#TELNETCONSOLE_ENABLED = False + +# Override the default request headers: +#DEFAULT_REQUEST_HEADERS = { +# "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8", +# "Accept-Language": "en", +#} + +# Enable or disable spider middlewares +# See https://docs.scrapy.org/en/latest/topics/spider-middleware.html +#SPIDER_MIDDLEWARES = { +# "git.middlewares.GitSpiderMiddleware": 543, +#} + +# Enable or disable downloader middlewares +# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html +#DOWNLOADER_MIDDLEWARES = { +# "git.middlewares.GitDownloaderMiddleware": 543, +#} + +# Enable or disable extensions +# See https://docs.scrapy.org/en/latest/topics/extensions.html +#EXTENSIONS = { +# "scrapy.extensions.telnet.TelnetConsole": None, +#} + +# Configure item pipelines +# See https://docs.scrapy.org/en/latest/topics/item-pipeline.html +#ITEM_PIPELINES = { +# "git.pipelines.GitPipeline": 300, +#} + +# Enable and configure the AutoThrottle extension (disabled by default) +# See https://docs.scrapy.org/en/latest/topics/autothrottle.html +#AUTOTHROTTLE_ENABLED = True +# The initial download delay +#AUTOTHROTTLE_START_DELAY = 5 +# The maximum download delay to be set in case of high latencies +#AUTOTHROTTLE_MAX_DELAY = 60 +# The average number of requests Scrapy should be sending in parallel to +# each remote server +#AUTOTHROTTLE_TARGET_CONCURRENCY = 1.0 +# Enable showing throttling stats for every response received: +#AUTOTHROTTLE_DEBUG = False + +# Enable and configure HTTP caching (disabled by default) +# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html#httpcache-middleware-settings +#HTTPCACHE_ENABLED = True +#HTTPCACHE_EXPIRATION_SECS = 0 +#HTTPCACHE_DIR = "httpcache" +#HTTPCACHE_IGNORE_HTTP_CODES = [] +#HTTPCACHE_STORAGE = "scrapy.extensions.httpcache.FilesystemCacheStorage" + +# Set settings whose default value is deprecated to a future-proof value +REQUEST_FINGERPRINTER_IMPLEMENTATION = "2.7" +TWISTED_REACTOR = "twisted.internet.asyncioreactor.AsyncioSelectorReactor" +FEED_EXPORT_ENCODING = "utf-8" diff --git a/python爬虫/python爬虫练习/git/git/spiders/__init__.py b/python爬虫/python爬虫练习/git/git/spiders/__init__.py new file mode 100644 index 0000000..ebd689a --- /dev/null +++ b/python爬虫/python爬虫练习/git/git/spiders/__init__.py @@ -0,0 +1,4 @@ +# This package will contain the spiders of your Scrapy project +# +# Please refer to the documentation for information on how to create and manage +# your spiders. diff --git a/python爬虫/python爬虫练习/git/git/spiders/git2.py b/python爬虫/python爬虫练习/git/git/spiders/git2.py new file mode 100644 index 0000000..ad1bbca --- /dev/null +++ b/python爬虫/python爬虫练习/git/git/spiders/git2.py @@ -0,0 +1,41 @@ +import scrapy + +# 使用FormRequest发送post请求 + +class Git2Spider(scrapy.Spider): + name = "git2" + allowed_domains = ["github.com"] + start_urls = ["https://github.com/login"] + + def parse(self, response): + # 从登录页面解析出post数据 + token = response.xpath('//input[@name="authenticity_token"]/@value').extract_first() + + post_data = { + 'commit': 'Sign in', + 'authenticity_token': token, + 'login': ' 1415243231@qq.com', + 'password': ' zy18742526670', + 'webauthn-conditional': ' undefined', + 'javascript-support': ' true', + 'webauthn-support': ' supported', + 'webauthn-iuvpaa-support': ' supported', + 'return_to': 'https://github.com/login', + 'timestamp': ' 1726731919711', + 'timestamp_secret': '51cd0dd93807a1fdb0095203af8d9f45d864a1f3ca83b1268f6f659624804398' + } + + # print(post_data) + # 针对url发送post请求 + yield scrapy.FormRequest( + url="https://github.com/session", + callback=self.after_login, + formdata=post_data + ) + + def after_login(self, response): + yield scrapy.Request('https://github.com/PandaltsGo',callback=self.check_log) + + def check_log(self,response): + title = response.xpath('//*[@id="581032515"]/span/text()').extract_first() + print(title) diff --git a/python爬虫/python爬虫练习/git/git/spiders/github.py b/python爬虫/python爬虫练习/git/git/spiders/github.py new file mode 100644 index 0000000..424d5a3 --- /dev/null +++ b/python爬虫/python爬虫练习/git/git/spiders/github.py @@ -0,0 +1,24 @@ +import scrapy + +#直接携带cookie字典请求 + +class GithubSpider(scrapy.Spider): + name = "github" + allowed_domains = ["github.com"] + start_urls = ["https://github.com/PandaltsGo"] + + def start_requests(self): + url =self.start_urls[0] + cookies = '''_gh_sess=5ZDPStPAYwzU0t3by%2FpHC4UL4Fs2AiwfHyrhWN6C0vsUEpjtEVW5bjJGNIc6Lc8UfftkYNh2EYJzpcTsFIaEjnn6TfigTP0tcBvenlfICTwnJKidXXqEFgWdo2ou5gCBj%2BZMr0qS%2Bbf437FjJm0nuv0kcZiEI17sqfWkgL9UrTnievN62FcXakNMSXmxGdal12MQTHcA9makPHYPqdAm9J9w2%2BKnJKZXBeHnHB9pvYq5IZYHN%2BhndueA6W5%2B3M5%2FgwMdi0dniIyLiW7kgsD1ntV%2BclB4YUaiSBSut6PwonD9GlEyJYef%2FRlITnwWKyoNKpaWZy9SzLuDrS1vWI5z46Na2DDCjU5TqKdFI2afUfIq0JhTzkvUk40SnIHRZ2hZrzJd7t8cDfCDQronozMZscurF1mIHnITDSnQjHp0FImtVw1lbiuiMHyQ%2Bw41V9GM0TiRmJgZIWZ5F4I5kI68W%2FgM%2F5hRNlRrF26EWVmYTSINIfnkuY5kFThjK04OwoMCVd0d3yCua5qf%2FWX3XXl4Jzoj09JfqovsdqqezdAjzju06oVy5xh2RJz6VjA0BBTrxbVgBB91ybZ61XqdbWxXnm9AI9y6Y7AyY%2FUZp4BemfigBVdSE2gpU3S3VbwrmcjEzoAM8hv%2Bp37ROkl45teQ6aRE4Yh2xF26MYaMY5ffzjrweqfjeqIPJZO4qyIxEPNs7OTmzMTp87w1FodO6ZTdy0PvX1JVuHfVlHQuQUzo6ClrKaNsL0Fld7BahIEIgi8AbHRJyLgS7jsw1xhbRQ4ZCcvMRS%2B%2BBd%2Bh6KSEV27lX1dCNogvPRjFah38bFcbj35tw4pOUqdBkj%2BtvMKmQVLPrBJ%2BAa6lTjJqZa4s3P6uB5Ac%2BIMF--RnCQu9IfXR19B%2B3g--ZjZab0obtWOBIHl5EF%2FWRQ%3D%3D; path=/; secure; HttpOnly;''' + cookies = {data.split('=')[0]:data.split('=')[-1] for data in cookies.split(';')} + + yield scrapy.Request( + url=url, + cookies=cookies, + callback=self.parse + ) + + + def parse(self, response): + title = response.xpath('//*[@id="581032515"]/span/text()').extract_first() + print(title) diff --git a/python爬虫/python爬虫练习/git/scrapy.cfg b/python爬虫/python爬虫练习/git/scrapy.cfg new file mode 100644 index 0000000..8f9dc99 --- /dev/null +++ b/python爬虫/python爬虫练习/git/scrapy.cfg @@ -0,0 +1,11 @@ +# Automatically created by: scrapy startproject +# +# For more information about the [deploy] section see: +# https://scrapyd.readthedocs.io/en/latest/deploy.html + +[settings] +default = git.settings + +[deploy] +#url = http://localhost:6800/ +project = git diff --git a/python爬虫/python爬虫练习/ip地址查询.py b/python爬虫/python爬虫练习/ip地址查询.py new file mode 100644 index 0000000..ee0b74a --- /dev/null +++ b/python爬虫/python爬虫练习/ip地址查询.py @@ -0,0 +1,17 @@ +import requests + + +def get_ip_text(): + url = "http://www.ip138.com/ip.asp?ip=" + header = {'User-agent':'Mozilla/5.0'} + try: + r = requests.get(url + '117.169.187.31', timeout=20,headers = header) + r.raise_for_status() + r.encoding = r.apparent_encoding + return r.text[-500:] + except: + print("出现错误") + + +if __name__ == "__main__": + print(get_ip_text()) diff --git a/python爬虫/python爬虫练习/requests库练习.py b/python爬虫/python爬虫练习/requests库练习.py new file mode 100644 index 0000000..69ef3a1 --- /dev/null +++ b/python爬虫/python爬虫练习/requests库练习.py @@ -0,0 +1,29 @@ +import requests +import time + +#爬取100次网页所需时间 +def get_HTML_Text(): + i = 0 + while i < 100: + try: + r = requests.get(url) + r.raise_for_status() + r.encoding = r.apparent_encoding + return r.status_code + except: + print("出现异常") + + i += 1 + + +if __name__ == "__main__": + time1 = time.time() + url = "http://www.baidu.com" + u = 0 # 记录爬取异常次数 + for i in range(100 + u): + if get_HTML_Text() == 200: + u = u + else: + u += 1 + time2 =time.time() + print(f"爬取100次所需要的时间为{time2-time1}秒") \ No newline at end of file diff --git a/python爬虫/python爬虫练习/scrapy_practise/__init__.py b/python爬虫/python爬虫练习/scrapy_practise/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/python爬虫/python爬虫练习/scrapy_practise/scrapy.cfg b/python爬虫/python爬虫练习/scrapy_practise/scrapy.cfg new file mode 100644 index 0000000..674a6bf --- /dev/null +++ b/python爬虫/python爬虫练习/scrapy_practise/scrapy.cfg @@ -0,0 +1,11 @@ +# Automatically created by: scrapy startproject +# +# For more information about the [deploy] section see: +# https://scrapyd.readthedocs.io/en/latest/deploy.html + +[settings] +default = scrapy_practise.settings + +[deploy] +#url = http://localhost:6800/ +project = scrapy_practise diff --git a/python爬虫/python爬虫练习/scrapy_practise/scrapy_practise/__init__.py b/python爬虫/python爬虫练习/scrapy_practise/scrapy_practise/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/python爬虫/python爬虫练习/scrapy_practise/scrapy_practise/items.py b/python爬虫/python爬虫练习/scrapy_practise/scrapy_practise/items.py new file mode 100644 index 0000000..5cc0e2b --- /dev/null +++ b/python爬虫/python爬虫练习/scrapy_practise/scrapy_practise/items.py @@ -0,0 +1,14 @@ +# Define here the models for your scraped items +# +# See documentation in: +# https://docs.scrapy.org/en/latest/topics/items.html + +import scrapy + + +class ScrapyPractiseItem(scrapy.Item): + # define the fields for your item here like: + name = scrapy.Field() + title = scrapy.Field() + info = scrapy.Field() + diff --git a/python爬虫/python爬虫练习/scrapy_practise/scrapy_practise/middlewares.py b/python爬虫/python爬虫练习/scrapy_practise/scrapy_practise/middlewares.py new file mode 100644 index 0000000..37c3fff --- /dev/null +++ b/python爬虫/python爬虫练习/scrapy_practise/scrapy_practise/middlewares.py @@ -0,0 +1,103 @@ +# Define here the models for your spider middleware +# +# See documentation in: +# https://docs.scrapy.org/en/latest/topics/spider-middleware.html + +from scrapy import signals + +# useful for handling different item types with a single interface +from itemadapter import is_item, ItemAdapter + + +class ScrapyPractiseSpiderMiddleware: + # Not all methods need to be defined. If a method is not defined, + # scrapy acts as if the spider middleware does not modify the + # passed objects. + + @classmethod + def from_crawler(cls, crawler): + # This method is used by Scrapy to create your spiders. + s = cls() + crawler.signals.connect(s.spider_opened, signal=signals.spider_opened) + return s + + def process_spider_input(self, response, spider): + # Called for each response that goes through the spider + # middleware and into the spider. + + # Should return None or raise an exception. + return None + + def process_spider_output(self, response, result, spider): + # Called with the results returned from the Spider, after + # it has processed the response. + + # Must return an iterable of Request, or item objects. + for i in result: + yield i + + def process_spider_exception(self, response, exception, spider): + # Called when a spider or process_spider_input() method + # (from other spider middleware) raises an exception. + + # Should return either None or an iterable of Request or item objects. + pass + + def process_start_requests(self, start_requests, spider): + # Called with the start requests of the spider, and works + # similarly to the process_spider_output() method, except + # that it doesn’t have a response associated. + + # Must return only requests (not items). + for r in start_requests: + yield r + + def spider_opened(self, spider): + spider.logger.info("Spider opened: %s" % spider.name) + + +class ScrapyPractiseDownloaderMiddleware: + # Not all methods need to be defined. If a method is not defined, + # scrapy acts as if the downloader middleware does not modify the + # passed objects. + + @classmethod + def from_crawler(cls, crawler): + # This method is used by Scrapy to create your spiders. + s = cls() + crawler.signals.connect(s.spider_opened, signal=signals.spider_opened) + return s + + def process_request(self, request, spider): + # Called for each request that goes through the downloader + # middleware. + + # Must either: + # - return None: continue processing this request + # - or return a Response object + # - or return a Request object + # - or raise IgnoreRequest: process_exception() methods of + # installed downloader middleware will be called + return None + + def process_response(self, request, response, spider): + # Called with the response returned from the downloader. + + # Must either; + # - return a Response object + # - return a Request object + # - or raise IgnoreRequest + return response + + def process_exception(self, request, exception, spider): + # Called when a download handler or a process_request() + # (from other downloader middleware) raises an exception. + + # Must either: + # - return None: continue processing this exception + # - return a Response object: stops process_exception() chain + # - return a Request object: stops process_exception() chain + pass + + def spider_opened(self, spider): + spider.logger.info("Spider opened: %s" % spider.name) diff --git a/python爬虫/python爬虫练习/scrapy_practise/scrapy_practise/pipelines.py b/python爬虫/python爬虫练习/scrapy_practise/scrapy_practise/pipelines.py new file mode 100644 index 0000000..99e3ef6 --- /dev/null +++ b/python爬虫/python爬虫练习/scrapy_practise/scrapy_practise/pipelines.py @@ -0,0 +1,13 @@ +# Define your item pipelines here +# +# Don't forget to add your pipeline to the ITEM_PIPELINES setting +# See: https://docs.scrapy.org/en/latest/topics/item-pipeline.html + + +# useful for handling different item types with a single interface +from itemadapter import ItemAdapter + + +class ScrapyPractisePipeline: + def process_item(self, item, spider): + return item diff --git a/python爬虫/python爬虫练习/scrapy_practise/scrapy_practise/settings.py b/python爬虫/python爬虫练习/scrapy_practise/scrapy_practise/settings.py new file mode 100644 index 0000000..ffc92e7 --- /dev/null +++ b/python爬虫/python爬虫练习/scrapy_practise/scrapy_practise/settings.py @@ -0,0 +1,93 @@ +# Scrapy settings for scrapy_practise project +# +# For simplicity, this file contains only settings considered important or +# commonly used. You can find more settings consulting the documentation: +# +# https://docs.scrapy.org/en/latest/topics/settings.html +# https://docs.scrapy.org/en/latest/topics/downloader-middleware.html +# https://docs.scrapy.org/en/latest/topics/spider-middleware.html + +BOT_NAME = "scrapy_practise" + +SPIDER_MODULES = ["scrapy_practise.spiders"] +NEWSPIDER_MODULE = "scrapy_practise.spiders" + + +# Crawl responsibly by identifying yourself (and your website) on the user-agent +#USER_AGENT = "scrapy_practise (+http://www.yourdomain.com)" + +# Obey robots.txt rules +ROBOTSTXT_OBEY = True + +# Configure maximum concurrent requests performed by Scrapy (default: 16) +#CONCURRENT_REQUESTS = 32 + +# Configure a delay for requests for the same website (default: 0) +# See https://docs.scrapy.org/en/latest/topics/settings.html#download-delay +# See also autothrottle settings and docs +#DOWNLOAD_DELAY = 3 +# The download delay setting will honor only one of: +#CONCURRENT_REQUESTS_PER_DOMAIN = 16 +#CONCURRENT_REQUESTS_PER_IP = 16 + +# Disable cookies (enabled by default) +#COOKIES_ENABLED = False + +# Disable Telnet Console (enabled by default) +#TELNETCONSOLE_ENABLED = False + +# Override the default request headers: +#DEFAULT_REQUEST_HEADERS = { +# "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8", +# "Accept-Language": "en", +#} + +# Enable or disable spider middlewares +# See https://docs.scrapy.org/en/latest/topics/spider-middleware.html +#SPIDER_MIDDLEWARES = { +# "scrapy_practise.middlewares.ScrapyPractiseSpiderMiddleware": 543, +#} + +# Enable or disable downloader middlewares +# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html +#DOWNLOADER_MIDDLEWARES = { +# "scrapy_practise.middlewares.ScrapyPractiseDownloaderMiddleware": 543, +#} + +# Enable or disable extensions +# See https://docs.scrapy.org/en/latest/topics/extensions.html +#EXTENSIONS = { +# "scrapy.extensions.telnet.TelnetConsole": None, +#} + +# Configure item pipelines +# See https://docs.scrapy.org/en/latest/topics/item-pipeline.html +#ITEM_PIPELINES = { +# "scrapy_practise.pipelines.ScrapyPractisePipeline": 300, +#} + +# Enable and configure the AutoThrottle extension (disabled by default) +# See https://docs.scrapy.org/en/latest/topics/autothrottle.html +#AUTOTHROTTLE_ENABLED = True +# The initial download delay +#AUTOTHROTTLE_START_DELAY = 5 +# The maximum download delay to be set in case of high latencies +#AUTOTHROTTLE_MAX_DELAY = 60 +# The average number of requests Scrapy should be sending in parallel to +# each remote server +#AUTOTHROTTLE_TARGET_CONCURRENCY = 1.0 +# Enable showing throttling stats for every response received: +#AUTOTHROTTLE_DEBUG = False + +# Enable and configure HTTP caching (disabled by default) +# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html#httpcache-middleware-settings +#HTTPCACHE_ENABLED = True +#HTTPCACHE_EXPIRATION_SECS = 0 +#HTTPCACHE_DIR = "httpcache" +#HTTPCACHE_IGNORE_HTTP_CODES = [] +#HTTPCACHE_STORAGE = "scrapy.extensions.httpcache.FilesystemCacheStorage" + +# Set settings whose default value is deprecated to a future-proof value +REQUEST_FINGERPRINTER_IMPLEMENTATION = "2.7" +TWISTED_REACTOR = "twisted.internet.asyncioreactor.AsyncioSelectorReactor" +FEED_EXPORT_ENCODING = "utf-8" diff --git a/python爬虫/python爬虫练习/scrapy_practise/scrapy_practise/spiders/__init__.py b/python爬虫/python爬虫练习/scrapy_practise/scrapy_practise/spiders/__init__.py new file mode 100644 index 0000000..ebd689a --- /dev/null +++ b/python爬虫/python爬虫练习/scrapy_practise/scrapy_practise/spiders/__init__.py @@ -0,0 +1,4 @@ +# This package will contain the spiders of your Scrapy project +# +# Please refer to the documentation for information on how to create and manage +# your spiders. diff --git a/python爬虫/python爬虫练习/scrapy_practise/scrapy_practise/spiders/itcast.py b/python爬虫/python爬虫练习/scrapy_practise/scrapy_practise/spiders/itcast.py new file mode 100644 index 0000000..33dcd26 --- /dev/null +++ b/python爬虫/python爬虫练习/scrapy_practise/scrapy_practise/spiders/itcast.py @@ -0,0 +1,36 @@ +import scrapy +from scrapy_practise.items import ScrapyPractiseItem + +class ItcastSpider(scrapy.Spider): + name = "itcast" + allowed_domains = ["itcast.cn"] + start_urls = ["http://www.itcast.cn/channel/teacher.shtml"] + + def parse(self, response): + # context = response.xpath('/html/head/title/text()') + # title = context.extract_first() + + # print(title) + # filename = "teacher.html" + # open(filename, 'wb').write(response.body) + + items = [] + + for each in response.xpath("//div[@class='li_txt']"): + # 将我们得到的数据封装到一个 `ItcastItem` 对象 + item = ScrapyPractiseItem() + #extract()方法返回的都是unicode字符串 + name = each.xpath("h3/text()").extract() + title = each.xpath("h4/text()").extract() + info = each.xpath("p/text()").extract() + + #xpath返回的是包含一个元素的列表 + item['name'] = name[0] + item['title'] = title[0] + item['info'] = info[0] + + items.append(item) + + # 直接返回最后数据 + return items + diff --git a/python爬虫/python爬虫练习/scrapy_practise/teacher.html b/python爬虫/python爬虫练习/scrapy_practise/teacher.html new file mode 100644 index 0000000..7d8e483 --- /dev/null +++ b/python爬虫/python爬虫练习/scrapy_practise/teacher.html @@ -0,0 +1,2116 @@ + + + + + + + + + + + + + +师资力量|讲师介绍_黑马程序员 + + + + + +
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      高级讲师

      +

      6年软件开发与教学经验，曾在北京航天四创、中科软等单位担任研发经理职务，曾主持参与浙江省机要系统、国家电网系统、济宁市医疗平台、中国电信网络规划平台、人民日报社扶贫APP的设计开发工作。精通分布式、大数据、微服务、高并发、高可用等相关技术架构。

      +
      +
      • +
    • + +
      +

      付老师

      +

      高级讲师

      +

      多年开发和教学经验，曾在三星（中国）参与过大型跨国项目担任开发工程师，授课风趣幽默，精通Java EE、数据库、MyBatis、Spring全家桶等企业级常用技术；分布式系统开发经验丰富，对SpringBoot、SpringCloud、Dubbo、ZooKeeper 、ES、Solr、Redis、MQ等分布式技术深有研究。

      +
      +
      • +
    • + +
      +

      杨老师

      +

      高级讲师

      +

      10年软件开发和教学经验，武汉理工计算机和武汉大学经济学双学位，在Java和大数据开发领域有丰富的经验，曾参与铁路12306数据中台、用户画像、正晚点预测等多个系统的研发工作。

      +
      +
      • +
    • + +
      +

      廖老师

      +

      高级讲师

      +

      13年软件开发管理与教学经验；软件与大数据开发认证工程师，项目经理。曾开发管理过信诚人寿、美的、民生银行、青岛啤酒、联想、SGS e-learning、国家工商总局市场信用分类监管系统等。熟悉分布式、微服务等J2EE及大数据生态圈技术知识体系。

      +
      +
      • +
    • + +
      +

      蒙老师

      +

      高级讲师

      +

      12年互联网项目研发经验及教学经验，曾担任过开发工程师、技术部经理等职务。参与国家电网系统、饿了么外卖平台、每日优鲜O2O平台的设计以及开发工作。精通Java技术栈、对SpringBoot、Redis、Rabbit MQ、ElasticSearch、Docker、Spring Cloud等有深入研究。专注于分布式、高可用、高性能、微服务架构的设计。

      +
      +
      • +
    • + +
      +

      何老师

      +

      高级讲师

      +

      6年软件开发经验，曾任职医惠科技开发工程师、阿里巴巴开发工程师岗位，担任过高级开发工程师、项目经理、技术经理等职位。对大型TOB项目如His系统中分布式服务、数字化架构、高并发、高可用、数据一致性等有丰富的项目经验和业务知识。

      +
      +
      • +
    • + +
      +

      杨老师

      +

      高级讲师

      +

      5年软件开发及教学经验，先后在多家IT公司担任Android、Java方向软件开发工程师，研发项目涉及,新闻,理财,社交,教育等方向对Android、Java SE、Java Web、MySQL、前端等技术深入研究。

      +
      +
      • +
    • + +
      +

      师老师

      +

      高级讲师

      +

      13年的项目开发和教育培训经验，精通Java EE的主流开发框架、Oracle和MySQL等关系型数据库。曾在中科院遥感应用研究所、慧点科技、达利本斯等公司担任软件开发工程师、项目总监，带团队做过边防部队、人寿集团、平安集团等多个企业的大型项目，之后在互联网公司知果科技担任开发经理，完成知果果网的核心产品开发。

      +
      +
      • +
    • + +
      +

      杨老师

      +

      高级讲师

      +

      北京航空航天大学 计算机毕业。10年技术开发与管理经验。曾在北大方正、知名游戏公司、互联网公司等担任研发工程师、技术经理。参与移动聊天工具企业版、新媒体营销平台、档案信息管理系统等大型项目研发工作。擅长总结和梳理知识点，深入的对每个技术点进行讲解，引导式教学，注重培养学员能力。

      +
      +
      • +
    • + +
      +

      于老师

      +

      高级讲师

      +

      多年教学和开发经验对Java EE技术体系结构、Java Web原理有深刻理解。精通RPC、消息中间件、SSM、SpringCloud等技术，曾参与中国移动门户系统、中国移动集团客户对公平台、CRM系统、健康管理系统等。热衷于技术研究，善于用引导方式教学；授课思路清晰，注重学生基础知识掌握扎实，注重培养学生自主解决问题的能力。

      +
      +
      • +
    • + +
      +

      刘老师

      +

      高级讲师

      +

      多年网络安全及密码学开发经验，服务器研发经验，曾任职国家互联网应急中心关口监测系统研发经理职位。精通Golang、C/C++程序设计，Go与区块链领域先驱者。

      +
      +
      • +
    • + +
      +

      单老师

      +

      高级讲师

      +

      8年软件开发及教育相关工作; 有丰富的企业APP、网站、手游开发经验；精通大数据、Java等多种前沿技术，对Linux、MySQL、SSM框架底层、微服务架构 等有一定研究。喜欢钻研，乐于分享。学生遍及阿里、腾讯、苏宁等众多互联网企业。

      +
      +
      • +
    • + +
      +

      李老师

      +

      高级讲师

      +

      8年Java EE企业级开发经验，5年开发团队管理经验，曾任某大型国有企业项目负责人，对于构建高吞吐、低延迟、分布式架构有丰富经验。精通Java SE、Java Web、Spring、SpringMVC、MyBatis和微服务等主流技术栈。具备丰富的项目重构和性能调优实战经验。秉承“复杂问题简单化，抽象问题具体化”的教学理念，注重学员解决问题能力和个人综合能力的全方位培养。

      +
      +
      • +
    • + +
      +

      叶老师

      +

      高级讲师

      +

      9年开发经验，3年授课经验。精通Oracle、DB2、MySQL等数据库使用，精通SSM、MQ、Security等框架使用，熟练Redis、SOA、微服等高可用架构的搭建。曾就职于联想信息产品（深圳）有限公司研发实验室，从事Think产品研发系统的开发与维护。工作积极认真与强烈的责任感、思维视野开阔。

      +
      +
      • +
    • + +
      +

      张老师

      +

      高级讲师

      +

      10年以上开发以及教育经验，参与过大型的电子商务购物平台、中国电信在线营业厅等项目的开发，在我友科技、杭州数云信息技术担任开发经理职位。曾参与项目：《NewBI》《我友商城》《中国电信套餐直通车》等。 +

      +
      +
      • +
    • + +
      +

      李老师

      +

      高级讲师

      +

      13年开发管理经验，曾先后就职于东亚银行、京东等知名企业，担任过高级开发工程师、项目经理、技术经理、架构师等职位，对电商、金融风控、反欺诈领域及互联网分布式服务、高并发、高可用、秒杀场景等有丰富项目经验和行业知识。精通JavaSE、JavaEE、SSM、Spring全家桶、分布式缓存、各种消息中间件等。对多线程、高并发的解决方案及各种开源技术有着深厚的研究。

      +
      +
      • +
    • + +
      +

      蒋老师

      +

      高级讲师

      +

      8年IT从业经验，先后担任高级Java软件工程师、项目组长等职务。具有扎实的Java基本功底和良好的编程规范，精通Java EE当下主流技术SSM，Spring，SpringMVC，Spring Boot，Spring Cloud，Spring Cloud Alibaba和NoSQL数据库；精通MySQL和Oracle数据库产品；多年分布式架构下的开发经验。具备扎实的技术功底、丰富的软件研发、项目管理经验及IT教学经验。幽默风趣，能充分调动学生学习的积极性与主动性，擅长以学员实际掌握情况灵活调整授课方案，以保证学员吸收最大化。

      +
      +
      • +
    • + +
      +

      于老师

      +

      高级讲师

      +

      11年软件开发及教学经验，曾先后在360、亚信联创、众信旅游担任研发工程师、技术经理岗位。擅长Java后台程序设计、微服务开发等，特别是在互联网领域有很强的开发经验。授课思路清晰，对学生认真负责，注重学生学习效果。研发以及录制大型新闻资讯项目《黑马头条》。

      +
      +
      • +
    • + +
      +

      姜老师

      +

      高级讲师

      +

      7年教学和开发经验。精通Java EE技术体系，对Java SE、Java Web、MySQL、Redis、Spring、SpringMVC以及MyBatis等技术点有深刻理解，授课风格幽默风趣，通俗易懂，条理清晰。关注于学生的成长、极具亲和力！

      +
      +
      • +
    • + +
      +

      许老师

      +

      高级讲师

      +

      多年互联网项目与游戏项目研发和管理经验，曾带领公司团队研发电商、社交、实时视频等相关领域项目。涉及H5、Unity3D、小程序等不同平台。对Vue，React，微信小程序等都有研究并具备了丰富的项目架构与研发经验。

      +
      +
      • +
    • + +
      +

      张老师

      +

      高级讲师

      +

      8年Java后台开发及教育工作经验，熟悉Java SE, Java EE, Spring,MyBatis, MySQL等常用框架，熟悉ELK技术栈，SpringCloud生态圈技术。熟练使用Vue.js, Node.js, Webpack等前端技术。曾在多家大型公司担任软件工程师，项目经理职务，涉及在线教育、证券交易、电商等不同领域。目前授课范围：SpringMVC, MyBatis, Lucene, Solr, SolrCloud, 乐优商城。

      +
      +
      • +
    • + +
      +

      赵老师

      +

      高级讲师

      +

      10余年互联网行业开发经验及教学经验，资深架构师，精通Java、C、Python等开发语言。曾就职大型互联网公司从事电商架构相关的设计和Java开发平台以及基础中间件的设计研发工作；曾主导研发了支持高并发处理能力的API网关、高性能数据库连接池以及海量数据归档平台。授课诙谐幽默，讲解通俗易懂。

      +
      +
      • +
    • + +
      +

      刘老师

      +

      高级讲师

      +

      10年Java研发和教学经验。先后任职于东方邦信、明医众禾、开薪点、企家有道等大型互联网企业，担任高级Java研发、技术经理等职务。负责和主导过多个互联网项目，如东方汇、医德帮、薪人薪事，涉及互联网金融、PHC基层医疗生态、人资 SaaS等领域。精通Java EE基础、并发编程、Socket网络编程，对Spring全家桶、Netty、MyBatis、MySQL Oracle、Redis、SpringBoot、Dubbo、Spring Cloud & Alibaba 微服务体系、RabbitMQ、Docker、K8S等多种互联网前沿技术有深入研究，熟悉JS 、Jquery、Bootstrap、Seajs、Backbone、ElementUI等前端技术。专注细致、幽默风趣，善于结合生活化场景和实际企业场景传达知识点。

      +
      +
      • +
    • + +
      +

      郭老师

      +

      高级讲师

      +

      5年的Java软件开发经验，5年Java专业教学经验，曾参与设计与开发多个大型互联网项目，主要有质监抽检，青历商城，E贷网P2P，天艺引资评估系统等等。长期致力于Web应用的开发与设计。擅长Java EE核心技术，SSM、Dubbo、SpringBoot、SpringCloud等。

      +
      +
      • +
    • + +
      +

      李老师

      +

      高级讲师

      +

      6年开发经验，2年教学经验。在大型互联网公司担任TL、架构师，参与设计并搭建大数据、物联网等大型项目。精通Java、SSM框架以及SpringCloud、Dubbo、MQ等微服务架构体系。

      +
      +
      • +
    • + +
      +

      张老师

      +

      高级讲师

      +

      曾任职于中国移动、平安保险。精通Java EE体系、MySQL、Android、鸿蒙等技术。主导研发《三天从0带你写一个Java小游戏》、《9天快速入门Java》、《Java从入门到起飞》、《鸿蒙应用开发》等多套课程。

      +
      +
      • +
    • + +
      +

      申老师

      +

      高级讲师

      +

      8年Java研发及教学经验，精通JavaEE技术体系，曾担任开发工程师、架构师等重要角色。参与于采帅令外卖系统、中国中铁集团道岔钢轨测量系统、中仕学社等互联网项目设计研发。曾主导过多个大型企业级项目的研发。对流行框架Spring，Redis、ElasticSearch、MQ中间件等有深入研究，熟悉以SpringCloud为核心的微服务技术体系，以及微服务在企业落地的最佳实践。授课幽默风趣，条理清晰，乐于分享，注重培养学生独立思考的能力。

      +
      +
      • +
    • + +
      +

      律老师

      +

      高级讲师

      +

      5年的软件开发及教学经验,擅长Java EE企业级应用，参与多个大型项目的架构设计、管理、开发等工作。在互联网项目领域具备丰富的经验，掌握Java SE，Java Web、MySQL、Redis以及Spring、SpringMVC、MyBatis、SpringBoot、SpringCloud等分布式架构技术，拥有广泛的技术面与实践经验。

      +
      +
      • +
    • + +
      +

      刘老师

      +

      高级讲师

      +

      多年互联网开发经验，深入理解Java虚拟机原理，以及参数优化，对SSM、SpringBoot、SpringCloud微服务等主流框架有深入的理解和使用，对实时流处理框架storm，并Kafka有多年使用经验。

      +
      +
      • +
    • + +
      +

      苗老师

      +

      高级讲师

      +

      15年研发经验，曾担任架构师、项目经理等职位，精通JavaEE技术栈，曾负责全国党员远程教育系统、云南学分银行系统、郑州地铁CCTV网管系统等项目的研发与管理工作。

      +
      +
      • +
    • + +
      +

      袁老师

      +

      高级讲师

      +

      精通C#，Java语言开发，精通MySQL，Oracle，SQL Server数据库，SSM框架，JS，jQuery前段框架。先后在广东源恒科技有限公司、武汉付运通科技有限公司任职, 教学严谨，授课思路清晰，善于语言表达和总结行业经验，因材施教。

      +
      +
      • +
    • + +
      +

      李老师

      +

      高级讲师

      +

      多年开发与教学经验，精通Java企业平台开发技术，熟练掌握并使用设计模式、常用开源框架、分布式架构及微服务架构，先后担任过工程师、项目经理等职位，曾参与过商城项目，主导过智慧医疗等项目研发，具备一定的项目管理经验，同时具有丰富的教学经验，授课认真负责，条理清晰。

      +
      +
      • +
    • + +
      +

      邓老师

      +

      高级讲师

      +

      10年Java开发及教学经验,曾在多家公司担任软件开发工程师，技术功底深厚，授课幽默风趣，通俗易懂。精通MySQL,Redis及Spring, MyBatis, SpringMVC, SpringBoot, SpringCloud, SpringData系列框架，并对Solr, ElasticSearch, Dubbo, MQ中间件技术有深入研究。

      +
      +
      • +
    • + +
      +

      刘老师

      +

      高级讲师

      +

      9年一线研发与教学经验，曾先后在中石油、久其软件等企业担任研发工程师，参与油气管道全生命周期建设、昆仑燃气等项目，并为国资委、兵工、航天科工等研发CI财报产品。精通Java SE、Java EE技术和SSH/SSM、SpringBoot等常用框架，对Dubbo、ZooKeeper、SpringCloud、MQ、Redis、MongoDB、MySQL等流行框架和技术有深入研究。授课逻辑清晰，通俗易懂，受到众多学生的认可和喜爱。

      +
      +
      • +
    • + +
      +

      翟老师

      +

      高级讲师

      +

      5年Java开发和项目管理经验，3年的授课经验。曾先后于北大医信、泰和诚任开发工程师、项目主管职位，精通Java语言，擅长Java EE技术栈，对MySQL数据库有深入的了解。课堂幽默风趣，善于用生活中的例子讲解Java中晦涩难懂的知识点。

      +
      +
      • +
    • + +
      +

      高老师

      +

      高级讲师

      +

      多年开发和教学经验，曾在中星测控、中软国际担任开发工程师，有移动端、PC端、服务端软件等多类型软件的开发经验，授课不拘一格、深入浅出、风默有趣。精通Java开发，对JVM、数据库、Web规范、数据结构与算法以及主流应用框架均有深入研究。

      +
      +
      • +
    • + +
      +

      李老师

      +

      高级讲师

      +

      多年开发与教学经验，对Spring生态系统，消息中间件，数据库等技术有深入理解和研究。先后在陕西出版集团，中软、电讯盈科等担任过软件开发工程师职务，参与开发过书海小说网，延安英雄传后端等项目开发。

      +
      +
      • +
    • + +
      +

      李老师

      +

      高级讲师

      +

      具有8年软件开发与教学经验，具有丰富的开发经验，先后在四方精创、华侨城文旅科技、达普信科技等公司担任技术研发与项目运维等工作，先后经历过中国银行(香港)私人银行业务开发、华侨城文旅科技公司内部网站建设以及海关平台相关业务的需求研发。熟悉使用SSH、SSM、缓存Redis、MySQL、Oracle、数据报表等。

      +
      +
      • +
    • + +
      +

      袁老师

      +

      高级讲师

      +

      从事Java EE开发及教学工作多年，先后在多家公司担任开发工程师，项目经理等职务。精通Redis及Spring、MyBatis、SpringMVC、SpringBoot、SpringCloud系列框架；拥有大数据项目开发经验，对Hadoop生态圈如Hive，Zookeeper，Hbase等技术有深入研究。

      +
      +
      • +
    • + +
      +

      李老师

      +

      高级讲师

      +

      毕业于东北师范大学，五年以上开发经验，多年软件开发教育培训经验，精通Java SE、MySQL等编程开发语言和开发技术，熟练掌握各种数据结构和算法，精通Spring、SpringMVC、MyBatis等常用框架，熟练掌握微服务框架，授课风格幽默风趣，可以将知识化繁为简、深入浅出的教授给学员。

      +
      +
      • +
    • + +
      +

      王老师

      +

      高级讲师

      +

      5年软件研发与项目管理经验，精通Java开发语言以及MySQL、Oracle数据库，对Java流行框架有深入研究，曾在企业中参与主导旅游、活动竞赛等领域项目开发。在传智播客有三年教学经验，授课认真负责，注重学员独立分析能力。

      +
      +
      • +
    • + +
      +

      郝老师

      +

      高级讲师

      +

      5年软件开发及教学经验，Android、Java方向软件开发工程师，研发项目涉及教育、新闻、娱乐直播等。对Android、Java SE、Java Web、MySQL、前端等技术深入研究。

      +
      +
      • +
    • + +
      +

      陈老师

      +

      高级讲师

      +

      15年研发及技术管理经验，历任Java研发、架构师、技术总监等职位。热衷于研究主流Java技术，擅长微服务、高并发、高可用、大数据处理平台的搭建及主要解决方案的落地实施。曾主持开发电商日志采集系统、电商数据开放平台、电商推荐和搜索分析系统、商家开放平台、物联网冷链监控平台等电商及物联网行业SaaS项目。

      +
      +
      • +
    • + +
      +

      张老师

      +

      高级讲师

      +

      985,211重点大学毕业，拥有10年的开发经验和架构设计经验，曾在几个大型公司担任系统架构师，精通系统架构，曾主持各种大型网站架构设计与开发，主持设计研发ODPS框架，SWORD框架，授课特点：幽默风趣,通俗易懂,条理清晰,层次分明。

      +
      +
      • +
    • + +
      +

      张老师

      +

      高级讲师

      +

      6年Java软件开发及相关教育工作，熟悉Java EE、Android开发，对主流框架有深入了解。曾参与过联通集成公司的4G系统和结算系统开发；主导过移动健康相关项目应用开发。传智授课3年，讲课风格诙谐幽默，倡导寓教于乐的授课方式。

      +
      +
      • +
    • + +
      +

      刘老师

      +

      高级讲师

      +

      多年J2EE项目研发及管理经验，曾就职于多家大型互联网企业，有着多年的一线开发经验，涉及过互联网电商项目，移动管理系统等，企业ERP系统，手机App项目等。精通Java SE，Java Web，对Spring、MyBatis、SpringMVC、SpringBoot、Android、MySQL、Redis、Solr、Dubbo、FastDFS等有深入研究。

      +
      +
      • +
    • + +
      +

      年老师

      +

      高级讲师

      +

      7年软件开发与教学经验，曾负责游戏大数据平台可视化、国家公开信息采集系统、企业电商架构构建等。精通JavaEE，SSM/SSH、Spring全家桶技术。对NoSQL、消息队列、服务集成、微服务、持续集成及各种开源技术有着深厚的研究。

      +
      +
      • +
    • + +
      +

      周老师

      +

      高级讲师

      +

      多年开发和教学经验，涉及到手机应用Web后台开发，精通Java SE、 Java EE、Android。曾多次参与开发国家版权局对应版权业务。

      +
      +
      • +
    • + +
      +

      陈老师

      +

      高级讲师

      +

      6年一线研发经验，2年Java教学经验，先后负责国家电网、质检总局、广西海关等单位的多个大型系统研发，后期主做在线教育互联网项目。精通MVC框架、擅长分布式框架、微服务框架，授课有热情、思路清晰、深入浅出。主讲项目阶段及就业冲刺阶段课程。

      +
      +
      • +
    • + +
      +

      黄老师

      +

      高级讲师

      +

      拥有5年的企业开发和教学经验，对于目前主流的SSM, SpingBoot, SpingCloud, SQL优化等常用框架和技术都有深入的理解。熟练掌握Redis缓存技术和缓存方案。对于常用的消息中间件RabbitMQ和ActiveMQ等以及定时任务等都有相关的实际开发经验。对于前端框架Vue.jsp以及其他前端基础都有所涉及。

      +
      +
      • +
    • + +
      +

      赵老师

      +

      高级讲师

      +

      14年软件开发与教学经验，具有丰富的技术团队管理经验，精通Java + EE(JSPServlet、JDBC、Struts2、Spring、Hibernate、MyBatis)，以及 WebService、Ajax、Oracle、DB2、MySQL、NoSQL、分布式RPC框架Dubbo、SpringCloud、ZooKeeper、MQ、Redis等。曾先后参与江苏媒资系统、中信银行大客户对公平台、胜利油田办公自动化平台、武警部队信息化系统的研发与管理工作。

      +
      +
      • +
    • + +
      +

      徐老师

      +

      高级讲师

      +

      JAVA开发工程师。有着多年的软件开发经验，精通Java EE企业级应用技术，精通MySql、Oracle、DB2等主流关系型数据库，有着丰富的数据库开发经验。曾经参与过移动公司的实时人流监控、用户缴费日志实时分析等大数据项目，熟悉大数据相关开发。

      +
      +
      • +
    • + +
      +

      陈老师

      +

      高级讲师

      +

      10年软件研发、项目管理与教学经验，精通Java开发技术，曾先后担任过技术经理、技术主管、项目经理等职位。主导研发超过5个以上大型项目与平台。精通微服务架构，擅长解决高并发，亿级数据量等架构设计，拥有广泛的技术面与实践经验。

      +
      +
      • +
    • + +
      +

      张老师

      +

      高级讲师

      +

      10年企业一线开发经验，在多家企业担任开发工程师，架构师，项目经理等职位，参与或主持航信-航意险，中彩网，网上商城等项目的开发。专注于JavaEE开发，深入研究Spring全家桶、MyBatis、Dobuo等流行框架，对分布式，微服务架构体系有独到的见解。

      +
      +
      • +
    • + +
      +

      李老师

      +

      高级讲师

      +

      多年开发和教学经验，对Java EE，iOS，Android多平台的开发有丰富经验，熟练掌握SSM、Dubbo，Spring Security，SpringBoot等框架，能熟练操作Oracle，MySQL等关系型数据库,   授课幽默风趣，通俗易懂，关注学员消化吸收，注重培养学员独立分析能力及动手能力。

      +
      +
      • +
    • + +
      +

      束老师

      +

      高级讲师

      +

      12年工作经验，架构师，多年IT领域研发经验、深入的理解SSM、Redis、RocketMQ、Memcached、Quartz、Dubbo、SpringBoot、SpringCloud等框架，主要负责参与的项目《全国数字物价监测中心》、《上海浦发银行信用卡客户服务中心》、《某金融平台统一支付中心》等项目。

      +
      +
      • +
    • + +
      +

      唐老师

      +

      高级讲师

      +

      13年项目开发和教学经验，对SpringData、SpringCloud、Docker等技术有深入的研究，熟练掌握 MySQL、Redis,SSM框架、Dubbo、ZooKeeper等技术，热衷主流Java开源框架，曾参与中国电信计费系统、银行自动服务后台操作系统等。

      +
      +
      • +
    • + +
      +

      刘老师

      +

      高级讲师

      +

      负责公司后台核心系统、资质审核系统、风控审核系统、标的审核系统的设计与搭建,对接存管银行的API,对接第三方银行机构。后台系统基于大数据的车辆对比系统、车辆实时信息联网查询、车辆电池信息以及前台基于百度地图的路径规划、动态围栏等功能。

      +
      +
      • +
    • + +
      +

      宋老师

      +

      高级讲师

      +

      10年软件开发经验，曾在用友网络担任项目经理、项目总监等职务，先后主导过佛山美的集团互联网系统应用、白云国际机场商旅电商系统和深圳民太安公估保险移动互联网应用等。 精通Java EE、并发编程、SSM、SpringBoot。对CDN、NoSQL、消息队列、微服务、JVM性能调优、爬虫级各种开源框架等技术。 +

      +
      +
      • +
    • + +
      +

      徐老师

      +

      高级讲师

      +

      10年Java从业经验，曾负责安防视频监控系统、华为VMS语言邮箱系统、电信网络质量监控系统、溯源APP等。精通Java SE，Java EE，SSM/SSH，Spring全家桶。对NoSQL、消息队列、服务集成、流程引擎、微服务、持续集成及各种开源技术有着深厚的研究。

      +
      +
      • +
    • + +
      +

      杨老师

      +

      高级讲师

      +

      从事Java工作多年，有着丰富的开发和教学经验，Java，JSP，Servlet开发，精通SSM、Dubbo，Spring Security，Struts2，Hibernate等框架，能熟练操作Oracle，MySQL等关系型数据库。授课幽默风趣，通俗易懂。

      +
      +
      • +
    • + +
      +

      张老师

      +

      高级讲师

      +

      从事十年大型互联网软件开发和教学工作，具有丰富的软件开发和项目管理经验，精通Java 、Swift、Python等语言，曾主导并参与多个大型项目，包括W3Mobile华为协同办公平台，迪士尼蓝牙点读笔等。具有丰富的教学经验，授课思路清晰，风趣幽默，通俗易懂。

      +
      +
      • +
    • + +
      +

      王老师

      +

      高级讲师

      +

      10多年IT从业经验，北大计算机毕业，曾在中科软从事系统分析与架构工作，精通OOM、PD、DDD建模；对计算机原理、体系结构、常用算法有深入研究；熟练分布式和微服务环境下的主流技术架构。

      +
      +
      • +
    • + +
      +

      王老师

      +

      高级讲师

      +

      9年Java开发管理和教学,先后在STS（国外）、艾默生网络能源、华胜天成等担任过软件开发工程师、项目主管等职务。精通MySQL、Oracle等数据库以及市场流行的Web框架（SSM、Spring全家桶等）。参与完成的项目主要有:移动国漫项目、短信平台、流量平台、海外物流等。

      +
      +
      • +
    • + +
      +

      孔老师

      +

      高级讲师

      +

      先后在宜信、顺丰、美菜担任研发工程师，具有近10年的Java实战研发经验，熟练掌握当今主流技术(MyBatis/iBatis、Spring、SpringMVC、Dubbo、Elasticsearch、SpringBoot、SpringCloud)，曾参与研发基础医疗His、CRM、美菜搜索、顺丰优选等项目。

      +
      +
      • +
    • + +
      +

      梅老师

      +

      高级讲师

      +

      曾担任过Android应用开发,Java企业级开发工程师,智能家居行业曾获取App软件专利,精通MyBatis，SpringMVC，Spring，Vue等当下主流的框架，以及其底层实现的原理，熟练使用MySQL，Oracle，Redis主流的数据库，有丰富的授课经验。

      +
      +
      • +
    • + +
      +

      夏老师

      +

      高级讲师

      +

      上海交大软件工程毕业，10年大型项目实战经验，精通C++、Java、JavaScript等多种主流开发语言。曾在多家500强企业任职，参与金融、物联网、通信等多个领域系统的设计和开发，对常用分布式技术和微服务架构均有深入研究。

      +
      +
      • +
    • + +
      +

      张老师

      +

      高级讲师

      +

      曾经主导和参与过：中国银行网点规划系统、河南移动网上营业厅、郑州市科技局综合性门户网站、河南地税缴费系统等等项目。曾经参与策划和编写过多本书籍并出版发行，例如《Ajax+JSP巧学巧用》《Struts2框架开发从入门到精通》《EJB3从入门到精通》等等。

      +
      +
      • +
    • + +
      +

      陆老师

      +

      高级讲师

      +

      拥有多年开发和教学经验，精通Java EE领域编程语言。 深入研究流行框架 SpringMVC、Spring、Hibernate、MyBatis、缓存系统Redis等。 教学擅长理论与实际相结合，对复杂简单化。 曾参与研发大型项目《万达慧云系统》、《建筑需求响应运营管理系统》等。

      +
      +
      • +
    • + +
      +

      周老师

      +

      高级讲师

      +

      2015年加入黑马，精通Servlet、JSP、JavaMail、JDBC、JMS、WebService、Struts2、Spring、SpringMVC框架、MyBatis等技术；精通MySQL、Oracle数据库，Tomcat、JBoss等服务器的搭建和部署。在中软等企业从事大型Web项目的设计开发多年，曾任项目经理等职位。

      +
      +
      • +
    • + +
      +

      王老师

      +

      高级讲师

      +

      多年软件开发及项目管理经验，精通Java、PHP、C++等编程语言;先后在北京K2地产、由米定制等企业担任开发及管理工作；精通Struts2、Spring、Hibernate、SpringMVC、MyBatis等常用框架;对Oracle,MySQL,Redis,MongoDB等数据库技术有深入研究。

      +
      +
      • +
    • + +
      +

      何老师

      +

      高级讲师

      +

      拥有多年开发经验，先后在中科大洋、易宝支付等公司担任软件开发工程师等职务。热衷于研究主流Java开源框架、Web开发技术。擅长J2EE技术栈中的Spring、SpringMVC, MyBatis，SpringBoot等流行框架，以及对Tomcat, ElasticSearch, Oracle, MySQL，Redis等有深入研究。对待学生循循善诱，讲解知识深入浅出。

      +
      +
      • +
    • + +
      +

      李老师

      +

      高级讲师

      +

      8年Java EE开发与教学经验，精通Java EE技术体系，对Java Web以及Spring、SpringMVC、Struts2、Hibernate、MyBatis等技术有深入的研究。对微服务架构SpringBoot、SpringData、SpringCloud、Docker等技术有系统的研究。熟练应用Vue.js,Node.js，Angular.js等前端框架。精通MySQL、Oracle、Redis、MongoDB等数据的搭建和优化等，曾参与研发黑龙江联通管理系统，国家电网项目，中国电建招标平台系统等开发与管理工作。

      +
      +
      • +
    • + +
      +

      饶老师

      +

      高级讲师

      +

      Java EE开发与教学多年，精通Java EE技术体系，对流程SSH,SSM以及潮流的SpringData、SpringCloud、Docker等技术有深入的研究。授课逻辑严谨、条理清晰，注重学生独立解决问题的能力，善于总结一类问题，启发式教学。

      +
      +
      • +
    +
    +
      +
    +
    +
      +
    • + +
      +

      胡老师

      +

      高级讲师

      +

      从事软件开发工作多年，涉及.Net、HTML5、Unity3d、IOS等平台，曾参与乌龟猜猜,敲打乐敲你妹等跨平台游戏项目的开发，之后投身教育行业,授课过程中擅长使用图片、动画把知识点化繁为简,深受学员喜爱。

      +
      +
      • +
    • + +
      +

      王老师

      +

      高级讲师

      +

      具备多年电商&互联网移动APP市场&物联网行业的软件开发经验，对主流MVVM技术框架(React、微信小程序、Vue)，UI框架，模块化，原生JavaScript，Node.js，数据库，代码管理工具等有着丰富的实战运用经验和团队协作经验。曾带领团队完成企业级系统应用设计、搭建、开发、上线等一整套的流程。

      +
      +
      • +
    • + +
      +

      王老师

      +

      高级讲师

      +

      秉承务实、责任、创新、育人的价值观，用爱成就每一位学生。拥有多年互联网前端应用和软件开发经验，擅长React、Vue。曾就职于TalkingData、用友等公司，负责过多个大型数据分析和可视化平台、移动电商等项目架构和研发工作。

      +
      +
      • +
    • + +
      +

      苏老师

      +

      高级讲师

      +

      6年+从业经验，精通HTML5、CSS3、JavaSript， 熟悉Vue、React、Angular、jQuery、BootStrap。 特别擅长微信小程序，首次研发和实施了完整的微信小程序商城项目。 教学细腻，能够深入浅出地剖析知识点。

      +
      +
      • +
    • + +
      +

      潘老师

      +

      高级讲师

      +

      擅长前端企业级项目，在前端领域有自己的发明专利，精通大前端各个方向技术，走在技术的前沿，授课风格幽默，课堂氛围活跃，有强烈的责任心和使命感，能将教学知识与技术应用场景相结合，做到让学生学有所成，学以致用。

      +
      +
      • +
    • + +
      +

      李老师

      +

      高级讲师

      +

      毕业于211院校，曾就职于大型在线教育公司，主导通用组件库的研发，有丰富的项目开发经验和授课经验。擅长移动端开发以及前端主流框架Vue，React。上课风趣幽默，善于将晦涩难懂的术语用生活情境演绎；课后提炼重点，帮助学生高效学习。真正做到让学生知其然，并且知其所以然。

      +
      +
      • +
    • + +
      +

      梁老师

      +

      高级讲师

      +

      毕业于巴黎第十三大学网络多媒体专业，旅法期间服务于艾姆家居，Cibox（法国），曾任微来中国前端负责人，主导澳蚁，趣拼标前端架构。精通JavaScript、Vue、Node.js、jQuery，熟悉 PHP、MySQL，性格乐观开朗，上课善于带动学生的学习激情。

      +
      +
      • +
    • + +
      +

      万老师

      +

      高级讲师

      +

      开发全栈开发工程师，曾主导开发广铁运输、智能设备项目。精通Node.js、Webpack、Vue、React、微信小程序，热衷于技术分享，在B站上发布的微信小程序项目访问排名靠前。教学风格幽默、细腻、能快准狠的将知识传达给学生。

      +
      +
      • +
    • + +
      +

      赵老师

      +

      高级讲师

      +

      多年软件开发经验，曾负责上海银行App架构搭建，主导组件化开发；曾负责51CTO主站重构，及直播平台搭建，及负责鸿蒙社区维护，熟练使用redis缓存及服务端渲染；擅长JavaScript、Vue.js技术栈。

      +
      +
      • +
    • + +
      +

      毛老师

      +

      高级讲师

      +

      拥有多年电商&互联网金融行业的软件开发经验，曾在招商基金、eims、TCL集团担任项目经理与技术负责人职位，对主流的MVVM框架、移动端开发框架、UI框架、SPA、构建工具、Serverless、代码版本管理软件、模块化、RxJS、Node.js、数据库等技术有丰富的开发和团队协同经验。

      +
      +
      • +
    • + +
      +

      柴老师

      +

      高级讲师

      +

      Web前端开发工程师，五年开发经验，两年团队管理经验，Vue资深用户。先后参加多个大型管理系统开发，负责前端技术架构，公共业务组件封装；精通前端技术体系，熟练使用CSS3、ES6、Vue、React等前端技术；授课清晰和蔼，擅长调用学员的思考能力，深受学员喜爱。

      +
      +
      • +
    • + +
      +

      周老师

      +

      高级讲师

      +

      十年Java与Web前端项目研发与教学经验，曾担任系统架构师、前端主管等职位。曾主导和研发物联网、网银、团购、电商、金融等相关领域的项目。对Node.js、Vue、小程序、React、移动App、数据可视化等前端技术有深入研究并有丰富的项目架构和研发经验。授课条理清晰，循序渐进，深入浅出，认真耐心细致的将知识传授给每一位学员。

      +
      +
      • +
    • + +
      +

      高老师

      +

      高级讲师

      +

      八年团队研发经验，前后端各类技术均有涉猎，前后研发了多个平台级项目产品，曾担任某大型软件企业的前端架构师，负责公司平台级应用开发工具的设计和架构，精通OTO类移动开发业务，曾担任某大型餐饮软件公司前端负责人，负责公司移动端产品设计和技术架构的开发工作。

      +
      +
      • +
    • + +
      +

      蒋老师

      +

      高级讲师

      +

      Web前端工程师，多年前端开发和实践教学经验，精通JavaScript、Ajax、jQuery、Vue、React、小程序以及Node.js、PHP、MySQL等前后端技术。喜欢钻研，热爱源码封装，授课风趣幽默，由浅入深，广为好评！

      +
      +
      • +
    • + +
      +

      李老师

      +

      高级讲师

      +

      Web前端开发工程师，具有多年的Web开发经验和教学经验。精通HTML，CSS、JavaScript等，对于前端主流框架Vue、React等有深入研究。不但授课清晰, 而且指导超过千余名学生成功就业, 具有丰富的IT行业经验。授课风格幽默风趣，讲解课程细致深入浅出，授课过程中注重与学生的沟通，广受学生好评。

      +
      +
      • +
    • + +
      +

      宋老师

      +

      高级讲师

      +

      六年前端开发经验，曾担任核心技术团队前端负责人，对JavaScript, 小程序、Vue, Node等技术有深入的研发，擅长以项目、案例驱动教学，懂得如何以学生的角度去思考问题，亲和力强。曾参与华为云官网、华为云社区等多个大型项目的研发。

      +
      +
      • +
    • + +
      +

      张老师

      +

      高级讲师

      +

      06年软件工程毕业，资深全栈讲师，从前端到后端架构有一套完整体系，入行前带领技术团队完成用户日增长量10W+的翼推送项目、天翼宽带、页游平台及分成系统架构和研发。讲课深入浅出，思路清晰到位，深受学生好评。

      +
      +
      • +
    • + +
      +

      赵老师

      +

      高级讲师

      +

      多年开发经验，精通HTML5、CSS3、JavaScript、jQuery、Vue、React等前端技术，曾先后主导多个大型项目开发。授课认真负责、深入浅出，致力于让不同基础的学生日有所学、日有所长。

      +
      +
      • +
    +
    +
      +
    • + +
      +

      张老师

      +

      高级讲师

      +

      Apache Flink源码贡献者，专注大数据实时计算领域，ApacheCon Asia 2022亚洲峰会特邀讲师

      +
      +
      • +
    • + +
      +

      李老师

      +

      高级讲师

      +

      985计算机硕士，Apache Doris社区贡献者。

      +
      +
      • +
    • + +
      +

      赵老师

      +

      高级讲师

      +

      985计算机硕士，多年深耕大数据、人工智能领域，ApacheCon Asia 2022亚洲峰会特邀讲师

      +
      +
      • +
    • + +
      +

      曹老师

      +

      高级讲师

      +

      Apache Flink源码贡献者，擅长大数据云平台技术领域。

      +
      +
      • +
    • + +
      +

      赵老师

      +

      高级讲师

      +

      Apache Pulsar社区贡献者，擅长数仓领域技术。

      +
      +
      • +
    • + +
      +

      闻老师

      +

      高级讲师

      +

      擅长数仓领域技术，擅长海量数据下的流式计算和离线数据处理。

      +
      +
      • +
    • + +
      +

      张老师

      +

      高级讲师

      +

      10年开发和教学经验，擅长大数据实时计算，拥有互联网停车平台项目经验。

      +
      +
      • +
    • + +
      +

      孔老师

      +

      高级讲师

      +

      Apache DolphinScheduler社区贡献者，擅长离线数仓领域。

      +
      +
      • +
    • + +
      +

      江老师

      +

      高级讲师

      +

      大数据架构师，主导基于Flink的实时反欺诈风控、实时地铁故障预警等流式计算平台的设计和研发。

      +
      +
      • +
    • + +
      +

      张老师

      +

      高级讲师

      +

      擅长实时领域，拥有金融行业大数据应用架构及开发经验。

      +
      +
      • +
    • + +
      +

      原老师

      +

      高级讲师

      +

      北京大学计算机硕士，擅长大数据/人工智能领域技术。

      +
      +
      • +
    • + +
      +

      谢老师

      +

      高级讲师

      +

      擅长数仓领域技术，拥有丰富的安全领域大数据行业经验。

      +
      +
      • +
    • + +
      +

      史老师

      +

      高级讲师

      +

      大数据架构师，拥有丰富的技术攻坚经验。

      +
      +
      • +
    +
    +
      +
    • + +
      +

      李老师

      +

      高级讲师

      +

      北京化工大学工学硕士，多家互联网公司首席信息官，算法专家，具备多年机器学习，深度学习等人工智能相关算法的研发经验, 熟悉Python、Java等常用开发语言，对PyTorch,Tensorflow,PaddlePaddle等深度学习框架熟练使用，在自然语言处理应用方面具备多年的企业实践经验。

      +
      +
      • +
    • + +
      +

      原老师

      +

      高级讲师

      +

      北京大学电子与通信工程硕士, 多年开发经验,对数据分析,大数据,机器学习,后端开发等技术有深入了解, 精通java Python等常用开发语言,在多家软件公司担任软件工程师, 项目经理, 有新浪微博,中新网新闻发布系统等多个大型项目经验。

      +
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      • +
    • + +
      +

      赵老师

      +

      高级讲师

      +

      擅长人工智能领域技术，多年模式识别和数据挖掘开发经验，主导研发多项国家和省级科研项目，负责企业级信贷风控模型和智能医疗数据平台开发，专注ML/DL/PR/KG领域相关算法的应用，曾任职美团搜索部负责NER及Bert搜索排序优化对Hadoop、SparkTensorflow和PyTorch等大数据、人工智能技术有多年企业实践经验。

      +
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      • +
    • + +
      +

      魏老师

      +

      高级讲师

      +

      多年数据开发经验，曾参与过国云数据公司的数据中台开发，以及甲乙丙丁公司商品推荐系统开发。精通Python、MySQL编程语言，机器学习以及推荐相关算法，熟练应用Hadoop、Hive离线数仓等相关技术。曾担任过BI数据分析师，数据挖掘，推荐算法工程师，数据仓库工程师等数据以及算法相关岗位。

      +
      +
      • +
    • + +
      +

      刘老师

      +

      高级讲师

      +

      负责公司后台核心系统、资质审核系统、风控审核系统、标的审核系统的设计与搭建,对接存管银行的API,对接第三方银行机构。后台系统基于大数据的车辆对比系统、车辆实时信息联网查询、车辆电池信息以及前台基于百度地图的路径规划、动态围栏等功能。

      +
      +
      • +
    • + +
      +

      姚老师

      +

      高级讲师

      +

      毕业于哈尔滨工程大学，擅长GIS行业工程实战，在图像分割、检测、追踪等方面有多年从业经历，参与多项国家级/部委级重大项目，具备丰富的工程落地经验。

      +
      +
      • +
    • + +
      +

      李老师

      +

      高级讲师

      +

      曾就职于多家上市公司，并担任高级算法工程师、算法专家。研究领域包括NLP、目标检测、视频跟踪、大语言模型、多模态、模型推理加速等。

      +
      +
      • +
    • + +
      +

      李老师

      +

      高级讲师

      +

      6年开发经验，2年教学经验。在大型互联网公司担任TL、架构师，参与设计并搭建大数据、物联网等大型项目。精通Java、SSM框架以及SpringCloud、Dubbo、MQ等微服务架构体系。

      +
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      • +
    +
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      +
    • + +
      +

      刘老师

      +

      高级讲师

      +

      拥有10年设计经验，曾服务北京正邦品牌策划，百度用户体验中心，北京资海科技集团，龙采科技集团，优逸客科技教育集团，洛杉矶张大钦律师事务所等众多一线互联网设计与外包平台。担任视觉设计师。致力于研究视觉界面设计、品牌服务设计、人机交互等方向，项目经验丰富。

      +
      +
      • +
    • + +
      +

      闫老师

      +

      高级讲师

      +

      拥有7年的设计经验，视觉传达设计专业。精通photoshop、illusstrator，Axure等常用设计软件，熟练Html，CSS等前端技术。曾创办独立设计工作室。授课风格幽默，思路清晰。时常告诫学生莫忘设计初心，才能方得始终！

      +
      +
      • +
    • + +
      +

      李老师

      +

      高级讲师

      +

      拥有8年设计经验，艺术设计专业出身。涉及领域包括UI设计、网站设计、平面印刷广告、包装设计、手绘、VI设计等。曾为武汉理工孵化器、中国语料库等知名企业设计VI视觉识别系统，进行企业品牌推广。具备多年的网页与APP项目开发经验。

      +
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      • +
    • + +
      +

      曾老师

      +

      高级讲师

      +

      从事设计行业7年，精通多种设计软件。曾在广告公司担任设计师及设计总监。服务企业有深圳海洋局、招商地产、香港珠宝、华润集团等。2012年投身教育事业，深受广大学员爱戴。

      +
      +
      • +
    • + +
      +

      张老师

      +

      高级讲师

      +

      毕业于中央美术学院视觉传达专业，从事艺术设计类行业多年，曾任设计主管职位。主导进行7个品牌的提案，建立，维护，及后期升级的全案设计，服务于瑞幸，星巴克等30多个品牌。涉及品牌的线上视觉，线下电商，三维视觉，包装设计等，项目实战经验丰富。

      +
      +
      • +
    • + +
      +

      高老师

      +

      高级讲师

      +

      国内设计色彩搭配知名博主、Adobe认证讲师、十三年工作经验。擅长软件：Photoshop、Illustrator、CorelDRAW、Sketch、AxureRP、C4D、Principle等。服务过的部分知名客户：欧莱雅、万科地产、嘉顿食品、盛大游戏、宝马、阿里巴巴、新浪网、腾讯大粤网、福特汽车等。

      +
      +
      • +
    • + +
      +

      谭老师

      +

      高级讲师

      +

      14年互联网设计经验，首批移动互联网UI设计师，知名WEB设计师，对视觉设计、平面设计、界面设计、体验设计、交互设计、动画制作、影视后期等多方面有研究。曾主导腾讯、小米、IBM、路虎汽车、湖南卫视、上海世博会等500强企业互联网项目。

      +
      +
      • +
    +
    +
      +
    • + +
      +

      邢老师

      +

      高级讲师

      +

      10年Linux平台互联网开发经验，业界资深讲师。精通Linux内核开发、内核系统移植、ARM SOC体系结构设计、C/C++、Python、JavaScript、LISP、ARM/X86汇编等编程语言，全栈工程师对计算机原理从上到下融会贯通。

      +
      +
      • +
    • + +
      +

      许老师

      +

      高级讲师

      +

      10年以上软件测试开发、质量管理、项目管理经验，熟练使用Java、Python开发语言，擅长功能测试、接口测试、自动化测试、性能测试等；具有丰富的教学经验，授课幽默风趣，能积极调动学员的积极性。

      +
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      • +
    • + +
      +

      张老师

      +

      高级讲师

      +

      8年软件测试及项目管理经验，曾任职于蔚来汽车研发部门，在大型电商公司负责测试平台开发，测试管理工作；参与测试的项目有互联网出行，电子商务等，拥有丰富的Java和Python语言经验，有性能测试、自动化测试及测试平台的开发经验。

      +
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      • +
    • + +
      +

      刘老师

      +

      高级讲师

      +

      从事软件开发和软件测试10年, 熟悉软件项目开发和软件测试流程；熟悉多种测试环境搭建，熟练操作数据库，熟悉Java、Python、H5语言，对Web端自动化测试、接口测试有着丰富经验积累，并有丰富企培、校企合作专业领域培训经验。

      +
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    • + +
      +

      朱老师

      +

      高级讲师

      +

      8年以上软件测试及项目管理经验，能熟练运用Python等编程语言，擅长功能测试，接口测试，及自动化测试，能够通过丰富的项目实战经验激发学生学习兴趣，培养学生独立思考和解决问题的能力。具有国家信息系统项目管理师认证、ACP认证。

      +
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      • +
    +
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      +
    • + +
      +

      梁老师

      +

      高级讲师

      +

      7年互联网营销推广工作经验，对互联网+新营销有独到的见解和认知，曾为中国移动，中国电信，爱立信一线运营部进行营销培训，擅长以营销思维和锋利的创意解决问题。讲课风格循序渐进，让受训学员看得见、摸得着、体验得到的亲民教学，落到实处。

      +
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      • +
    • + +
      +

      刘老师

      +

      高级讲师

      +

      6年的互联网新媒体运营经验，对文字营销和视频营销有着独到的见解，为上百家企业做过新媒体营销策划方案。曾用2个月的时间孵化出0到200万粉丝的种草推荐类短视频账号，对热点事件极具敏感性。擅长讲故事，脱口秀，授课方式轻松幽默。

      +
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      吴老师

      +

      高级讲师

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      互联网行业从业十多年，曾任网站和电子杂志主编、市场营销主管、媒介主管、文案策划主管，文案策划、市场营销、网站运营和媒介监测经验丰富。曾主导腾讯游戏发布、腾讯动漫整体媒介营销、设计行业大赛策划和运营。

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      • +
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      张老师

      +

      高级讲师

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      5年短视频直播实战经验，曾担任多家企业运营总监、操盘手。擅长流量整体规划操盘、0-1IP孵化及流量变现。孵化的蓝V账号曾在抖音星图地产赛道排名第一，授课风格幽默严谨，擅长用案例启发思考。

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      王老师

      +

      高级讲师

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      致力于网站策划运营、网络营销推广SEM/SEO、淘宝SEO、QQ群优化、数据分析等媒体方面的研究与实践五年有余，经验丰富。在多家高热度网站拥有个人专栏，为众多互联网从业人员提供免费职业辅导和工作指导，拥有忠实粉丝圈，口碑在业界广为人知。

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      彭老师

      +

      高级讲师

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      6年新媒体短视频运营经验，创业做过新媒体代运营公司，有丰富的甲方、乙方、MCN机构等行业经验，在短视频以及公众号时代分别做过百万+、十万+等大小账号，合作过的企业有：招行、中行、平安、华润三九、达利、泰康、晨光、东鹏特饮等，擅长新媒体短视频ip孵化，直播带货等新媒体知识分享。

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      尹老师

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      高级讲师

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      红粉笔联合创始人，曾在中山大学、河北经贸大学等二十余所高校讲授短视频、电商实训项目。具有多个领域商业变现经验，涵盖教育、娱乐、剧情、旅行、电商种草等领域。指导众多学员项目案例，学员零启动美食账号单个作品涨粉20W+、零启动新奇特特效账号首作品流量破100w+，单条带货视频变现8W+。

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      赵老师

      +

      高级讲师

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      四年短视频和直播运营经验，创过业，北抖会创始人，哈尔滨工业大学毕业，曾任百度、苏宁AI架构师和AI产品经理，擅长知识类IP孵化和AI创作爆款短视频。运营过2个百万粉丝大号和3个同时在线过千人的直播间，创作过单条超一千万播放量和多条过百万播放量的爆款短视频，研发课程《AI制作爆款短视频》，抖音账号：野哥玩AI。

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      宋老师

      +

      高级讲师

      +

      毕业于中国矿业大学新闻传播学，8年文旅媒体行业从业经验。从传统电视媒体转型新媒体短视频行业，深耕短视频及直播运营，擅长社交媒体平台机制及玩法，主导从0-1短视频矩阵及直播商业化变现。擅长以短视频及社群赋能上市旅企高质量发展，媒体营销实战经验丰富，操盘10+上市旅企的新媒体及社群运营工作，包括八达岭长城、天山天池、峨眉山、国际大巴扎、少林寺等5A、4A世界级旅游度假型景区。

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      张老师

      +

      高级讲师

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      中国开放原子开源基金会银牌讲师，广东省人力资源与社会保障厅师资培训基地人工智能、区块链技术专家讲师。广东省职业教育“双师型”名师工作室成员，厦门大学大数据实验室百家讲坛特邀讲师。多本畅销软件开发教材的编写人和审稿人，国家十三五教材审稿人，在教学方面有丰富的经验。

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      李老师

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      高级讲师

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      开放原子开源基金会银牌讲师。具有多年常见指令集架构下的单片机外设、嵌入式操作系统下的开发经验。擅长机器视觉、深度学习结合各类传感器在智能机器人领域的应用。多年的教学经验，在基础理论和高等数学等方向的教学有深入的研究。

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      肖老师

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      高级讲师

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      开放原子开源基金会银牌讲师，毕业于深圳大学，10年的软件开发,机器学习和人工智能算法研发经验。精通C/C++, Python等开发语言, 对智能机器人以及Pytorch有丰富的项目授课经验,对项目全流程开发有丰富的架构经验,对算法工程实践有深入的研究。授课风格风趣幽默, 知识讲解结构层次分明。

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      吴老师

      +

      高级讲师

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      传智教育高级讲师,拥有多年智能机器人、物联网行业经验。精通C++、C、Python、Java等多种编程语言,精通ROS机器人操作系统,对机器人开发有深入研究。

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      • +
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      +

      肖老师

      +

      高级讲师

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      传智教育高级讲师，鸿蒙开发先行者。精通C、C++、Python、Java等多种编程语言，熟悉电子电路设计，拥有多年物联网行业经验，精通ROS机器人操作系统，对机器人开发有一定见解。教学方面能够激发学生的学习兴趣，帮助他们发掘自己的潜能，能够为学生提供专业的技术指导，帮助他们解决实际开发中遇到的问题。

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      唐老师

      +

      高级讲师

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      中国开放原子开源基金会银牌讲师，擅长物联网协议、物联网设备的软硬件开发部署。精于通过编写优质C、C++代码，实现芯片功能。对智能硬件设计开发、机器人运动控制、传感器数据处理、人工智能算法有深入的理解和丰富的经验。

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      江老师

      +

      高级讲师

      +

      高级讲师，资深开发工程师，10多年研发经验和教学经验。精通C/C++/Python语言编程，对GTK+、Qt图形界面编程有深入研究，精通嵌入式、物联网开发，熟练自动化测试。拥有丰富的授课及培训技巧，讲课幽默生动有趣，深入浅出。

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      覃老师

      +

      高级讲师

      +

      精通C、C++、Python、Java等多种编程语言，擅长基于ROS下的工业互联网智能化开发，尤其在激光雕刻等工控机方向有较丰富的经验。熟悉物联网开发，多年教学经验，擅长启发学生思考，课堂风格轻松有趣。

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    + + + + + \ No newline at end of file diff --git a/python爬虫/python爬虫练习/scrapy_practise/teachers.csv b/python爬虫/python爬虫练习/scrapy_practise/teachers.csv new file mode 100644 index 0000000..265f5e2 --- /dev/null +++ b/python爬虫/python爬虫练习/scrapy_practise/teachers.csv @@ -0,0 +1,150 @@ +info,name,title +11年JAVA开发经验，9年技术团队管理经验，7年项目架构经验（系统架构师职称），在电子政务、企业办公、电子商务、社交网络、移动应用、互金等行业软件方面拥有丰富的项目实战经验。先后在飞利信、高伟达、成都融特、日立、人人贷担任部门经理、TeamLeader、技术经理、Senior Consultant、技术经理，负责全国政协门户、Wradio+、Chinaface、居然在线、个贷官网、人人U学、Crawlers、Babel大数据平台等项目研发。 ,罗老师,高级讲师 +擅长Java EE企业级应用，十余年项目管理经验，曾担任开发工程师，架构师等重要角色。主导多个大型项目的架构设计、管理等工作。在互联网项目领域具备丰富的经验，精通微服务架构，擅长解决高并发，亿级数据量等架构设计，拥有广泛的技术面与实践经验。,姜老师,高级讲师 +11年互联网项目研发经验及教学经验，曾担任过开发工程师，技术部经理等职务。精通Java技术栈、对SpringBoot、Redis、RabbitMQ、ElasticSearch、Docker、SpringCloud等有深入研究。专注于分布式、高可用、高性能、微服务架构的设计。,陈老师,高级讲师 +"具有多年开发经验,曾先后在重庆科普、微创、爱奇艺等多家软件公司担任软件开发工程师、项目经理等职务，精通Java EE、Struts2、Spring、Hibernate应用开发。",石老师,高级讲师 +6年软件开发与教学经验，曾在北京航天四创、中科软等单位担任研发经理职务，曾主持参与浙江省机要系统、国家电网系统、济宁市医疗平台、中国电信网络规划平台、人民日报社扶贫APP的设计开发工作。精通分布式、大数据、微服务、高并发、高可用等相关技术架构。 ,郭老师,高级讲师 +多年开发和教学经验，曾在三星（中国）参与过大型跨国项目担任开发工程师，授课风趣幽默，精通Java EE、数据库、MyBatis、Spring全家桶等企业级常用技术；分布式系统开发经验丰富，对SpringBoot、SpringCloud、Dubbo、ZooKeeper 、ES、Solr、Redis、MQ等分布式技术深有研究。 ,付老师,高级讲师 +10年软件开发和教学经验，武汉理工计算机和武汉大学经济学双学位，在Java和大数据开发领域有丰富的经验，曾参与铁路12306数据中台、用户画像、正晚点预测等多个系统的研发工作。 ,杨老师,高级讲师 +13年软件开发管理与教学经验；软件与大数据开发认证工程师，项目经理。曾开发管理过信诚人寿、美的、民生银行、青岛啤酒、联想、SGS e-learning、国家工商总局市场信用分类监管系统等。熟悉分布式、微服务等J2EE及大数据生态圈技术知识体系。 ,廖老师,高级讲师 +12年互联网项目研发经验及教学经验，曾担任过开发工程师、技术部经理等职务。参与国家电网系统、饿了么外卖平台、每日优鲜O2O平台的设计以及开发工作。精通Java技术栈、对SpringBoot、Redis、Rabbit MQ、ElasticSearch、Docker、Spring Cloud等有深入研究。专注于分布式、高可用、高性能、微服务架构的设计。 ,蒙老师,高级讲师 +6年软件开发经验，曾任职医惠科技开发工程师、阿里巴巴开发工程师岗位，担任过高级开发工程师、项目经理、技术经理等职位。对大型TOB项目如His系统中分布式服务、数字化架构、高并发、高可用、数据一致性等有丰富的项目经验和业务知识。 ,何老师,高级讲师 +"5年软件开发及教学经验，先后在多家IT公司担任Android、Java方向软件开发工程师，研发项目涉及,新闻,理财,社交,教育等方向对Android、Java SE、Java Web、MySQL、前端等技术深入研究。 ",杨老师,高级讲师 +13年的项目开发和教育培训经验，精通Java EE的主流开发框架、Oracle和MySQL等关系型数据库。曾在中科院遥感应用研究所、慧点科技、达利本斯等公司担任软件开发工程师、项目总监，带团队做过边防部队、人寿集团、平安集团等多个企业的大型项目，之后在互联网公司知果科技担任开发经理，完成知果果网的核心产品开发。 ,师老师,高级讲师 +北京航空航天大学 计算机毕业。10年技术开发与管理经验。曾在北大方正、知名游戏公司、互联网公司等担任研发工程师、技术经理。参与移动聊天工具企业版、新媒体营销平台、档案信息管理系统等大型项目研发工作。擅长总结和梳理知识点，深入的对每个技术点进行讲解，引导式教学，注重培养学员能力。 ,杨老师,高级讲师 +多年教学和开发经验对Java EE技术体系结构、Java Web原理有深刻理解。精通RPC、消息中间件、SSM、SpringCloud等技术，曾参与中国移动门户系统、中国移动集团客户对公平台、CRM系统、健康管理系统等。热衷于技术研究，善于用引导方式教学；授课思路清晰，注重学生基础知识掌握扎实，注重培养学生自主解决问题的能力。 ,于老师,高级讲师 +多年网络安全及密码学开发经验，服务器研发经验，曾任职国家互联网应急中心关口监测系统研发经理职位。精通Golang、C/C++程序设计，Go与区块链领域先驱者。,刘老师,高级讲师 +8年软件开发及教育相关工作; 有丰富的企业APP、网站、手游开发经验；精通大数据、Java等多种前沿技术，对Linux、MySQL、SSM框架底层、微服务架构 等有一定研究。喜欢钻研，乐于分享。学生遍及阿里、腾讯、苏宁等众多互联网企业。 ,单老师,高级讲师 +8年Java EE企业级开发经验，5年开发团队管理经验，曾任某大型国有企业项目负责人，对于构建高吞吐、低延迟、分布式架构有丰富经验。精通Java SE、Java Web、Spring、SpringMVC、MyBatis和微服务等主流技术栈。具备丰富的项目重构和性能调优实战经验。秉承“复杂问题简单化，抽象问题具体化”的教学理念，注重学员解决问题能力和个人综合能力的全方位培养。 ,李老师,高级讲师 +9年开发经验，3年授课经验。精通Oracle、DB2、MySQL等数据库使用，精通SSM、MQ、Security等框架使用，熟练Redis、SOA、微服等高可用架构的搭建。曾就职于联想信息产品（深圳）有限公司研发实验室，从事Think产品研发系统的开发与维护。工作积极认真与强烈的责任感、思维视野开阔。,叶老师,高级讲师 +"10年以上开发以及教育经验，参与过大型的电子商务购物平台、中国电信在线营业厅等项目的开发，在我友科技、杭州数云信息技术担任开发经理职位。曾参与项目：《NewBI》《我友商城》《中国电信套餐直通车》等。 +",张老师,高级讲师 +13年开发管理经验，曾先后就职于东亚银行、京东等知名企业，担任过高级开发工程师、项目经理、技术经理、架构师等职位，对电商、金融风控、反欺诈领域及互联网分布式服务、高并发、高可用、秒杀场景等有丰富项目经验和行业知识。精通JavaSE、JavaEE、SSM、Spring全家桶、分布式缓存、各种消息中间件等。对多线程、高并发的解决方案及各种开源技术有着深厚的研究。 ,李老师,高级讲师 +8年IT从业经验，先后担任高级Java软件工程师、项目组长等职务。具有扎实的Java基本功底和良好的编程规范，精通Java EE当下主流技术SSM，Spring，SpringMVC，Spring Boot，Spring Cloud，Spring Cloud Alibaba和NoSQL数据库；精通MySQL和Oracle数据库产品；多年分布式架构下的开发经验。具备扎实的技术功底、丰富的软件研发、项目管理经验及IT教学经验。幽默风趣，能充分调动学生学习的积极性与主动性，擅长以学员实际掌握情况灵活调整授课方案，以保证学员吸收最大化。 ,蒋老师,高级讲师 +11年软件开发及教学经验，曾先后在360、亚信联创、众信旅游担任研发工程师、技术经理岗位。擅长Java后台程序设计、微服务开发等，特别是在互联网领域有很强的开发经验。授课思路清晰，对学生认真负责，注重学生学习效果。研发以及录制大型新闻资讯项目《黑马头条》。 ,于老师,高级讲师 +7年教学和开发经验。精通Java EE技术体系，对Java SE、Java Web、MySQL、Redis、Spring、SpringMVC以及MyBatis等技术点有深刻理解，授课风格幽默风趣，通俗易懂，条理清晰。关注于学生的成长、极具亲和力！ ,姜老师,高级讲师 +多年互联网项目与游戏项目研发和管理经验，曾带领公司团队研发电商、社交、实时视频等相关领域项目。涉及H5、Unity3D、小程序等不同平台。对Vue，React，微信小程序等都有研究并具备了丰富的项目架构与研发经验。 ,许老师,高级讲师 +"8年Java后台开发及教育工作经验，熟悉Java SE, Java EE, Spring,MyBatis, MySQL等常用框架，熟悉ELK技术栈，SpringCloud生态圈技术。熟练使用Vue.js, Node.js, Webpack等前端技术。曾在多家大型公司担任软件工程师，项目经理职务，涉及在线教育、证券交易、电商等不同领域。目前授课范围：SpringMVC, MyBatis, Lucene, Solr, SolrCloud, 乐优商城。 ",张老师,高级讲师 +10余年互联网行业开发经验及教学经验，资深架构师，精通Java、C、Python等开发语言。曾就职大型互联网公司从事电商架构相关的设计和Java开发平台以及基础中间件的设计研发工作；曾主导研发了支持高并发处理能力的API网关、高性能数据库连接池以及海量数据归档平台。授课诙谐幽默，讲解通俗易懂。 ,赵老师,高级讲师 +10年Java研发和教学经验。先后任职于东方邦信、明医众禾、开薪点、企家有道等大型互联网企业，担任高级Java研发、技术经理等职务。负责和主导过多个互联网项目，如东方汇、医德帮、薪人薪事，涉及互联网金融、PHC基层医疗生态、人资 SaaS等领域。精通Java EE基础、并发编程、Socket网络编程，对Spring全家桶、Netty、MyBatis、MySQL Oracle、Redis、SpringBoot、Dubbo、Spring Cloud & Alibaba 微服务体系、RabbitMQ、Docker、K8S等多种互联网前沿技术有深入研究，熟悉JS 、Jquery、Bootstrap、Seajs、Backbone、ElementUI等前端技术。专注细致、幽默风趣，善于结合生活化场景和实际企业场景传达知识点。 ,刘老师,高级讲师 +5年的Java软件开发经验，5年Java专业教学经验，曾参与设计与开发多个大型互联网项目，主要有质监抽检，青历商城，E贷网P2P，天艺引资评估系统等等。长期致力于Web应用的开发与设计。擅长Java EE核心技术，SSM、Dubbo、SpringBoot、SpringCloud等。 ,郭老师,高级讲师 +6年开发经验，2年教学经验。在大型互联网公司担任TL、架构师，参与设计并搭建大数据、物联网等大型项目。精通Java、SSM框架以及SpringCloud、Dubbo、MQ等微服务架构体系。 ,李老师,高级讲师 +曾任职于中国移动、平安保险。精通Java EE体系、MySQL、Android、鸿蒙等技术。主导研发《三天从0带你写一个Java小游戏》、《9天快速入门Java》、《Java从入门到起飞》、《鸿蒙应用开发》等多套课程。 ,张老师,高级讲师 +8年Java研发及教学经验，精通JavaEE技术体系，曾担任开发工程师、架构师等重要角色。参与于采帅令外卖系统、中国中铁集团道岔钢轨测量系统、中仕学社等互联网项目设计研发。曾主导过多个大型企业级项目的研发。对流行框架Spring，Redis、ElasticSearch、MQ中间件等有深入研究，熟悉以SpringCloud为核心的微服务技术体系，以及微服务在企业落地的最佳实践。授课幽默风趣，条理清晰，乐于分享，注重培养学生独立思考的能力。 ,申老师,高级讲师 +"5年的软件开发及教学经验,擅长Java EE企业级应用，参与多个大型项目的架构设计、管理、开发等工作。在互联网项目领域具备丰富的经验，掌握Java SE，Java Web、MySQL、Redis以及Spring、SpringMVC、MyBatis、SpringBoot、SpringCloud等分布式架构技术，拥有广泛的技术面与实践经验。 ",律老师,高级讲师 +多年互联网开发经验，深入理解Java虚拟机原理，以及参数优化，对SSM、SpringBoot、SpringCloud微服务等主流框架有深入的理解和使用，对实时流处理框架storm，并Kafka有多年使用经验。 ,刘老师,高级讲师 +15年研发经验，曾担任架构师、项目经理等职位，精通JavaEE技术栈，曾负责全国党员远程教育系统、云南学分银行系统、郑州地铁CCTV网管系统等项目的研发与管理工作。 ,苗老师,高级讲师 +"精通C#，Java语言开发，精通MySQL，Oracle，SQL Server数据库，SSM框架，JS，jQuery前段框架。先后在广东源恒科技有限公司、武汉付运通科技有限公司任职, 教学严谨，授课思路清晰，善于语言表达和总结行业经验，因材施教。 ",袁老师,高级讲师 +多年开发与教学经验，精通Java企业平台开发技术，熟练掌握并使用设计模式、常用开源框架、分布式架构及微服务架构，先后担任过工程师、项目经理等职位，曾参与过商城项目，主导过智慧医疗等项目研发，具备一定的项目管理经验，同时具有丰富的教学经验，授课认真负责，条理清晰。 ,李老师,高级讲师 +"10年Java开发及教学经验,曾在多家公司担任软件开发工程师，技术功底深厚，授课幽默风趣，通俗易懂。精通MySQL,Redis及Spring, MyBatis, SpringMVC, SpringBoot, SpringCloud, SpringData系列框架，并对Solr, ElasticSearch, Dubbo, MQ中间件技术有深入研究。 ",邓老师,高级讲师 +9年一线研发与教学经验，曾先后在中石油、久其软件等企业担任研发工程师，参与油气管道全生命周期建设、昆仑燃气等项目，并为国资委、兵工、航天科工等研发CI财报产品。精通Java SE、Java EE技术和SSH/SSM、SpringBoot等常用框架，对Dubbo、ZooKeeper、SpringCloud、MQ、Redis、MongoDB、MySQL等流行框架和技术有深入研究。授课逻辑清晰，通俗易懂，受到众多学生的认可和喜爱。 ,刘老师,高级讲师 +5年Java开发和项目管理经验，3年的授课经验。曾先后于北大医信、泰和诚任开发工程师、项目主管职位，精通Java语言，擅长Java EE技术栈，对MySQL数据库有深入的了解。课堂幽默风趣，善于用生活中的例子讲解Java中晦涩难懂的知识点。,翟老师,高级讲师 +多年开发和教学经验，曾在中星测控、中软国际担任开发工程师，有移动端、PC端、服务端软件等多类型软件的开发经验，授课不拘一格、深入浅出、风默有趣。精通Java开发，对JVM、数据库、Web规范、数据结构与算法以及主流应用框架均有深入研究。 ,高老师,高级讲师 +多年开发与教学经验，对Spring生态系统，消息中间件，数据库等技术有深入理解和研究。先后在陕西出版集团，中软、电讯盈科等担任过软件开发工程师职务，参与开发过书海小说网，延安英雄传后端等项目开发。 ,李老师,高级讲师 +具有8年软件开发与教学经验，具有丰富的开发经验，先后在四方精创、华侨城文旅科技、达普信科技等公司担任技术研发与项目运维等工作，先后经历过中国银行(香港)私人银行业务开发、华侨城文旅科技公司内部网站建设以及海关平台相关业务的需求研发。熟悉使用SSH、SSM、缓存Redis、MySQL、Oracle、数据报表等。 ,李老师,高级讲师 +从事Java EE开发及教学工作多年，先后在多家公司担任开发工程师，项目经理等职务。精通Redis及Spring、MyBatis、SpringMVC、SpringBoot、SpringCloud系列框架；拥有大数据项目开发经验，对Hadoop生态圈如Hive，Zookeeper，Hbase等技术有深入研究。 ,袁老师,高级讲师 +毕业于东北师范大学，五年以上开发经验，多年软件开发教育培训经验，精通Java SE、MySQL等编程开发语言和开发技术，熟练掌握各种数据结构和算法，精通Spring、SpringMVC、MyBatis等常用框架，熟练掌握微服务框架，授课风格幽默风趣，可以将知识化繁为简、深入浅出的教授给学员。 ,李老师,高级讲师 +5年软件研发与项目管理经验，精通Java开发语言以及MySQL、Oracle数据库，对Java流行框架有深入研究，曾在企业中参与主导旅游、活动竞赛等领域项目开发。在传智播客有三年教学经验，授课认真负责，注重学员独立分析能力。 ,王老师,高级讲师 +5年软件开发及教学经验，Android、Java方向软件开发工程师，研发项目涉及教育、新闻、娱乐直播等。对Android、Java SE、Java Web、MySQL、前端等技术深入研究。 ,郝老师,高级讲师 +15年研发及技术管理经验，历任Java研发、架构师、技术总监等职位。热衷于研究主流Java技术，擅长微服务、高并发、高可用、大数据处理平台的搭建及主要解决方案的落地实施。曾主持开发电商日志采集系统、电商数据开放平台、电商推荐和搜索分析系统、商家开放平台、物联网冷链监控平台等电商及物联网行业SaaS项目。 ,陈老师,高级讲师 +"985,211重点大学毕业，拥有10年的开发经验和架构设计经验，曾在几个大型公司担任系统架构师，精通系统架构，曾主持各种大型网站架构设计与开发，主持设计研发ODPS框架，SWORD框架，授课特点：幽默风趣,通俗易懂,条理清晰,层次分明。 ",张老师,高级讲师 +6年Java软件开发及相关教育工作，熟悉Java EE、Android开发，对主流框架有深入了解。曾参与过联通集成公司的4G系统和结算系统开发；主导过移动健康相关项目应用开发。传智授课3年，讲课风格诙谐幽默，倡导寓教于乐的授课方式。 ,张老师,高级讲师 +多年J2EE项目研发及管理经验，曾就职于多家大型互联网企业，有着多年的一线开发经验，涉及过互联网电商项目，移动管理系统等，企业ERP系统，手机App项目等。精通Java SE，Java Web，对Spring、MyBatis、SpringMVC、SpringBoot、Android、MySQL、Redis、Solr、Dubbo、FastDFS等有深入研究。,刘老师,高级讲师 +7年软件开发与教学经验，曾负责游戏大数据平台可视化、国家公开信息采集系统、企业电商架构构建等。精通JavaEE，SSM/SSH、Spring全家桶技术。对NoSQL、消息队列、服务集成、微服务、持续集成及各种开源技术有着深厚的研究。 ,年老师,高级讲师 +多年开发和教学经验，涉及到手机应用Web后台开发，精通Java SE、 Java EE、Android。曾多次参与开发国家版权局对应版权业务。 ,周老师,高级讲师 +6年一线研发经验，2年Java教学经验，先后负责国家电网、质检总局、广西海关等单位的多个大型系统研发，后期主做在线教育互联网项目。精通MVC框架、擅长分布式框架、微服务框架，授课有热情、思路清晰、深入浅出。主讲项目阶段及就业冲刺阶段课程。 ,陈老师,高级讲师 +"拥有5年的企业开发和教学经验，对于目前主流的SSM, SpingBoot, SpingCloud, SQL优化等常用框架和技术都有深入的理解。熟练掌握Redis缓存技术和缓存方案。对于常用的消息中间件RabbitMQ和ActiveMQ等以及定时任务等都有相关的实际开发经验。对于前端框架Vue.jsp以及其他前端基础都有所涉及。 ",黄老师,高级讲师 +"14年软件开发与教学经验，具有丰富的技术团队管理经验，精通Java + EE(JSPServlet、JDBC、Struts2、Spring、Hibernate、MyBatis)，以及 WebService、Ajax、Oracle、DB2、MySQL、NoSQL、分布式RPC框架Dubbo、SpringCloud、ZooKeeper、MQ、Redis等。曾先后参与江苏媒资系统、中信银行大客户对公平台、胜利油田办公自动化平台、武警部队信息化系统的研发与管理工作。",赵老师,高级讲师 +JAVA开发工程师。有着多年的软件开发经验，精通Java EE企业级应用技术，精通MySql、Oracle、DB2等主流关系型数据库，有着丰富的数据库开发经验。曾经参与过移动公司的实时人流监控、用户缴费日志实时分析等大数据项目，熟悉大数据相关开发。 ,徐老师,高级讲师 +10年软件研发、项目管理与教学经验，精通Java开发技术，曾先后担任过技术经理、技术主管、项目经理等职位。主导研发超过5个以上大型项目与平台。精通微服务架构，擅长解决高并发，亿级数据量等架构设计，拥有广泛的技术面与实践经验。 ,陈老师,高级讲师 +10年企业一线开发经验，在多家企业担任开发工程师，架构师，项目经理等职位，参与或主持航信-航意险，中彩网，网上商城等项目的开发。专注于JavaEE开发，深入研究Spring全家桶、MyBatis、Dobuo等流行框架，对分布式，微服务架构体系有独到的见解。 ,张老师,高级讲师 +"多年开发和教学经验，对Java EE，iOS，Android多平台的开发有丰富经验，熟练掌握SSM、Dubbo，Spring Security，SpringBoot等框架，能熟练操作Oracle，MySQL等关系型数据库,   授课幽默风趣，通俗易懂，关注学员消化吸收，注重培养学员独立分析能力及动手能力。 ",李老师,高级讲师 +12年工作经验，架构师，多年IT领域研发经验、深入的理解SSM、Redis、RocketMQ、Memcached、Quartz、Dubbo、SpringBoot、SpringCloud等框架，主要负责参与的项目《全国数字物价监测中心》、《上海浦发银行信用卡客户服务中心》、《某金融平台统一支付中心》等项目。 ,束老师,高级讲师 +"13年项目开发和教学经验，对SpringData、SpringCloud、Docker等技术有深入的研究，熟练掌握 MySQL、Redis,SSM框架、Dubbo、ZooKeeper等技术，热衷主流Java开源框架，曾参与中国电信计费系统、银行自动服务后台操作系统等。 ",唐老师,高级讲师 +"负责公司后台核心系统、资质审核系统、风控审核系统、标的审核系统的设计与搭建,对接存管银行的API,对接第三方银行机构。后台系统基于大数据的车辆对比系统、车辆实时信息联网查询、车辆电池信息以及前台基于百度地图的路径规划、动态围栏等功能。",刘老师,高级讲师 +"10年软件开发经验，曾在用友网络担任项目经理、项目总监等职务，先后主导过佛山美的集团互联网系统应用、白云国际机场商旅电商系统和深圳民太安公估保险移动互联网应用等。 精通Java EE、并发编程、SSM、SpringBoot。对CDN、NoSQL、消息队列、微服务、JVM性能调优、爬虫级各种开源框架等技术。 + ",宋老师,高级讲师 +10年Java从业经验，曾负责安防视频监控系统、华为VMS语言邮箱系统、电信网络质量监控系统、溯源APP等。精通Java SE，Java EE，SSM/SSH，Spring全家桶。对NoSQL、消息队列、服务集成、流程引擎、微服务、持续集成及各种开源技术有着深厚的研究。 ,徐老师,高级讲师 +从事Java工作多年，有着丰富的开发和教学经验，Java，JSP，Servlet开发，精通SSM、Dubbo，Spring Security，Struts2，Hibernate等框架，能熟练操作Oracle，MySQL等关系型数据库。授课幽默风趣，通俗易懂。 ,杨老师,高级讲师 +从事十年大型互联网软件开发和教学工作，具有丰富的软件开发和项目管理经验，精通Java 、Swift、Python等语言，曾主导并参与多个大型项目，包括W3Mobile华为协同办公平台，迪士尼蓝牙点读笔等。具有丰富的教学经验，授课思路清晰，风趣幽默，通俗易懂。 ,张老师,高级讲师 +10多年IT从业经验，北大计算机毕业，曾在中科软从事系统分析与架构工作，精通OOM、PD、DDD建模；对计算机原理、体系结构、常用算法有深入研究；熟练分布式和微服务环境下的主流技术架构。 ,王老师,高级讲师 +"9年Java开发管理和教学,先后在STS（国外）、艾默生网络能源、华胜天成等担任过软件开发工程师、项目主管等职务。精通MySQL、Oracle等数据库以及市场流行的Web框架（SSM、Spring全家桶等）。参与完成的项目主要有:移动国漫项目、短信平台、流量平台、海外物流等。 ",王老师,高级讲师 +先后在宜信、顺丰、美菜担任研发工程师，具有近10年的Java实战研发经验，熟练掌握当今主流技术(MyBatis/iBatis、Spring、SpringMVC、Dubbo、Elasticsearch、SpringBoot、SpringCloud)，曾参与研发基础医疗His、CRM、美菜搜索、顺丰优选等项目。 ,孔老师,高级讲师 +"曾担任过Android应用开发,Java企业级开发工程师,智能家居行业曾获取App软件专利,精通MyBatis，SpringMVC，Spring，Vue等当下主流的框架，以及其底层实现的原理，熟练使用MySQL，Oracle，Redis主流的数据库，有丰富的授课经验。 ",梅老师,高级讲师 +上海交大软件工程毕业，10年大型项目实战经验，精通C++、Java、JavaScript等多种主流开发语言。曾在多家500强企业任职，参与金融、物联网、通信等多个领域系统的设计和开发，对常用分布式技术和微服务架构均有深入研究。 ,夏老师,高级讲师 +曾经主导和参与过：中国银行网点规划系统、河南移动网上营业厅、郑州市科技局综合性门户网站、河南地税缴费系统等等项目。曾经参与策划和编写过多本书籍并出版发行，例如《Ajax+JSP巧学巧用》《Struts2框架开发从入门到精通》《EJB3从入门到精通》等等。 ,张老师,高级讲师 +拥有多年开发和教学经验，精通Java EE领域编程语言。 深入研究流行框架 SpringMVC、Spring、Hibernate、MyBatis、缓存系统Redis等。 教学擅长理论与实际相结合，对复杂简单化。 曾参与研发大型项目《万达慧云系统》、《建筑需求响应运营管理系统》等。 ,陆老师,高级讲师 +2015年加入黑马，精通Servlet、JSP、JavaMail、JDBC、JMS、WebService、Struts2、Spring、SpringMVC框架、MyBatis等技术；精通MySQL、Oracle数据库，Tomcat、JBoss等服务器的搭建和部署。在中软等企业从事大型Web项目的设计开发多年，曾任项目经理等职位。 ,周老师,高级讲师 +"多年软件开发及项目管理经验，精通Java、PHP、C++等编程语言;先后在北京K2地产、由米定制等企业担任开发及管理工作；精通Struts2、Spring、Hibernate、SpringMVC、MyBatis等常用框架;对Oracle,MySQL,Redis,MongoDB等数据库技术有深入研究。",王老师,高级讲师 +"拥有多年开发经验，先后在中科大洋、易宝支付等公司担任软件开发工程师等职务。热衷于研究主流Java开源框架、Web开发技术。擅长J2EE技术栈中的Spring、SpringMVC, MyBatis，SpringBoot等流行框架，以及对Tomcat, ElasticSearch, Oracle, MySQL，Redis等有深入研究。对待学生循循善诱，讲解知识深入浅出。",何老师,高级讲师 +"8年Java EE开发与教学经验，精通Java EE技术体系，对Java Web以及Spring、SpringMVC、Struts2、Hibernate、MyBatis等技术有深入的研究。对微服务架构SpringBoot、SpringData、SpringCloud、Docker等技术有系统的研究。熟练应用Vue.js,Node.js，Angular.js等前端框架。精通MySQL、Oracle、Redis、MongoDB等数据的搭建和优化等，曾参与研发黑龙江联通管理系统，国家电网项目，中国电建招标平台系统等开发与管理工作。 ",李老师,高级讲师 +"Java EE开发与教学多年，精通Java EE技术体系，对流程SSH,SSM以及潮流的SpringData、SpringCloud、Docker等技术有深入的研究。授课逻辑严谨、条理清晰，注重学生独立解决问题的能力，善于总结一类问题，启发式教学。 ",饶老师,高级讲师 +"从事软件开发工作多年，涉及.Net、HTML5、Unity3d、IOS等平台，曾参与乌龟猜猜,敲打乐敲你妹等跨平台游戏项目的开发，之后投身教育行业,授课过程中擅长使用图片、动画把知识点化繁为简,深受学员喜爱。",胡老师,高级讲师 +具备多年电商&互联网移动APP市场&物联网行业的软件开发经验，对主流MVVM技术框架(React、微信小程序、Vue)，UI框架，模块化，原生JavaScript，Node.js，数据库，代码管理工具等有着丰富的实战运用经验和团队协作经验。曾带领团队完成企业级系统应用设计、搭建、开发、上线等一整套的流程。 ,王老师,高级讲师 +秉承务实、责任、创新、育人的价值观，用爱成就每一位学生。拥有多年互联网前端应用和软件开发经验，擅长React、Vue。曾就职于TalkingData、用友等公司，负责过多个大型数据分析和可视化平台、移动电商等项目架构和研发工作。,王老师,高级讲师 +6年+从业经验，精通HTML5、CSS3、JavaSript， 熟悉Vue、React、Angular、jQuery、BootStrap。 特别擅长微信小程序，首次研发和实施了完整的微信小程序商城项目。 教学细腻，能够深入浅出地剖析知识点。 ,苏老师,高级讲师 +擅长前端企业级项目，在前端领域有自己的发明专利，精通大前端各个方向技术，走在技术的前沿，授课风格幽默，课堂氛围活跃，有强烈的责任心和使命感，能将教学知识与技术应用场景相结合，做到让学生学有所成，学以致用。,潘老师,高级讲师 +毕业于211院校，曾就职于大型在线教育公司，主导通用组件库的研发，有丰富的项目开发经验和授课经验。擅长移动端开发以及前端主流框架Vue，React。上课风趣幽默，善于将晦涩难懂的术语用生活情境演绎；课后提炼重点，帮助学生高效学习。真正做到让学生知其然，并且知其所以然。 ,李老师,高级讲师 +毕业于巴黎第十三大学网络多媒体专业，旅法期间服务于艾姆家居，Cibox（法国），曾任微来中国前端负责人，主导澳蚁，趣拼标前端架构。精通JavaScript、Vue、Node.js、jQuery，熟悉 PHP、MySQL，性格乐观开朗，上课善于带动学生的学习激情。,梁老师,高级讲师 +开发全栈开发工程师，曾主导开发广铁运输、智能设备项目。精通Node.js、Webpack、Vue、React、微信小程序，热衷于技术分享，在B站上发布的微信小程序项目访问排名靠前。教学风格幽默、细腻、能快准狠的将知识传达给学生。 ,万老师,高级讲师 +多年软件开发经验，曾负责上海银行App架构搭建，主导组件化开发；曾负责51CTO主站重构，及直播平台搭建，及负责鸿蒙社区维护，熟练使用redis缓存及服务端渲染；擅长JavaScript、Vue.js技术栈。 ,赵老师,高级讲师 +拥有多年电商&互联网金融行业的软件开发经验，曾在招商基金、eims、TCL集团担任项目经理与技术负责人职位，对主流的MVVM框架、移动端开发框架、UI框架、SPA、构建工具、Serverless、代码版本管理软件、模块化、RxJS、Node.js、数据库等技术有丰富的开发和团队协同经验。 ,毛老师,高级讲师 +Web前端开发工程师，五年开发经验，两年团队管理经验，Vue资深用户。先后参加多个大型管理系统开发，负责前端技术架构，公共业务组件封装；精通前端技术体系，熟练使用CSS3、ES6、Vue、React等前端技术；授课清晰和蔼，擅长调用学员的思考能力，深受学员喜爱。 ,柴老师,高级讲师 +十年Java与Web前端项目研发与教学经验，曾担任系统架构师、前端主管等职位。曾主导和研发物联网、网银、团购、电商、金融等相关领域的项目。对Node.js、Vue、小程序、React、移动App、数据可视化等前端技术有深入研究并有丰富的项目架构和研发经验。授课条理清晰，循序渐进，深入浅出，认真耐心细致的将知识传授给每一位学员。 ,周老师,高级讲师 +八年团队研发经验，前后端各类技术均有涉猎，前后研发了多个平台级项目产品，曾担任某大型软件企业的前端架构师，负责公司平台级应用开发工具的设计和架构，精通OTO类移动开发业务，曾担任某大型餐饮软件公司前端负责人，负责公司移动端产品设计和技术架构的开发工作。,高老师,高级讲师 +Web前端工程师，多年前端开发和实践教学经验，精通JavaScript、Ajax、jQuery、Vue、React、小程序以及Node.js、PHP、MySQL等前后端技术。喜欢钻研，热爱源码封装，授课风趣幽默，由浅入深，广为好评！ ,蒋老师,高级讲师 +"Web前端开发工程师，具有多年的Web开发经验和教学经验。精通HTML，CSS、JavaScript等，对于前端主流框架Vue、React等有深入研究。不但授课清晰, 而且指导超过千余名学生成功就业, 具有丰富的IT行业经验。授课风格幽默风趣，讲解课程细致深入浅出，授课过程中注重与学生的沟通，广受学生好评。 ",李老师,高级讲师 +"六年前端开发经验，曾担任核心技术团队前端负责人，对JavaScript, 小程序、Vue, Node等技术有深入的研发，擅长以项目、案例驱动教学，懂得如何以学生的角度去思考问题，亲和力强。曾参与华为云官网、华为云社区等多个大型项目的研发。 ",宋老师,高级讲师 +06年软件工程毕业，资深全栈讲师，从前端到后端架构有一套完整体系，入行前带领技术团队完成用户日增长量10W+的翼推送项目、天翼宽带、页游平台及分成系统架构和研发。讲课深入浅出，思路清晰到位，深受学生好评。,张老师,高级讲师 +多年开发经验，精通HTML5、CSS3、JavaScript、jQuery、Vue、React等前端技术，曾先后主导多个大型项目开发。授课认真负责、深入浅出，致力于让不同基础的学生日有所学、日有所长。 ,赵老师,高级讲师 +Apache Flink源码贡献者，专注大数据实时计算领域，ApacheCon Asia 2022亚洲峰会特邀讲师,张老师,高级讲师 +985计算机硕士，Apache Doris社区贡献者。 ,李老师,高级讲师 +985计算机硕士，多年深耕大数据、人工智能领域，ApacheCon Asia 2022亚洲峰会特邀讲师 ,赵老师,高级讲师 +Apache Flink源码贡献者，擅长大数据云平台技术领域。 ,曹老师,高级讲师 +Apache Pulsar社区贡献者，擅长数仓领域技术。,赵老师,高级讲师 +擅长数仓领域技术，擅长海量数据下的流式计算和离线数据处理。,闻老师,高级讲师 +10年开发和教学经验，擅长大数据实时计算，拥有互联网停车平台项目经验。 ,张老师,高级讲师 +Apache DolphinScheduler社区贡献者，擅长离线数仓领域。 ,孔老师,高级讲师 +大数据架构师，主导基于Flink的实时反欺诈风控、实时地铁故障预警等流式计算平台的设计和研发。 ,江老师,高级讲师 +擅长实时领域，拥有金融行业大数据应用架构及开发经验。 ,张老师,高级讲师 +北京大学计算机硕士，擅长大数据/人工智能领域技术。 ,原老师,高级讲师 +擅长数仓领域技术，拥有丰富的安全领域大数据行业经验。 ,谢老师,高级讲师 +大数据架构师，拥有丰富的技术攻坚经验。 ,史老师,高级讲师 +"北京化工大学工学硕士，多家互联网公司首席信息官，算法专家，具备多年机器学习，深度学习等人工智能相关算法的研发经验, 熟悉Python、Java等常用开发语言，对PyTorch,Tensorflow,PaddlePaddle等深度学习框架熟练使用，在自然语言处理应用方面具备多年的企业实践经验。 ",李老师,高级讲师 +"北京大学电子与通信工程硕士, 多年开发经验,对数据分析,大数据,机器学习,后端开发等技术有深入了解, 精通java Python等常用开发语言,在多家软件公司担任软件工程师, 项目经理, 有新浪微博,中新网新闻发布系统等多个大型项目经验。 ",原老师,高级讲师 +擅长人工智能领域技术，多年模式识别和数据挖掘开发经验，主导研发多项国家和省级科研项目，负责企业级信贷风控模型和智能医疗数据平台开发，专注ML/DL/PR/KG领域相关算法的应用，曾任职美团搜索部负责NER及Bert搜索排序优化对Hadoop、SparkTensorflow和PyTorch等大数据、人工智能技术有多年企业实践经验。 ,赵老师,高级讲师 +多年数据开发经验，曾参与过国云数据公司的数据中台开发，以及甲乙丙丁公司商品推荐系统开发。精通Python、MySQL编程语言，机器学习以及推荐相关算法，熟练应用Hadoop、Hive离线数仓等相关技术。曾担任过BI数据分析师，数据挖掘，推荐算法工程师，数据仓库工程师等数据以及算法相关岗位。 ,魏老师,高级讲师 +"负责公司后台核心系统、资质审核系统、风控审核系统、标的审核系统的设计与搭建,对接存管银行的API,对接第三方银行机构。后台系统基于大数据的车辆对比系统、车辆实时信息联网查询、车辆电池信息以及前台基于百度地图的路径规划、动态围栏等功能。 ",刘老师,高级讲师 +毕业于哈尔滨工程大学，擅长GIS行业工程实战，在图像分割、检测、追踪等方面有多年从业经历，参与多项国家级/部委级重大项目，具备丰富的工程落地经验。 ,姚老师,高级讲师 +曾就职于多家上市公司，并担任高级算法工程师、算法专家。研究领域包括NLP、目标检测、视频跟踪、大语言模型、多模态、模型推理加速等。,李老师,高级讲师 +6年开发经验，2年教学经验。在大型互联网公司担任TL、架构师，参与设计并搭建大数据、物联网等大型项目。精通Java、SSM框架以及SpringCloud、Dubbo、MQ等微服务架构体系。 ,李老师,高级讲师 +拥有10年设计经验，曾服务北京正邦品牌策划，百度用户体验中心，北京资海科技集团，龙采科技集团，优逸客科技教育集团，洛杉矶张大钦律师事务所等众多一线互联网设计与外包平台。担任视觉设计师。致力于研究视觉界面设计、品牌服务设计、人机交互等方向，项目经验丰富。,刘老师,高级讲师 +拥有7年的设计经验，视觉传达设计专业。精通photoshop、illusstrator，Axure等常用设计软件，熟练Html，CSS等前端技术。曾创办独立设计工作室。授课风格幽默，思路清晰。时常告诫学生莫忘设计初心，才能方得始终！ ,闫老师,高级讲师 +拥有8年设计经验，艺术设计专业出身。涉及领域包括UI设计、网站设计、平面印刷广告、包装设计、手绘、VI设计等。曾为武汉理工孵化器、中国语料库等知名企业设计VI视觉识别系统，进行企业品牌推广。具备多年的网页与APP项目开发经验。 ,李老师,高级讲师 +从事设计行业7年，精通多种设计软件。曾在广告公司担任设计师及设计总监。服务企业有深圳海洋局、招商地产、香港珠宝、华润集团等。2012年投身教育事业，深受广大学员爱戴。,曾老师,高级讲师 +毕业于中央美术学院视觉传达专业，从事艺术设计类行业多年，曾任设计主管职位。主导进行7个品牌的提案，建立，维护，及后期升级的全案设计，服务于瑞幸，星巴克等30多个品牌。涉及品牌的线上视觉，线下电商，三维视觉，包装设计等，项目实战经验丰富。 ,张老师,高级讲师 +国内设计色彩搭配知名博主、Adobe认证讲师、十三年工作经验。擅长软件：Photoshop、Illustrator、CorelDRAW、Sketch、AxureRP、C4D、Principle等。服务过的部分知名客户：欧莱雅、万科地产、嘉顿食品、盛大游戏、宝马、阿里巴巴、新浪网、腾讯大粤网、福特汽车等。 ,高老师,高级讲师 +14年互联网设计经验，首批移动互联网UI设计师，知名WEB设计师，对视觉设计、平面设计、界面设计、体验设计、交互设计、动画制作、影视后期等多方面有研究。曾主导腾讯、小米、IBM、路虎汽车、湖南卫视、上海世博会等500强企业互联网项目。,谭老师,高级讲师 +10年Linux平台互联网开发经验，业界资深讲师。精通Linux内核开发、内核系统移植、ARM SOC体系结构设计、C/C++、Python、JavaScript、LISP、ARM/X86汇编等编程语言，全栈工程师对计算机原理从上到下融会贯通。,邢老师,高级讲师 +10年以上软件测试开发、质量管理、项目管理经验，熟练使用Java、Python开发语言，擅长功能测试、接口测试、自动化测试、性能测试等；具有丰富的教学经验，授课幽默风趣，能积极调动学员的积极性。,许老师,高级讲师 +8年软件测试及项目管理经验，曾任职于蔚来汽车研发部门，在大型电商公司负责测试平台开发，测试管理工作；参与测试的项目有互联网出行，电子商务等，拥有丰富的Java和Python语言经验，有性能测试、自动化测试及测试平台的开发经验。,张老师,高级讲师 +"从事软件开发和软件测试10年, 熟悉软件项目开发和软件测试流程；熟悉多种测试环境搭建，熟练操作数据库，熟悉Java、Python、H5语言，对Web端自动化测试、接口测试有着丰富经验积累，并有丰富企培、校企合作专业领域培训经验。",刘老师,高级讲师 +8年以上软件测试及项目管理经验，能熟练运用Python等编程语言，擅长功能测试，接口测试，及自动化测试，能够通过丰富的项目实战经验激发学生学习兴趣，培养学生独立思考和解决问题的能力。具有国家信息系统项目管理师认证、ACP认证。 ,朱老师,高级讲师 +7年互联网营销推广工作经验，对互联网+新营销有独到的见解和认知，曾为中国移动，中国电信，爱立信一线运营部进行营销培训，擅长以营销思维和锋利的创意解决问题。讲课风格循序渐进，让受训学员看得见、摸得着、体验得到的亲民教学，落到实处。 ,梁老师,高级讲师 +6年的互联网新媒体运营经验，对文字营销和视频营销有着独到的见解，为上百家企业做过新媒体营销策划方案。曾用2个月的时间孵化出0到200万粉丝的种草推荐类短视频账号，对热点事件极具敏感性。擅长讲故事，脱口秀，授课方式轻松幽默。 ,刘老师,高级讲师 +互联网行业从业十多年，曾任网站和电子杂志主编、市场营销主管、媒介主管、文案策划主管，文案策划、市场营销、网站运营和媒介监测经验丰富。曾主导腾讯游戏发布、腾讯动漫整体媒介营销、设计行业大赛策划和运营。,吴老师,高级讲师 +5年短视频直播实战经验，曾担任多家企业运营总监、操盘手。擅长流量整体规划操盘、0-1IP孵化及流量变现。孵化的蓝V账号曾在抖音星图地产赛道排名第一，授课风格幽默严谨，擅长用案例启发思考。 ,张老师,高级讲师 +致力于网站策划运营、网络营销推广SEM/SEO、淘宝SEO、QQ群优化、数据分析等媒体方面的研究与实践五年有余，经验丰富。在多家高热度网站拥有个人专栏，为众多互联网从业人员提供免费职业辅导和工作指导，拥有忠实粉丝圈，口碑在业界广为人知。,王老师,高级讲师 +6年新媒体短视频运营经验，创业做过新媒体代运营公司，有丰富的甲方、乙方、MCN机构等行业经验，在短视频以及公众号时代分别做过百万+、十万+等大小账号，合作过的企业有：招行、中行、平安、华润三九、达利、泰康、晨光、东鹏特饮等，擅长新媒体短视频ip孵化，直播带货等新媒体知识分享。 ,彭老师,高级讲师 +红粉笔联合创始人，曾在中山大学、河北经贸大学等二十余所高校讲授短视频、电商实训项目。具有多个领域商业变现经验，涵盖教育、娱乐、剧情、旅行、电商种草等领域。指导众多学员项目案例，学员零启动美食账号单个作品涨粉20W+、零启动新奇特特效账号首作品流量破100w+，单条带货视频变现8W+。,尹老师,高级讲师 +四年短视频和直播运营经验，创过业，北抖会创始人，哈尔滨工业大学毕业，曾任百度、苏宁AI架构师和AI产品经理，擅长知识类IP孵化和AI创作爆款短视频。运营过2个百万粉丝大号和3个同时在线过千人的直播间，创作过单条超一千万播放量和多条过百万播放量的爆款短视频，研发课程《AI制作爆款短视频》，抖音账号：野哥玩AI。,赵老师,高级讲师 +毕业于中国矿业大学新闻传播学，8年文旅媒体行业从业经验。从传统电视媒体转型新媒体短视频行业，深耕短视频及直播运营，擅长社交媒体平台机制及玩法，主导从0-1短视频矩阵及直播商业化变现。擅长以短视频及社群赋能上市旅企高质量发展，媒体营销实战经验丰富，操盘10+上市旅企的新媒体及社群运营工作，包括八达岭长城、天山天池、峨眉山、国际大巴扎、少林寺等5A、4A世界级旅游度假型景区。,宋老师,高级讲师 +中国开放原子开源基金会银牌讲师，广东省人力资源与社会保障厅师资培训基地人工智能、区块链技术专家讲师。广东省职业教育“双师型”名师工作室成员，厦门大学大数据实验室百家讲坛特邀讲师。多本畅销软件开发教材的编写人和审稿人，国家十三五教材审稿人，在教学方面有丰富的经验。 ,张老师,高级讲师 +开放原子开源基金会银牌讲师。具有多年常见指令集架构下的单片机外设、嵌入式操作系统下的开发经验。擅长机器视觉、深度学习结合各类传感器在智能机器人领域的应用。多年的教学经验，在基础理论和高等数学等方向的教学有深入的研究。 ,李老师,高级讲师 +"开放原子开源基金会银牌讲师，毕业于深圳大学，10年的软件开发,机器学习和人工智能算法研发经验。精通C/C++, Python等开发语言, 对智能机器人以及Pytorch有丰富的项目授课经验,对项目全流程开发有丰富的架构经验,对算法工程实践有深入的研究。授课风格风趣幽默, 知识讲解结构层次分明。 ",肖老师,高级讲师 +"传智教育高级讲师,拥有多年智能机器人、物联网行业经验。精通C++、C、Python、Java等多种编程语言,精通ROS机器人操作系统,对机器人开发有深入研究。 ",吴老师,高级讲师 +传智教育高级讲师，鸿蒙开发先行者。精通C、C++、Python、Java等多种编程语言，熟悉电子电路设计，拥有多年物联网行业经验，精通ROS机器人操作系统，对机器人开发有一定见解。教学方面能够激发学生的学习兴趣，帮助他们发掘自己的潜能，能够为学生提供专业的技术指导，帮助他们解决实际开发中遇到的问题。 ,肖老师,高级讲师 +中国开放原子开源基金会银牌讲师，擅长物联网协议、物联网设备的软硬件开发部署。精于通过编写优质C、C++代码，实现芯片功能。对智能硬件设计开发、机器人运动控制、传感器数据处理、人工智能算法有深入的理解和丰富的经验。 ,唐老师,高级讲师 +高级讲师，资深开发工程师，10多年研发经验和教学经验。精通C/C++/Python语言编程，对GTK+、Qt图形界面编程有深入研究，精通嵌入式、物联网开发，熟练自动化测试。拥有丰富的授课及培训技巧，讲课幽默生动有趣，深入浅出。,江老师,高级讲师 +精通C、C++、Python、Java等多种编程语言，擅长基于ROS下的工业互联网智能化开发，尤其在激光雕刻等工控机方向有较丰富的经验。熟悉物联网开发，多年教学经验，擅长启发学生思考，课堂风格轻松有趣。 ,覃老师,高级讲师 diff --git a/python爬虫/python爬虫练习/scrapy_practise/teachers.json b/python爬虫/python爬虫练习/scrapy_practise/teachers.json new file mode 100644 index 0000000..8a35ea2 --- /dev/null +++ b/python爬虫/python爬虫练习/scrapy_practise/teachers.json @@ -0,0 +1,148 @@ +[ +{"name": "罗老师", "title": "高级讲师", "info": "11年JAVA开发经验，9年技术团队管理经验，7年项目架构经验（系统架构师职称），在电子政务、企业办公、电子商务、社交网络、移动应用、互金等行业软件方面拥有丰富的项目实战经验。先后在飞利信、高伟达、成都融特、日立、人人贷担任部门经理、TeamLeader、技术经理、Senior Consultant、技术经理，负责全国政协门户、Wradio+、Chinaface、居然在线、个贷官网、人人U学、Crawlers、Babel大数据平台等项目研发。\t\t\t\t\t\t"}, +{"name": "姜老师", "title": "高级讲师", "info": "擅长Java EE企业级应用，十余年项目管理经验，曾担任开发工程师，架构师等重要角色。主导多个大型项目的架构设计、管理等工作。在互联网项目领域具备丰富的经验，精通微服务架构，擅长解决高并发，亿级数据量等架构设计，拥有广泛的技术面与实践经验。"}, +{"name": "陈老师", "title": "高级讲师", "info": "11年互联网项目研发经验及教学经验，曾担任过开发工程师，技术部经理等职务。精通Java技术栈、对SpringBoot、Redis、RabbitMQ、ElasticSearch、Docker、SpringCloud等有深入研究。专注于分布式、高可用、高性能、微服务架构的设计。"}, +{"name": "石老师", "title": "高级讲师", "info": "具有多年开发经验,曾先后在重庆科普、微创、爱奇艺等多家软件公司担任软件开发工程师、项目经理等职务，精通Java EE、Struts2、Spring、Hibernate应用开发。"}, +{"name": "郭老师", "title": "高级讲师", "info": "6年软件开发与教学经验，曾在北京航天四创、中科软等单位担任研发经理职务，曾主持参与浙江省机要系统、国家电网系统、济宁市医疗平台、中国电信网络规划平台、人民日报社扶贫APP的设计开发工作。精通分布式、大数据、微服务、高并发、高可用等相关技术架构。\t\t\t\t\t\t"}, +{"name": "付老师", "title": "高级讲师", "info": "多年开发和教学经验，曾在三星（中国）参与过大型跨国项目担任开发工程师，授课风趣幽默，精通Java EE、数据库、MyBatis、Spring全家桶等企业级常用技术；分布式系统开发经验丰富，对SpringBoot、SpringCloud、Dubbo、ZooKeeper 、ES、Solr、Redis、MQ等分布式技术深有研究。\t\t\t\t\t\t"}, +{"name": "杨老师", "title": "高级讲师", "info": "10年软件开发和教学经验，武汉理工计算机和武汉大学经济学双学位，在Java和大数据开发领域有丰富的经验，曾参与铁路12306数据中台、用户画像、正晚点预测等多个系统的研发工作。\t\t\t\t\t\t\t"}, +{"name": "廖老师", "title": "高级讲师", "info": "13年软件开发管理与教学经验；软件与大数据开发认证工程师，项目经理。曾开发管理过信诚人寿、美的、民生银行、青岛啤酒、联想、SGS e-learning、国家工商总局市场信用分类监管系统等。熟悉分布式、微服务等J2EE及大数据生态圈技术知识体系。\t\t\t\t\t\t\t"}, +{"name": "蒙老师", "title": "高级讲师", "info": "12年互联网项目研发经验及教学经验，曾担任过开发工程师、技术部经理等职务。参与国家电网系统、饿了么外卖平台、每日优鲜O2O平台的设计以及开发工作。精通Java技术栈、对SpringBoot、Redis、Rabbit MQ、ElasticSearch、Docker、Spring Cloud等有深入研究。专注于分布式、高可用、高性能、微服务架构的设计。\t\t\t\t\t\t"}, +{"name": "何老师", "title": "高级讲师", "info": "6年软件开发经验，曾任职医惠科技开发工程师、阿里巴巴开发工程师岗位，担任过高级开发工程师、项目经理、技术经理等职位。对大型TOB项目如His系统中分布式服务、数字化架构、高并发、高可用、数据一致性等有丰富的项目经验和业务知识。\t\t\t\t\t\t"}, +{"name": "杨老师", "title": "高级讲师", "info": "5年软件开发及教学经验，先后在多家IT公司担任Android、Java方向软件开发工程师，研发项目涉及,新闻,理财,社交,教育等方向对Android、Java SE、Java Web、MySQL、前端等技术深入研究。\t\t\t\t\t\t"}, +{"name": "师老师", "title": "高级讲师", "info": "13年的项目开发和教育培训经验，精通Java EE的主流开发框架、Oracle和MySQL等关系型数据库。曾在中科院遥感应用研究所、慧点科技、达利本斯等公司担任软件开发工程师、项目总监，带团队做过边防部队、人寿集团、平安集团等多个企业的大型项目，之后在互联网公司知果科技担任开发经理，完成知果果网的核心产品开发。\t\t\t\t\t\t"}, +{"name": "杨老师", "title": "高级讲师", "info": "北京航空航天大学 计算机毕业。10年技术开发与管理经验。曾在北大方正、知名游戏公司、互联网公司等担任研发工程师、技术经理。参与移动聊天工具企业版、新媒体营销平台、档案信息管理系统等大型项目研发工作。擅长总结和梳理知识点，深入的对每个技术点进行讲解，引导式教学，注重培养学员能力。\t\t\t\t\t\t"}, +{"name": "于老师", "title": "高级讲师", "info": "多年教学和开发经验对Java EE技术体系结构、Java Web原理有深刻理解。精通RPC、消息中间件、SSM、SpringCloud等技术，曾参与中国移动门户系统、中国移动集团客户对公平台、CRM系统、健康管理系统等。热衷于技术研究，善于用引导方式教学；授课思路清晰，注重学生基础知识掌握扎实，注重培养学生自主解决问题的能力。\t\t"}, +{"name": "刘老师", "title": "高级讲师", "info": "多年网络安全及密码学开发经验，服务器研发经验，曾任职国家互联网应急中心关口监测系统研发经理职位。精通Golang、C/C++程序设计，Go与区块链领域先驱者。"}, +{"name": "单老师", "title": "高级讲师", "info": "8年软件开发及教育相关工作; 有丰富的企业APP、网站、手游开发经验；精通大数据、Java等多种前沿技术，对Linux、MySQL、SSM框架底层、微服务架构 等有一定研究。喜欢钻研，乐于分享。学生遍及阿里、腾讯、苏宁等众多互联网企业。\t\t\t\t\t\t"}, +{"name": "李老师", "title": "高级讲师", "info": "8年Java EE企业级开发经验，5年开发团队管理经验，曾任某大型国有企业项目负责人，对于构建高吞吐、低延迟、分布式架构有丰富经验。精通Java SE、Java Web、Spring、SpringMVC、MyBatis和微服务等主流技术栈。具备丰富的项目重构和性能调优实战经验。秉承“复杂问题简单化，抽象问题具体化”的教学理念，注重学员解决问题能力和个人综合能力的全方位培养。\t\t\t\t\t\t"}, +{"name": "叶老师", "title": "高级讲师", "info": "9年开发经验，3年授课经验。精通Oracle、DB2、MySQL等数据库使用，精通SSM、MQ、Security等框架使用，熟练Redis、SOA、微服等高可用架构的搭建。曾就职于联想信息产品（深圳）有限公司研发实验室，从事Think产品研发系统的开发与维护。工作积极认真与强烈的责任感、思维视野开阔。"}, +{"name": "张老师", "title": "高级讲师", "info": "10年以上开发以及教育经验，参与过大型的电子商务购物平台、中国电信在线营业厅等项目的开发，在我友科技、杭州数云信息技术担任开发经理职位。曾参与项目：《NewBI》《我友商城》《中国电信套餐直通车》等。\r\n"}, +{"name": "李老师", "title": "高级讲师", "info": "13年开发管理经验，曾先后就职于东亚银行、京东等知名企业，担任过高级开发工程师、项目经理、技术经理、架构师等职位，对电商、金融风控、反欺诈领域及互联网分布式服务、高并发、高可用、秒杀场景等有丰富项目经验和行业知识。精通JavaSE、JavaEE、SSM、Spring全家桶、分布式缓存、各种消息中间件等。对多线程、高并发的解决方案及各种开源技术有着深厚的研究。\t\t\t\t\t\t"}, +{"name": "蒋老师", "title": "高级讲师", "info": "8年IT从业经验，先后担任高级Java软件工程师、项目组长等职务。具有扎实的Java基本功底和良好的编程规范，精通Java EE当下主流技术SSM，Spring，SpringMVC，Spring Boot，Spring Cloud，Spring Cloud Alibaba和NoSQL数据库；精通MySQL和Oracle数据库产品；多年分布式架构下的开发经验。具备扎实的技术功底、丰富的软件研发、项目管理经验及IT教学经验。幽默风趣，能充分调动学生学习的积极性与主动性，擅长以学员实际掌握情况灵活调整授课方案，以保证学员吸收最大化。\t\t\t\t\t\t"}, +{"name": "于老师", "title": "高级讲师", "info": "11年软件开发及教学经验，曾先后在360、亚信联创、众信旅游担任研发工程师、技术经理岗位。擅长Java后台程序设计、微服务开发等，特别是在互联网领域有很强的开发经验。授课思路清晰，对学生认真负责，注重学生学习效果。研发以及录制大型新闻资讯项目《黑马头条》。\t\t\t\t\t\t"}, +{"name": "姜老师", "title": "高级讲师", "info": "7年教学和开发经验。精通Java EE技术体系，对Java SE、Java Web、MySQL、Redis、Spring、SpringMVC以及MyBatis等技术点有深刻理解，授课风格幽默风趣，通俗易懂，条理清晰。关注于学生的成长、极具亲和力！\t\t\t\t\t\t"}, +{"name": "许老师", "title": "高级讲师", "info": "多年互联网项目与游戏项目研发和管理经验，曾带领公司团队研发电商、社交、实时视频等相关领域项目。涉及H5、Unity3D、小程序等不同平台。对Vue，React，微信小程序等都有研究并具备了丰富的项目架构与研发经验。\t\t\t\t\t\t\t"}, +{"name": "张老师", "title": "高级讲师", "info": "8年Java后台开发及教育工作经验，熟悉Java SE, Java EE, Spring,MyBatis, MySQL等常用框架，熟悉ELK技术栈，SpringCloud生态圈技术。熟练使用Vue.js, Node.js, Webpack等前端技术。曾在多家大型公司担任软件工程师，项目经理职务，涉及在线教育、证券交易、电商等不同领域。目前授课范围：SpringMVC, MyBatis, Lucene, Solr, SolrCloud, 乐优商城。\t\t\t\t\t"}, +{"name": "赵老师", "title": "高级讲师", "info": "10余年互联网行业开发经验及教学经验，资深架构师，精通Java、C、Python等开发语言。曾就职大型互联网公司从事电商架构相关的设计和Java开发平台以及基础中间件的设计研发工作；曾主导研发了支持高并发处理能力的API网关、高性能数据库连接池以及海量数据归档平台。授课诙谐幽默，讲解通俗易懂。\t\t\t\t\t\t\t"}, +{"name": "刘老师", "title": "高级讲师", "info": "10年Java研发和教学经验。先后任职于东方邦信、明医众禾、开薪点、企家有道等大型互联网企业，担任高级Java研发、技术经理等职务。负责和主导过多个互联网项目，如东方汇、医德帮、薪人薪事，涉及互联网金融、PHC基层医疗生态、人资 SaaS等领域。精通Java EE基础、并发编程、Socket网络编程，对Spring全家桶、Netty、MyBatis、MySQL Oracle、Redis、SpringBoot、Dubbo、Spring Cloud & Alibaba 微服务体系、RabbitMQ、Docker、K8S等多种互联网前沿技术有深入研究，熟悉JS 、Jquery、Bootstrap、Seajs、Backbone、ElementUI等前端技术。专注细致、幽默风趣，善于结合生活化场景和实际企业场景传达知识点。\t\t\t\t\t\t"}, +{"name": "郭老师", "title": "高级讲师", "info": "5年的Java软件开发经验，5年Java专业教学经验，曾参与设计与开发多个大型互联网项目，主要有质监抽检，青历商城，E贷网P2P，天艺引资评估系统等等。长期致力于Web应用的开发与设计。擅长Java EE核心技术，SSM、Dubbo、SpringBoot、SpringCloud等。\t\t\t"}, +{"name": "李老师", "title": "高级讲师", "info": "6年开发经验，2年教学经验。在大型互联网公司担任TL、架构师，参与设计并搭建大数据、物联网等大型项目。精通Java、SSM框架以及SpringCloud、Dubbo、MQ等微服务架构体系。\t\t\t\t\t\t"}, +{"name": "张老师", "title": "高级讲师", "info": "曾任职于中国移动、平安保险。精通Java EE体系、MySQL、Android、鸿蒙等技术。主导研发《三天从0带你写一个Java小游戏》、《9天快速入门Java》、《Java从入门到起飞》、《鸿蒙应用开发》等多套课程。\t\t\t\t"}, +{"name": "申老师", "title": "高级讲师", "info": "8年Java研发及教学经验，精通JavaEE技术体系，曾担任开发工程师、架构师等重要角色。参与于采帅令外卖系统、中国中铁集团道岔钢轨测量系统、中仕学社等互联网项目设计研发。曾主导过多个大型企业级项目的研发。对流行框架Spring，Redis、ElasticSearch、MQ中间件等有深入研究，熟悉以SpringCloud为核心的微服务技术体系，以及微服务在企业落地的最佳实践。授课幽默风趣，条理清晰，乐于分享，注重培养学生独立思考的能力。\t\t\t\t\t"}, +{"name": "律老师", "title": "高级讲师", "info": "5年的软件开发及教学经验,擅长Java EE企业级应用，参与多个大型项目的架构设计、管理、开发等工作。在互联网项目领域具备丰富的经验，掌握Java SE，Java Web、MySQL、Redis以及Spring、SpringMVC、MyBatis、SpringBoot、SpringCloud等分布式架构技术，拥有广泛的技术面与实践经验。\t\t\t\t\t\t"}, +{"name": "刘老师", "title": "高级讲师", "info": "多年互联网开发经验，深入理解Java虚拟机原理，以及参数优化，对SSM、SpringBoot、SpringCloud微服务等主流框架有深入的理解和使用，对实时流处理框架storm，并Kafka有多年使用经验。\t\t\t\t\t\t\t"}, +{"name": "苗老师", "title": "高级讲师", "info": "15年研发经验，曾担任架构师、项目经理等职位，精通JavaEE技术栈，曾负责全国党员远程教育系统、云南学分银行系统、郑州地铁CCTV网管系统等项目的研发与管理工作。\t\t\t\t\t\t\t"}, +{"name": "袁老师", "title": "高级讲师", "info": "精通C#，Java语言开发，精通MySQL，Oracle，SQL Server数据库，SSM框架，JS，jQuery前段框架。先后在广东源恒科技有限公司、武汉付运通科技有限公司任职, 教学严谨，授课思路清晰，善于语言表达和总结行业经验，因材施教。\t\t\t\t\t\t\t"}, +{"name": "李老师", "title": "高级讲师", "info": "多年开发与教学经验，精通Java企业平台开发技术，熟练掌握并使用设计模式、常用开源框架、分布式架构及微服务架构，先后担任过工程师、项目经理等职位，曾参与过商城项目，主导过智慧医疗等项目研发，具备一定的项目管理经验，同时具有丰富的教学经验，授课认真负责，条理清晰。\t\t\t\t\t\t"}, +{"name": "邓老师", "title": "高级讲师", "info": "10年Java开发及教学经验,曾在多家公司担任软件开发工程师，技术功底深厚，授课幽默风趣，通俗易懂。精通MySQL,Redis及Spring, MyBatis, SpringMVC, SpringBoot, SpringCloud, SpringData系列框架，并对Solr, ElasticSearch, Dubbo, MQ中间件技术有深入研究。\t\t\t\t\t\t"}, +{"name": "刘老师", "title": "高级讲师", "info": "9年一线研发与教学经验，曾先后在中石油、久其软件等企业担任研发工程师，参与油气管道全生命周期建设、昆仑燃气等项目，并为国资委、兵工、航天科工等研发CI财报产品。精通Java SE、Java EE技术和SSH/SSM、SpringBoot等常用框架，对Dubbo、ZooKeeper、SpringCloud、MQ、Redis、MongoDB、MySQL等流行框架和技术有深入研究。授课逻辑清晰，通俗易懂，受到众多学生的认可和喜爱。\t\t\t\t\t\t\t"}, +{"name": "翟老师", "title": "高级讲师", "info": "5年Java开发和项目管理经验，3年的授课经验。曾先后于北大医信、泰和诚任开发工程师、项目主管职位，精通Java语言，擅长Java EE技术栈，对MySQL数据库有深入的了解。课堂幽默风趣，善于用生活中的例子讲解Java中晦涩难懂的知识点。"}, +{"name": "高老师", "title": "高级讲师", "info": "多年开发和教学经验，曾在中星测控、中软国际担任开发工程师，有移动端、PC端、服务端软件等多类型软件的开发经验，授课不拘一格、深入浅出、风默有趣。精通Java开发，对JVM、数据库、Web规范、数据结构与算法以及主流应用框架均有深入研究。\t\t\t\t\t\t\t"}, +{"name": "李老师", "title": "高级讲师", "info": "多年开发与教学经验，对Spring生态系统，消息中间件，数据库等技术有深入理解和研究。先后在陕西出版集团，中软、电讯盈科等担任过软件开发工程师职务，参与开发过书海小说网，延安英雄传后端等项目开发。\t\t\t\t\t\t"}, +{"name": "李老师", "title": "高级讲师", "info": "具有8年软件开发与教学经验，具有丰富的开发经验，先后在四方精创、华侨城文旅科技、达普信科技等公司担任技术研发与项目运维等工作，先后经历过中国银行(香港)私人银行业务开发、华侨城文旅科技公司内部网站建设以及海关平台相关业务的需求研发。熟悉使用SSH、SSM、缓存Redis、MySQL、Oracle、数据报表等。\t\t\t\t\t\t"}, +{"name": "袁老师", "title": "高级讲师", "info": "从事Java EE开发及教学工作多年，先后在多家公司担任开发工程师，项目经理等职务。精通Redis及Spring、MyBatis、SpringMVC、SpringBoot、SpringCloud系列框架；拥有大数据项目开发经验，对Hadoop生态圈如Hive，Zookeeper，Hbase等技术有深入研究。\t\t\t\t\t\t\t"}, +{"name": "李老师", "title": "高级讲师", "info": "毕业于东北师范大学，五年以上开发经验，多年软件开发教育培训经验，精通Java SE、MySQL等编程开发语言和开发技术，熟练掌握各种数据结构和算法，精通Spring、SpringMVC、MyBatis等常用框架，熟练掌握微服务框架，授课风格幽默风趣，可以将知识化繁为简、深入浅出的教授给学员。\t\t\t\t\t\t"}, +{"name": "王老师", "title": "高级讲师", "info": "5年软件研发与项目管理经验，精通Java开发语言以及MySQL、Oracle数据库，对Java流行框架有深入研究，曾在企业中参与主导旅游、活动竞赛等领域项目开发。在传智播客有三年教学经验，授课认真负责，注重学员独立分析能力。\t\t\t\t\t\t\t"}, +{"name": "郝老师", "title": "高级讲师", "info": "5年软件开发及教学经验，Android、Java方向软件开发工程师，研发项目涉及教育、新闻、娱乐直播等。对Android、Java SE、Java Web、MySQL、前端等技术深入研究。\t\t\t\t\t\t"}, +{"name": "陈老师", "title": "高级讲师", "info": "15年研发及技术管理经验，历任Java研发、架构师、技术总监等职位。热衷于研究主流Java技术，擅长微服务、高并发、高可用、大数据处理平台的搭建及主要解决方案的落地实施。曾主持开发电商日志采集系统、电商数据开放平台、电商推荐和搜索分析系统、商家开放平台、物联网冷链监控平台等电商及物联网行业SaaS项目。\t\t\t"}, +{"name": "张老师", "title": "高级讲师", "info": "985,211重点大学毕业，拥有10年的开发经验和架构设计经验，曾在几个大型公司担任系统架构师，精通系统架构，曾主持各种大型网站架构设计与开发，主持设计研发ODPS框架，SWORD框架，授课特点：幽默风趣,通俗易懂,条理清晰,层次分明。\t\t\t\t\t\t\t"}, +{"name": "张老师", "title": "高级讲师", "info": "6年Java软件开发及相关教育工作，熟悉Java EE、Android开发，对主流框架有深入了解。曾参与过联通集成公司的4G系统和结算系统开发；主导过移动健康相关项目应用开发。传智授课3年，讲课风格诙谐幽默，倡导寓教于乐的授课方式。\t\t\t\t\t\t\t"}, +{"name": "刘老师", "title": "高级讲师", "info": "多年J2EE项目研发及管理经验，曾就职于多家大型互联网企业，有着多年的一线开发经验，涉及过互联网电商项目，移动管理系统等，企业ERP系统，手机App项目等。精通Java SE，Java Web，对Spring、MyBatis、SpringMVC、SpringBoot、Android、MySQL、Redis、Solr、Dubbo、FastDFS等有深入研究。"}, +{"name": "年老师", "title": "高级讲师", "info": "7年软件开发与教学经验，曾负责游戏大数据平台可视化、国家公开信息采集系统、企业电商架构构建等。精通JavaEE，SSM/SSH、Spring全家桶技术。对NoSQL、消息队列、服务集成、微服务、持续集成及各种开源技术有着深厚的研究。\t\t\t\t\t"}, +{"name": "周老师", "title": "高级讲师", "info": "多年开发和教学经验，涉及到手机应用Web后台开发，精通Java SE、 Java EE、Android。曾多次参与开发国家版权局对应版权业务。\t\t\t\t\t\t"}, +{"name": "陈老师", "title": "高级讲师", "info": "6年一线研发经验，2年Java教学经验，先后负责国家电网、质检总局、广西海关等单位的多个大型系统研发，后期主做在线教育互联网项目。精通MVC框架、擅长分布式框架、微服务框架，授课有热情、思路清晰、深入浅出。主讲项目阶段及就业冲刺阶段课程。\t\t\t\t\t\t\t"}, +{"name": "黄老师", "title": "高级讲师", "info": "拥有5年的企业开发和教学经验，对于目前主流的SSM, SpingBoot, SpingCloud, SQL优化等常用框架和技术都有深入的理解。熟练掌握Redis缓存技术和缓存方案。对于常用的消息中间件RabbitMQ和ActiveMQ等以及定时任务等都有相关的实际开发经验。对于前端框架Vue.jsp以及其他前端基础都有所涉及。\t\t\t\t\t\t"}, +{"name": "赵老师", "title": "高级讲师", "info": "14年软件开发与教学经验，具有丰富的技术团队管理经验，精通Java \r\n EE(JSPServlet、JDBC、Struts2、Spring、Hibernate、MyBatis)，以及 WebService、Ajax、Oracle、DB2、MySQL、NoSQL、分布式RPC框架Dubbo、SpringCloud、ZooKeeper、MQ、Redis等。曾先后参与江苏媒资系统、中信银行大客户对公平台、胜利油田办公自动化平台、武警部队信息化系统的研发与管理工作。"}, +{"name": "徐老师", "title": "高级讲师", "info": "JAVA开发工程师。有着多年的软件开发经验，精通Java EE企业级应用技术，精通MySql、Oracle、DB2等主流关系型数据库，有着丰富的数据库开发经验。曾经参与过移动公司的实时人流监控、用户缴费日志实时分析等大数据项目，熟悉大数据相关开发。\t\t\t\t\t\t\t"}, +{"name": "陈老师", "title": "高级讲师", "info": "10年软件研发、项目管理与教学经验，精通Java开发技术，曾先后担任过技术经理、技术主管、项目经理等职位。主导研发超过5个以上大型项目与平台。精通微服务架构，擅长解决高并发，亿级数据量等架构设计，拥有广泛的技术面与实践经验。\t\t\t\t\t\t"}, +{"name": "张老师", "title": "高级讲师", "info": "10年企业一线开发经验，在多家企业担任开发工程师，架构师，项目经理等职位，参与或主持航信-航意险，中彩网，网上商城等项目的开发。专注于JavaEE开发，深入研究Spring全家桶、MyBatis、Dobuo等流行框架，对分布式，微服务架构体系有独到的见解。\t\t\t\t\t\t"}, +{"name": "李老师", "title": "高级讲师", "info": "多年开发和教学经验，对Java EE，iOS，Android多平台的开发有丰富经验，熟练掌握SSM、Dubbo，Spring Security，SpringBoot等框架，能熟练操作Oracle，MySQL等关系型数据库,   授课幽默风趣，通俗易懂，关注学员消化吸收，注重培养学员独立分析能力及动手能力。\t\t\t\t\t\t\t"}, +{"name": "束老师", "title": "高级讲师", "info": "12年工作经验，架构师，多年IT领域研发经验、深入的理解SSM、Redis、RocketMQ、Memcached、Quartz、Dubbo、SpringBoot、SpringCloud等框架，主要负责参与的项目《全国数字物价监测中心》、《上海浦发银行信用卡客户服务中心》、《某金融平台统一支付中心》等项目。\t\t\t\t\t\t"}, +{"name": "唐老师", "title": "高级讲师", "info": "13年项目开发和教学经验，对SpringData、SpringCloud、Docker等技术有深入的研究，熟练掌握 MySQL、Redis,SSM框架、Dubbo、ZooKeeper等技术，热衷主流Java开源框架，曾参与中国电信计费系统、银行自动服务后台操作系统等。\t\t\t\t\t\t\t"}, +{"name": "刘老师", "title": "高级讲师", "info": "负责公司后台核心系统、资质审核系统、风控审核系统、标的审核系统的设计与搭建,对接存管银行的API,对接第三方银行机构。后台系统基于大数据的车辆对比系统、车辆实时信息联网查询、车辆电池信息以及前台基于百度地图的路径规划、动态围栏等功能。"}, +{"name": "宋老师", "title": "高级讲师", "info": "10年软件开发经验，曾在用友网络担任项目经理、项目总监等职务，先后主导过佛山美的集团互联网系统应用、白云国际机场商旅电商系统和深圳民太安公估保险移动互联网应用等。 精通Java EE、并发编程、SSM、SpringBoot。对CDN、NoSQL、消息队列、微服务、JVM性能调优、爬虫级各种开源框架等技术。\r\n\t\t\t\t\t\t\t"}, +{"name": "徐老师", "title": "高级讲师", "info": "10年Java从业经验，曾负责安防视频监控系统、华为VMS语言邮箱系统、电信网络质量监控系统、溯源APP等。精通Java SE，Java EE，SSM/SSH，Spring全家桶。对NoSQL、消息队列、服务集成、流程引擎、微服务、持续集成及各种开源技术有着深厚的研究。\t\t\t\t\t"}, +{"name": "杨老师", "title": "高级讲师", "info": "从事Java工作多年，有着丰富的开发和教学经验，Java，JSP，Servlet开发，精通SSM、Dubbo，Spring Security，Struts2，Hibernate等框架，能熟练操作Oracle，MySQL等关系型数据库。授课幽默风趣，通俗易懂。\t\t\t\t\t\t\t"}, +{"name": "张老师", "title": "高级讲师", "info": "从事十年大型互联网软件开发和教学工作，具有丰富的软件开发和项目管理经验，精通Java 、Swift、Python等语言，曾主导并参与多个大型项目，包括W3Mobile华为协同办公平台，迪士尼蓝牙点读笔等。具有丰富的教学经验，授课思路清晰，风趣幽默，通俗易懂。\t\t\t\t\t\t\t"}, +{"name": "王老师", "title": "高级讲师", "info": "10多年IT从业经验，北大计算机毕业，曾在中科软从事系统分析与架构工作，精通OOM、PD、DDD建模；对计算机原理、体系结构、常用算法有深入研究；熟练分布式和微服务环境下的主流技术架构。\t\t\t\t\t\t"}, +{"name": "王老师", "title": "高级讲师", "info": "9年Java开发管理和教学,先后在STS（国外）、艾默生网络能源、华胜天成等担任过软件开发工程师、项目主管等职务。精通MySQL、Oracle等数据库以及市场流行的Web框架（SSM、Spring全家桶等）。参与完成的项目主要有:移动国漫项目、短信平台、流量平台、海外物流等。\t\t\t\t\t\t\t"}, +{"name": "孔老师", "title": "高级讲师", "info": "先后在宜信、顺丰、美菜担任研发工程师，具有近10年的Java实战研发经验，熟练掌握当今主流技术(MyBatis/iBatis、Spring、SpringMVC、Dubbo、Elasticsearch、SpringBoot、SpringCloud)，曾参与研发基础医疗His、CRM、美菜搜索、顺丰优选等项目。\t\t\t\t\t"}, +{"name": "梅老师", "title": "高级讲师", "info": "曾担任过Android应用开发,Java企业级开发工程师,智能家居行业曾获取App软件专利,精通MyBatis，SpringMVC，Spring，Vue等当下主流的框架，以及其底层实现的原理，熟练使用MySQL，Oracle，Redis主流的数据库，有丰富的授课经验。\t\t\t\t\t\t"}, +{"name": "夏老师", "title": "高级讲师", "info": "上海交大软件工程毕业，10年大型项目实战经验，精通C++、Java、JavaScript等多种主流开发语言。曾在多家500强企业任职，参与金融、物联网、通信等多个领域系统的设计和开发，对常用分布式技术和微服务架构均有深入研究。\t\t\t\t\t\t\t"}, +{"name": "张老师", "title": "高级讲师", "info": "曾经主导和参与过：中国银行网点规划系统、河南移动网上营业厅、郑州市科技局综合性门户网站、河南地税缴费系统等等项目。曾经参与策划和编写过多本书籍并出版发行，例如《Ajax+JSP巧学巧用》《Struts2框架开发从入门到精通》《EJB3从入门到精通》等等。\t\t\t\t\t\t\t"}, +{"name": "陆老师", "title": "高级讲师", "info": "拥有多年开发和教学经验，精通Java EE领域编程语言。 深入研究流行框架 SpringMVC、Spring、Hibernate、MyBatis、缓存系统Redis等。 教学擅长理论与实际相结合，对复杂简单化。 曾参与研发大型项目《万达慧云系统》、《建筑需求响应运营管理系统》等。\t\t\t"}, +{"name": "周老师", "title": "高级讲师", "info": "2015年加入黑马，精通Servlet、JSP、JavaMail、JDBC、JMS、WebService、Struts2、Spring、SpringMVC框架、MyBatis等技术；精通MySQL、Oracle数据库，Tomcat、JBoss等服务器的搭建和部署。在中软等企业从事大型Web项目的设计开发多年，曾任项目经理等职位。\t\t\t"}, +{"name": "王老师", "title": "高级讲师", "info": "多年软件开发及项目管理经验，精通Java、PHP、C++等编程语言;先后在北京K2地产、由米定制等企业担任开发及管理工作；精通Struts2、Spring、Hibernate、SpringMVC、MyBatis等常用框架;对Oracle,MySQL,Redis,MongoDB等数据库技术有深入研究。"}, +{"name": "何老师", "title": "高级讲师", "info": "拥有多年开发经验，先后在中科大洋、易宝支付等公司担任软件开发工程师等职务。热衷于研究主流Java开源框架、Web开发技术。擅长J2EE技术栈中的Spring、SpringMVC, MyBatis，SpringBoot等流行框架，以及对Tomcat, ElasticSearch, Oracle, MySQL，Redis等有深入研究。对待学生循循善诱，讲解知识深入浅出。"}, +{"name": "李老师", "title": "高级讲师", "info": "8年Java EE开发与教学经验，精通Java EE技术体系，对Java Web以及Spring、SpringMVC、Struts2、Hibernate、MyBatis等技术有深入的研究。对微服务架构SpringBoot、SpringData、SpringCloud、Docker等技术有系统的研究。熟练应用Vue.js,Node.js，Angular.js等前端框架。精通MySQL、Oracle、Redis、MongoDB等数据的搭建和优化等，曾参与研发黑龙江联通管理系统，国家电网项目，中国电建招标平台系统等开发与管理工作。\t\t\t\t\t\t\t"}, +{"name": "饶老师", "title": "高级讲师", "info": "Java EE开发与教学多年，精通Java EE技术体系，对流程SSH,SSM以及潮流的SpringData、SpringCloud、Docker等技术有深入的研究。授课逻辑严谨、条理清晰，注重学生独立解决问题的能力，善于总结一类问题，启发式教学。\t\t\t\t"}, +{"name": "胡老师", "title": "高级讲师", "info": "从事软件开发工作多年，涉及.Net、HTML5、Unity3d、IOS等平台，曾参与乌龟猜猜,敲打乐敲你妹等跨平台游戏项目的开发，之后投身教育行业,授课过程中擅长使用图片、动画把知识点化繁为简,深受学员喜爱。"}, +{"name": "王老师", "title": "高级讲师", "info": "具备多年电商&互联网移动APP市场&物联网行业的软件开发经验，对主流MVVM技术框架(React、微信小程序、Vue)，UI框架，模块化，原生JavaScript，Node.js，数据库，代码管理工具等有着丰富的实战运用经验和团队协作经验。曾带领团队完成企业级系统应用设计、搭建、开发、上线等一整套的流程。\t\t\t\t\t"}, +{"name": "王老师", "title": "高级讲师", "info": "秉承务实、责任、创新、育人的价值观，用爱成就每一位学生。拥有多年互联网前端应用和软件开发经验，擅长React、Vue。曾就职于TalkingData、用友等公司，负责过多个大型数据分析和可视化平台、移动电商等项目架构和研发工作。"}, +{"name": "苏老师", "title": "高级讲师", "info": "6年+从业经验，精通HTML5、CSS3、JavaSript， 熟悉Vue、React、Angular、jQuery、BootStrap。 特别擅长微信小程序，首次研发和实施了完整的微信小程序商城项目。 教学细腻，能够深入浅出地剖析知识点。\t\t\t\t\t\t\t"}, +{"name": "潘老师", "title": "高级讲师", "info": "擅长前端企业级项目，在前端领域有自己的发明专利，精通大前端各个方向技术，走在技术的前沿，授课风格幽默，课堂氛围活跃，有强烈的责任心和使命感，能将教学知识与技术应用场景相结合，做到让学生学有所成，学以致用。"}, +{"name": "李老师", "title": "高级讲师", "info": "毕业于211院校，曾就职于大型在线教育公司，主导通用组件库的研发，有丰富的项目开发经验和授课经验。擅长移动端开发以及前端主流框架Vue，React。上课风趣幽默，善于将晦涩难懂的术语用生活情境演绎；课后提炼重点，帮助学生高效学习。真正做到让学生知其然，并且知其所以然。\t\t\t\t\t\t"}, +{"name": "梁老师", "title": "高级讲师", "info": "毕业于巴黎第十三大学网络多媒体专业，旅法期间服务于艾姆家居，Cibox（法国），曾任微来中国前端负责人，主导澳蚁，趣拼标前端架构。精通JavaScript、Vue、Node.js、jQuery，熟悉 PHP、MySQL，性格乐观开朗，上课善于带动学生的学习激情。"}, +{"name": "万老师", "title": "高级讲师", "info": "开发全栈开发工程师，曾主导开发广铁运输、智能设备项目。精通Node.js、Webpack、Vue、React、微信小程序，热衷于技术分享，在B站上发布的微信小程序项目访问排名靠前。教学风格幽默、细腻、能快准狠的将知识传达给学生。\t\t\t"}, +{"name": "赵老师", "title": "高级讲师", "info": "多年软件开发经验，曾负责上海银行App架构搭建，主导组件化开发；曾负责51CTO主站重构，及直播平台搭建，及负责鸿蒙社区维护，熟练使用redis缓存及服务端渲染；擅长JavaScript、Vue.js技术栈。\t\t\t\t"}, +{"name": "毛老师", "title": "高级讲师", "info": "拥有多年电商&互联网金融行业的软件开发经验，曾在招商基金、eims、TCL集团担任项目经理与技术负责人职位，对主流的MVVM框架、移动端开发框架、UI框架、SPA、构建工具、Serverless、代码版本管理软件、模块化、RxJS、Node.js、数据库等技术有丰富的开发和团队协同经验。\t\t\t\t\t\t\t\t\t\t\t\t"}, +{"name": "柴老师", "title": "高级讲师", "info": "Web前端开发工程师，五年开发经验，两年团队管理经验，Vue资深用户。先后参加多个大型管理系统开发，负责前端技术架构，公共业务组件封装；精通前端技术体系，熟练使用CSS3、ES6、Vue、React等前端技术；授课清晰和蔼，擅长调用学员的思考能力，深受学员喜爱。\t\t\t\t\t\t"}, +{"name": "周老师", "title": "高级讲师", "info": "十年Java与Web前端项目研发与教学经验，曾担任系统架构师、前端主管等职位。曾主导和研发物联网、网银、团购、电商、金融等相关领域的项目。对Node.js、Vue、小程序、React、移动App、数据可视化等前端技术有深入研究并有丰富的项目架构和研发经验。授课条理清晰，循序渐进，深入浅出，认真耐心细致的将知识传授给每一位学员。\t\t\t\t"}, +{"name": "高老师", "title": "高级讲师", "info": "八年团队研发经验，前后端各类技术均有涉猎，前后研发了多个平台级项目产品，曾担任某大型软件企业的前端架构师，负责公司平台级应用开发工具的设计和架构，精通OTO类移动开发业务，曾担任某大型餐饮软件公司前端负责人，负责公司移动端产品设计和技术架构的开发工作。"}, +{"name": "蒋老师", "title": "高级讲师", "info": "Web前端工程师，多年前端开发和实践教学经验，精通JavaScript、Ajax、jQuery、Vue、React、小程序以及Node.js、PHP、MySQL等前后端技术。喜欢钻研，热爱源码封装，授课风趣幽默，由浅入深，广为好评！\t\t\t\t\t\t\t"}, +{"name": "李老师", "title": "高级讲师", "info": "Web前端开发工程师，具有多年的Web开发经验和教学经验。精通HTML，CSS、JavaScript等，对于前端主流框架Vue、React等有深入研究。不但授课清晰, 而且指导超过千余名学生成功就业, 具有丰富的IT行业经验。授课风格幽默风趣，讲解课程细致深入浅出，授课过程中注重与学生的沟通，广受学生好评。\t\t\t\t\t"}, +{"name": "宋老师", "title": "高级讲师", "info": "六年前端开发经验，曾担任核心技术团队前端负责人，对JavaScript, 小程序、Vue, Node等技术有深入的研发，擅长以项目、案例驱动教学，懂得如何以学生的角度去思考问题，亲和力强。曾参与华为云官网、华为云社区等多个大型项目的研发。\t\t\t\t\t\t"}, +{"name": "张老师", "title": "高级讲师", "info": "06年软件工程毕业，资深全栈讲师，从前端到后端架构有一套完整体系，入行前带领技术团队完成用户日增长量10W+的翼推送项目、天翼宽带、页游平台及分成系统架构和研发。讲课深入浅出，思路清晰到位，深受学生好评。"}, +{"name": "赵老师", "title": "高级讲师", "info": "多年开发经验，精通HTML5、CSS3、JavaScript、jQuery、Vue、React等前端技术，曾先后主导多个大型项目开发。授课认真负责、深入浅出，致力于让不同基础的学生日有所学、日有所长。\t\t\t\t\t\t"}, +{"name": "张老师", "title": "高级讲师", "info": "Apache Flink源码贡献者，专注大数据实时计算领域，ApacheCon Asia 2022亚洲峰会特邀讲师"}, +{"name": "李老师", "title": "高级讲师", "info": "985计算机硕士，Apache Doris社区贡献者。\t\t\t\t\t"}, +{"name": "赵老师", "title": "高级讲师", "info": "985计算机硕士，多年深耕大数据、人工智能领域，ApacheCon Asia 2022亚洲峰会特邀讲师\t\t\t\t"}, +{"name": "曹老师", "title": "高级讲师", "info": "Apache Flink源码贡献者，擅长大数据云平台技术领域。\t\t"}, +{"name": "赵老师", "title": "高级讲师", "info": "Apache Pulsar社区贡献者，擅长数仓领域技术。"}, +{"name": "闻老师", "title": "高级讲师", "info": "擅长数仓领域技术，擅长海量数据下的流式计算和离线数据处理。"}, +{"name": "张老师", "title": "高级讲师", "info": "10年开发和教学经验，擅长大数据实时计算，拥有互联网停车平台项目经验。\t\t\t\t"}, +{"name": "孔老师", "title": "高级讲师", "info": "Apache DolphinScheduler社区贡献者，擅长离线数仓领域。\t\t\t\t"}, +{"name": "江老师", "title": "高级讲师", "info": "大数据架构师，主导基于Flink的实时反欺诈风控、实时地铁故障预警等流式计算平台的设计和研发。\t\t\t\t\t\t"}, +{"name": "张老师", "title": "高级讲师", "info": "擅长实时领域，拥有金融行业大数据应用架构及开发经验。\t\t\t\t"}, +{"name": "原老师", "title": "高级讲师", "info": "北京大学计算机硕士，擅长大数据/人工智能领域技术。\t\t"}, +{"name": "谢老师", "title": "高级讲师", "info": "擅长数仓领域技术，拥有丰富的安全领域大数据行业经验。\t"}, +{"name": "史老师", "title": "高级讲师", "info": "大数据架构师，拥有丰富的技术攻坚经验。\t\t"}, +{"name": "李老师", "title": "高级讲师", "info": "北京化工大学工学硕士，多家互联网公司首席信息官，算法专家，具备多年机器学习，深度学习等人工智能相关算法的研发经验, 熟悉Python、Java等常用开发语言，对PyTorch,Tensorflow,PaddlePaddle等深度学习框架熟练使用，在自然语言处理应用方面具备多年的企业实践经验。\t\t\t\t"}, +{"name": "原老师", "title": "高级讲师", "info": "北京大学电子与通信工程硕士, 多年开发经验,对数据分析,大数据,机器学习,后端开发等技术有深入了解, 精通java Python等常用开发语言,在多家软件公司担任软件工程师, 项目经理, 有新浪微博,中新网新闻发布系统等多个大型项目经验。\t\t\t\t\t\t"}, +{"name": "赵老师", "title": "高级讲师", "info": "擅长人工智能领域技术，多年模式识别和数据挖掘开发经验，主导研发多项国家和省级科研项目，负责企业级信贷风控模型和智能医疗数据平台开发，专注ML/DL/PR/KG领域相关算法的应用，曾任职美团搜索部负责NER及Bert搜索排序优化对Hadoop、SparkTensorflow和PyTorch等大数据、人工智能技术有多年企业实践经验。\t\t\t\t\t"}, +{"name": "魏老师", "title": "高级讲师", "info": "多年数据开发经验，曾参与过国云数据公司的数据中台开发，以及甲乙丙丁公司商品推荐系统开发。精通Python、MySQL编程语言，机器学习以及推荐相关算法，熟练应用Hadoop、Hive离线数仓等相关技术。曾担任过BI数据分析师，数据挖掘，推荐算法工程师，数据仓库工程师等数据以及算法相关岗位。\t\t\t\t\t\t"}, +{"name": "刘老师", "title": "高级讲师", "info": "负责公司后台核心系统、资质审核系统、风控审核系统、标的审核系统的设计与搭建,对接存管银行的API,对接第三方银行机构。后台系统基于大数据的车辆对比系统、车辆实时信息联网查询、车辆电池信息以及前台基于百度地图的路径规划、动态围栏等功能。\t\t\t\t\t\t\t"}, +{"name": "姚老师", "title": "高级讲师", "info": "毕业于哈尔滨工程大学，擅长GIS行业工程实战，在图像分割、检测、追踪等方面有多年从业经历，参与多项国家级/部委级重大项目，具备丰富的工程落地经验。\t\t\t\t\t\t"}, +{"name": "李老师", "title": "高级讲师", "info": "曾就职于多家上市公司，并担任高级算法工程师、算法专家。研究领域包括NLP、目标检测、视频跟踪、大语言模型、多模态、模型推理加速等。"}, +{"name": "李老师", "title": "高级讲师", "info": "6年开发经验，2年教学经验。在大型互联网公司担任TL、架构师，参与设计并搭建大数据、物联网等大型项目。精通Java、SSM框架以及SpringCloud、Dubbo、MQ等微服务架构体系。\t\t\t\t\t\t"}, +{"name": "刘老师", "title": "高级讲师", "info": "拥有10年设计经验，曾服务北京正邦品牌策划，百度用户体验中心，北京资海科技集团，龙采科技集团，优逸客科技教育集团，洛杉矶张大钦律师事务所等众多一线互联网设计与外包平台。担任视觉设计师。致力于研究视觉界面设计、品牌服务设计、人机交互等方向，项目经验丰富。"}, +{"name": "闫老师", "title": "高级讲师", "info": "拥有7年的设计经验，视觉传达设计专业。精通photoshop、illusstrator，Axure等常用设计软件，熟练Html，CSS等前端技术。曾创办独立设计工作室。授课风格幽默，思路清晰。时常告诫学生莫忘设计初心，才能方得始终！\t\t\t\t\t"}, +{"name": "李老师", "title": "高级讲师", "info": "拥有8年设计经验，艺术设计专业出身。涉及领域包括UI设计、网站设计、平面印刷广告、包装设计、手绘、VI设计等。曾为武汉理工孵化器、中国语料库等知名企业设计VI视觉识别系统，进行企业品牌推广。具备多年的网页与APP项目开发经验。\t\t\t\t\t"}, +{"name": "曾老师", "title": "高级讲师", "info": "从事设计行业7年，精通多种设计软件。曾在广告公司担任设计师及设计总监。服务企业有深圳海洋局、招商地产、香港珠宝、华润集团等。2012年投身教育事业，深受广大学员爱戴。"}, +{"name": "张老师", "title": "高级讲师", "info": "毕业于中央美术学院视觉传达专业，从事艺术设计类行业多年，曾任设计主管职位。主导进行7个品牌的提案，建立，维护，及后期升级的全案设计，服务于瑞幸，星巴克等30多个品牌。涉及品牌的线上视觉，线下电商，三维视觉，包装设计等，项目实战经验丰富。\t\t\t\t\t\t"}, +{"name": "高老师", "title": "高级讲师", "info": "国内设计色彩搭配知名博主、Adobe认证讲师、十三年工作经验。擅长软件：Photoshop、Illustrator、CorelDRAW、Sketch、AxureRP、C4D、Principle等。服务过的部分知名客户：欧莱雅、万科地产、嘉顿食品、盛大游戏、宝马、阿里巴巴、新浪网、腾讯大粤网、福特汽车等。\t\t\t\t\t\t"}, +{"name": "谭老师", "title": "高级讲师", "info": "14年互联网设计经验，首批移动互联网UI设计师，知名WEB设计师，对视觉设计、平面设计、界面设计、体验设计、交互设计、动画制作、影视后期等多方面有研究。曾主导腾讯、小米、IBM、路虎汽车、湖南卫视、上海世博会等500强企业互联网项目。"}, +{"name": "邢老师", "title": "高级讲师", "info": "10年Linux平台互联网开发经验，业界资深讲师。精通Linux内核开发、内核系统移植、ARM SOC体系结构设计、C/C++、Python、JavaScript、LISP、ARM/X86汇编等编程语言，全栈工程师对计算机原理从上到下融会贯通。"}, +{"name": "许老师", "title": "高级讲师", "info": "10年以上软件测试开发、质量管理、项目管理经验，熟练使用Java、Python开发语言，擅长功能测试、接口测试、自动化测试、性能测试等；具有丰富的教学经验，授课幽默风趣，能积极调动学员的积极性。"}, +{"name": "张老师", "title": "高级讲师", "info": "8年软件测试及项目管理经验，曾任职于蔚来汽车研发部门，在大型电商公司负责测试平台开发，测试管理工作；参与测试的项目有互联网出行，电子商务等，拥有丰富的Java和Python语言经验，有性能测试、自动化测试及测试平台的开发经验。"}, +{"name": "刘老师", "title": "高级讲师", "info": "从事软件开发和软件测试10年, 熟悉软件项目开发和软件测试流程；熟悉多种测试环境搭建，熟练操作数据库，熟悉Java、Python、H5语言，对Web端自动化测试、接口测试有着丰富经验积累，并有丰富企培、校企合作专业领域培训经验。"}, +{"name": "朱老师", "title": "高级讲师", "info": "8年以上软件测试及项目管理经验，能熟练运用Python等编程语言，擅长功能测试，接口测试，及自动化测试，能够通过丰富的项目实战经验激发学生学习兴趣，培养学生独立思考和解决问题的能力。具有国家信息系统项目管理师认证、ACP认证。\t\t\t\t\t"}, +{"name": "梁老师", "title": "高级讲师", "info": "7年互联网营销推广工作经验，对互联网+新营销有独到的见解和认知，曾为中国移动，中国电信，爱立信一线运营部进行营销培训，擅长以营销思维和锋利的创意解决问题。讲课风格循序渐进，让受训学员看得见、摸得着、体验得到的亲民教学，落到实处。\t\t\t\t\t\t\t"}, +{"name": "刘老师", "title": "高级讲师", "info": "6年的互联网新媒体运营经验，对文字营销和视频营销有着独到的见解，为上百家企业做过新媒体营销策划方案。曾用2个月的时间孵化出0到200万粉丝的种草推荐类短视频账号，对热点事件极具敏感性。擅长讲故事，脱口秀，授课方式轻松幽默。\t\t\t\t\t\t"}, +{"name": "吴老师", "title": "高级讲师", "info": "互联网行业从业十多年，曾任网站和电子杂志主编、市场营销主管、媒介主管、文案策划主管，文案策划、市场营销、网站运营和媒介监测经验丰富。曾主导腾讯游戏发布、腾讯动漫整体媒介营销、设计行业大赛策划和运营。"}, +{"name": "张老师", "title": "高级讲师", "info": "5年短视频直播实战经验，曾担任多家企业运营总监、操盘手。擅长流量整体规划操盘、0-1IP孵化及流量变现。孵化的蓝V账号曾在抖音星图地产赛道排名第一，授课风格幽默严谨，擅长用案例启发思考。\t\t\t\t\t"}, +{"name": "王老师", "title": "高级讲师", "info": "致力于网站策划运营、网络营销推广SEM/SEO、淘宝SEO、QQ群优化、数据分析等媒体方面的研究与实践五年有余，经验丰富。在多家高热度网站拥有个人专栏，为众多互联网从业人员提供免费职业辅导和工作指导，拥有忠实粉丝圈，口碑在业界广为人知。"}, +{"name": "彭老师", "title": "高级讲师", "info": "6年新媒体短视频运营经验，创业做过新媒体代运营公司，有丰富的甲方、乙方、MCN机构等行业经验，在短视频以及公众号时代分别做过百万+、十万+等大小账号，合作过的企业有：招行、中行、平安、华润三九、达利、泰康、晨光、东鹏特饮等，擅长新媒体短视频ip孵化，直播带货等新媒体知识分享。\t\t\t\t\t"}, +{"name": "尹老师", "title": "高级讲师", "info": "红粉笔联合创始人，曾在中山大学、河北经贸大学等二十余所高校讲授短视频、电商实训项目。具有多个领域商业变现经验，涵盖教育、娱乐、剧情、旅行、电商种草等领域。指导众多学员项目案例，学员零启动美食账号单个作品涨粉20W+、零启动新奇特特效账号首作品流量破100w+，单条带货视频变现8W+。"}, +{"name": "赵老师", "title": "高级讲师", "info": "四年短视频和直播运营经验，创过业，北抖会创始人，哈尔滨工业大学毕业，曾任百度、苏宁AI架构师和AI产品经理，擅长知识类IP孵化和AI创作爆款短视频。运营过2个百万粉丝大号和3个同时在线过千人的直播间，创作过单条超一千万播放量和多条过百万播放量的爆款短视频，研发课程《AI制作爆款短视频》，抖音账号：野哥玩AI。"}, +{"name": "宋老师", "title": "高级讲师", "info": "毕业于中国矿业大学新闻传播学，8年文旅媒体行业从业经验。从传统电视媒体转型新媒体短视频行业，深耕短视频及直播运营，擅长社交媒体平台机制及玩法，主导从0-1短视频矩阵及直播商业化变现。擅长以短视频及社群赋能上市旅企高质量发展，媒体营销实战经验丰富，操盘10+上市旅企的新媒体及社群运营工作，包括八达岭长城、天山天池、峨眉山、国际大巴扎、少林寺等5A、4A世界级旅游度假型景区。"}, +{"name": "张老师", "title": "高级讲师", "info": "中国开放原子开源基金会银牌讲师，广东省人力资源与社会保障厅师资培训基地人工智能、区块链技术专家讲师。广东省职业教育“双师型”名师工作室成员，厦门大学大数据实验室百家讲坛特邀讲师。多本畅销软件开发教材的编写人和审稿人，国家十三五教材审稿人，在教学方面有丰富的经验。\t\t\t\t\t\t\t"}, +{"name": "李老师", "title": "高级讲师", "info": "开放原子开源基金会银牌讲师。具有多年常见指令集架构下的单片机外设、嵌入式操作系统下的开发经验。擅长机器视觉、深度学习结合各类传感器在智能机器人领域的应用。多年的教学经验，在基础理论和高等数学等方向的教学有深入的研究。\t\t\t\t\t\t\t"}, +{"name": "肖老师", "title": "高级讲师", "info": "开放原子开源基金会银牌讲师，毕业于深圳大学，10年的软件开发,机器学习和人工智能算法研发经验。精通C/C++, Python等开发语言, 对智能机器人以及Pytorch有丰富的项目授课经验,对项目全流程开发有丰富的架构经验,对算法工程实践有深入的研究。授课风格风趣幽默, 知识讲解结构层次分明。\t\t\t\t\t\t\t"}, +{"name": "吴老师", "title": "高级讲师", "info": "传智教育高级讲师,拥有多年智能机器人、物联网行业经验。精通C++、C、Python、Java等多种编程语言,精通ROS机器人操作系统,对机器人开发有深入研究。\t\t\t\t\t\t"}, +{"name": "肖老师", "title": "高级讲师", "info": "传智教育高级讲师，鸿蒙开发先行者。精通C、C++、Python、Java等多种编程语言，熟悉电子电路设计，拥有多年物联网行业经验，精通ROS机器人操作系统，对机器人开发有一定见解。教学方面能够激发学生的学习兴趣，帮助他们发掘自己的潜能，能够为学生提供专业的技术指导，帮助他们解决实际开发中遇到的问题。\t\t\t\t\t\t"}, +{"name": "唐老师", "title": "高级讲师", "info": "中国开放原子开源基金会银牌讲师，擅长物联网协议、物联网设备的软硬件开发部署。精于通过编写优质C、C++代码，实现芯片功能。对智能硬件设计开发、机器人运动控制、传感器数据处理、人工智能算法有深入的理解和丰富的经验。\t\t\t\t\t\t"}, +{"name": "江老师", "title": "高级讲师", "info": "高级讲师，资深开发工程师，10多年研发经验和教学经验。精通C/C++/Python语言编程，对GTK+、Qt图形界面编程有深入研究，精通嵌入式、物联网开发，熟练自动化测试。拥有丰富的授课及培训技巧，讲课幽默生动有趣，深入浅出。"}, +{"name": "覃老师", "title": "高级讲师", "info": "精通C、C++、Python、Java等多种编程语言，擅长基于ROS下的工业互联网智能化开发，尤其在激光雕刻等工控机方向有较丰富的经验。熟悉物联网开发，多年教学经验，擅长启发学生思考，课堂风格轻松有趣。\t\t\t\t\t"} +] \ No newline at end of file diff --git a/python爬虫/python爬虫练习/wangyizhaopin/scrapy.cfg b/python爬虫/python爬虫练习/wangyizhaopin/scrapy.cfg new file mode 100644 index 0000000..2edf66c --- /dev/null +++ b/python爬虫/python爬虫练习/wangyizhaopin/scrapy.cfg @@ -0,0 +1,11 @@ +# Automatically created by: scrapy startproject +# +# For more information about the [deploy] section see: +# https://scrapyd.readthedocs.io/en/latest/deploy.html + +[settings] +default = wangyizhaopin.settings + +[deploy] +#url = http://localhost:6800/ +project = wangyizhaopin diff --git a/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/__init__.py b/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/items.py b/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/items.py new file mode 100644 index 0000000..d9517b3 --- /dev/null +++ b/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/items.py @@ -0,0 +1,18 @@ +# Define here the models for your scraped items +# +# See documentation in: +# https://docs.scrapy.org/en/latest/topics/items.html + +import scrapy + + +class WangyizhaopinItem(scrapy.Item): + # define the fields for your item here like: + name = scrapy.Field() + postTypeFullName = scrapy.Field() + description = scrapy.Field() + reqEducationName = scrapy.Field() + reqWorkYearsName = scrapy.Field() + requirement = scrapy.Field() + workPlaceNameList = scrapy.Field() + diff --git a/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/middlewares.py b/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/middlewares.py new file mode 100644 index 0000000..7aee237 --- /dev/null +++ b/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/middlewares.py @@ -0,0 +1,103 @@ +# Define here the models for your spider middleware +# +# See documentation in: +# https://docs.scrapy.org/en/latest/topics/spider-middleware.html + +from scrapy import signals + +# useful for handling different item types with a single interface +from itemadapter import is_item, ItemAdapter + + +class WangyizhaopinSpiderMiddleware: + # Not all methods need to be defined. If a method is not defined, + # scrapy acts as if the spider middleware does not modify the + # passed objects. + + @classmethod + def from_crawler(cls, crawler): + # This method is used by Scrapy to create your spiders. + s = cls() + crawler.signals.connect(s.spider_opened, signal=signals.spider_opened) + return s + + def process_spider_input(self, response, spider): + # Called for each response that goes through the spider + # middleware and into the spider. + + # Should return None or raise an exception. + return None + + def process_spider_output(self, response, result, spider): + # Called with the results returned from the Spider, after + # it has processed the response. + + # Must return an iterable of Request, or item objects. + for i in result: + yield i + + def process_spider_exception(self, response, exception, spider): + # Called when a spider or process_spider_input() method + # (from other spider middleware) raises an exception. + + # Should return either None or an iterable of Request or item objects. + pass + + def process_start_requests(self, start_requests, spider): + # Called with the start requests of the spider, and works + # similarly to the process_spider_output() method, except + # that it doesn’t have a response associated. + + # Must return only requests (not items). + for r in start_requests: + yield r + + def spider_opened(self, spider): + spider.logger.info("Spider opened: %s" % spider.name) + + +class WangyizhaopinDownloaderMiddleware: + # Not all methods need to be defined. If a method is not defined, + # scrapy acts as if the downloader middleware does not modify the + # passed objects. + + @classmethod + def from_crawler(cls, crawler): + # This method is used by Scrapy to create your spiders. + s = cls() + crawler.signals.connect(s.spider_opened, signal=signals.spider_opened) + return s + + def process_request(self, request, spider): + # Called for each request that goes through the downloader + # middleware. + + # Must either: + # - return None: continue processing this request + # - or return a Response object + # - or return a Request object + # - or raise IgnoreRequest: process_exception() methods of + # installed downloader middleware will be called + return None + + def process_response(self, request, response, spider): + # Called with the response returned from the downloader. + + # Must either; + # - return a Response object + # - return a Request object + # - or raise IgnoreRequest + return response + + def process_exception(self, request, exception, spider): + # Called when a download handler or a process_request() + # (from other downloader middleware) raises an exception. + + # Must either: + # - return None: continue processing this exception + # - return a Response object: stops process_exception() chain + # - return a Request object: stops process_exception() chain + pass + + def spider_opened(self, spider): + spider.logger.info("Spider opened: %s" % spider.name) diff --git a/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/pipelines.py b/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/pipelines.py new file mode 100644 index 0000000..014ec40 --- /dev/null +++ b/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/pipelines.py @@ -0,0 +1,46 @@ +# Define your item pipelines here +# +# Don't forget to add your pipeline to the ITEM_PIPELINES setting +# See: https://docs.scrapy.org/en/latest/topics/item-pipeline.html + + +# useful for handling different item types with a single interface +from itemadapter import ItemAdapter + + +class WangyizhaopinPipeline: + def open_spider(self, spider): + if spider.name == "wyzp": + print("数据爬取开始") + self.f = open("wyzp.csv", mode="a", encoding="utf-8") + + def close_spider(self, spider): + if spider.name == "wyzp": + print("数据爬取结束") + if self.f: + self.f.close() + + def process_item(self, item, spider): + if spider.name == "wyzp": + # csv写入 + self.f.write(f"{item['name']}\n") + return item + + +class WangyizhaopinPipeline1: + def open_spider(self, spider): + if spider.name == "wyzp1": + print("数据爬取开始") + self.f = open("wyzp1.csv", mode="a", encoding="utf-8") + + def close_spider(self, spider): + if spider.name == "wyzp1": + print("数据爬取结束") + if self.f: + self.f.close() + + def process_item(self, item, spider): + if spider.name == "wyzp1": + # csv写入 + self.f.write(f"{item['name']}\n") + return item diff --git a/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/settings.py b/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/settings.py new file mode 100644 index 0000000..fc36b36 --- /dev/null +++ b/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/settings.py @@ -0,0 +1,95 @@ +# Scrapy settings for wangyizhaopin project +# +# For simplicity, this file contains only settings considered important or +# commonly used. You can find more settings consulting the documentation: +# +# https://docs.scrapy.org/en/latest/topics/settings.html +# https://docs.scrapy.org/en/latest/topics/downloader-middleware.html +# https://docs.scrapy.org/en/latest/topics/spider-middleware.html + +BOT_NAME = "wangyizhaopin" + +SPIDER_MODULES = ["wangyizhaopin.spiders"] +NEWSPIDER_MODULE = "wangyizhaopin.spiders" +LOG_LEVEL = "WARNING" + + +# Crawl responsibly by identifying yourself (and your website) on the user-agent +#USER_AGENT = "wangyizhaopin (+http://www.yourdomain.com)" + +# Obey robots.txt rules +ROBOTSTXT_OBEY = True + +# Configure maximum concurrent requests performed by Scrapy (default: 16) +#CONCURRENT_REQUESTS = 32 + +# Configure a delay for requests for the same website (default: 0) +# See https://docs.scrapy.org/en/latest/topics/settings.html#download-delay +# See also autothrottle settings and docs +#DOWNLOAD_DELAY = 3 +# The download delay setting will honor only one of: +#CONCURRENT_REQUESTS_PER_DOMAIN = 16 +#CONCURRENT_REQUESTS_PER_IP = 16 + +# Disable cookies (enabled by default) +#COOKIES_ENABLED = False + +# Disable Telnet Console (enabled by default) +#TELNETCONSOLE_ENABLED = False + +# Override the default request headers: +#DEFAULT_REQUEST_HEADERS = { +# "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8", +# "Accept-Language": "en", +#} + +# Enable or disable spider middlewares +# See https://docs.scrapy.org/en/latest/topics/spider-middleware.html +#SPIDER_MIDDLEWARES = { +# "wangyizhaopin.middlewares.WangyizhaopinSpiderMiddleware": 543, +#} + +# Enable or disable downloader middlewares +# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html +#DOWNLOADER_MIDDLEWARES = { +# "wangyizhaopin.middlewares.WangyizhaopinDownloaderMiddleware": 543, +#} + +# Enable or disable extensions +# See https://docs.scrapy.org/en/latest/topics/extensions.html +#EXTENSIONS = { +# "scrapy.extensions.telnet.TelnetConsole": None, +#} + +# Configure item pipelines +# See https://docs.scrapy.org/en/latest/topics/item-pipeline.html +ITEM_PIPELINES = { + "wangyizhaopin.pipelines.WangyizhaopinPipeline": 300, + "wangyizhaopin.pipelines.WangyizhaopinPipeline1": 301, +} + +# Enable and configure the AutoThrottle extension (disabled by default) +# See https://docs.scrapy.org/en/latest/topics/autothrottle.html +#AUTOTHROTTLE_ENABLED = True +# The initial download delay +#AUTOTHROTTLE_START_DELAY = 5 +# The maximum download delay to be set in case of high latencies +#AUTOTHROTTLE_MAX_DELAY = 60 +# The average number of requests Scrapy should be sending in parallel to +# each remote server +#AUTOTHROTTLE_TARGET_CONCURRENCY = 1.0 +# Enable showing throttling stats for every response received: +#AUTOTHROTTLE_DEBUG = False + +# Enable and configure HTTP caching (disabled by default) +# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html#httpcache-middleware-settings +#HTTPCACHE_ENABLED = True +#HTTPCACHE_EXPIRATION_SECS = 0 +#HTTPCACHE_DIR = "httpcache" +#HTTPCACHE_IGNORE_HTTP_CODES = [] +#HTTPCACHE_STORAGE = "scrapy.extensions.httpcache.FilesystemCacheStorage" + +# Set settings whose default value is deprecated to a future-proof value +REQUEST_FINGERPRINTER_IMPLEMENTATION = "2.7" +TWISTED_REACTOR = "twisted.internet.asyncioreactor.AsyncioSelectorReactor" +FEED_EXPORT_ENCODING = "utf-8" diff --git a/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/spiders/__init__.py b/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/spiders/__init__.py new file mode 100644 index 0000000..ebd689a --- /dev/null +++ b/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/spiders/__init__.py @@ -0,0 +1,4 @@ +# This package will contain the spiders of your Scrapy project +# +# Please refer to the documentation for information on how to create and manage +# your spiders. diff --git a/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/spiders/request.py b/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/spiders/request.py new file mode 100644 index 0000000..c747a01 --- /dev/null +++ b/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/spiders/request.py @@ -0,0 +1,6 @@ +# import requests +# +# url = "https://hr.163.com/api/hr163/position/queryPage" +# +# a = requests.get(url) +# print(a.text) \ No newline at end of file diff --git a/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/spiders/tencent_crawl.py b/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/spiders/tencent_crawl.py new file mode 100644 index 0000000..0095812 --- /dev/null +++ b/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/spiders/tencent_crawl.py @@ -0,0 +1,27 @@ +import scrapy +from scrapy.linkextractors import LinkExtractor +from scrapy.spiders import CrawlSpider, Rule + +#无法传参，只能应用于数据在一个页面里传参 +class TencentCrawlSpider(CrawlSpider): + name = "tencent_crawl" + allowed_domains = ["tencent.com"] + start_urls = ["https://careers.tencent.com/search.html?pcid=40001 "] + + #链接提取规则 + rules = ( + #使用Rule类生成连接提取规则对象 + # LinkExtracto 用于设置连接提取规则，一般永allow，接受正则表达式 + # follow参数决定是否在提取后的响应中继续提取链接 + + # 设置详情页面链接提取规则 + Rule(LinkExtractor(allow=r"https://careers.tencent.com/jobdesc.html?postId=\d+"), callback="parse_item"),) + # Rule(LinkExtractor(allow=r"https://careers.tencent.com/jobdesc.html?postId=\?"), callback="parse_item", follow=True),) + + def parse_item(self, response): + item = {} + print(response.url) + # item["domain_id"] = response.xpath('//input[@id="sid"]/@value').get() + # item["name"] = response.xpath('//div[@id="name"]').get() + # item["description"] = response.xpath('//div[@id="description"]').get() + return item diff --git a/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/spiders/wyzp.py b/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/spiders/wyzp.py new file mode 100644 index 0000000..70541f6 --- /dev/null +++ b/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/spiders/wyzp.py @@ -0,0 +1,57 @@ +import scrapy +import json +from wangyizhaopin.items import WangyizhaopinItem + +#该项目无法翻页，需要scrapy结合selenium等模拟点击 + +class WyzpSpider(scrapy.Spider): + name = "wyzp" + allowed_domains = ["hr.163.com"] + start_urls = ["https://hr.163.com/job-list.html"] + + def start_requests(self): + + + post_body = {"currentPage": 1, "pageSize": 10} + url = "https://hr.163.com/api/hr163/position/queryPage" + + yield scrapy.Request( + url=url, + callback=self.parse_detail, + body=json.dumps(post_body), + method='POST', + headers={'Content-Type': 'application/json;charset=UTF-8'} + ) + + # yield scrapy.Request( + # url=self.start_urls[0], + # callback=self.parse, + # headers={'Content-Type': 'application/json;charset=UTF-8'} + # ) + # def parse(self, response, **kwargs): + # part_url = response.xpath('//li[@class=" ant-pagination-next"]').extract_first() + # print(part_url) + # print(response.json) + # + # if part_url != response.xpath('//li[@class="ant-pagination-disabled ant-pagination-next"]').extract_first(): + # pass + + def parse_detail(self, response): + # 打印整个响应对象 + # print(response.json()) + # 解析JSON响应 + data = response.json() + # print(1) + # 提取您需要的数据 + for item in data['data']['list']: + info = WangyizhaopinItem() + info["name"] = item.get('name') + info["postTypeFullName"] = item.get('postTypeFullName') + info["description"] = item.get('description') + info["reqEducationName"] = item.get('reqEducationName') + info["reqWorkYearsName"] = item.get('reqWorkYearsName') + info["requirement"] = item.get('requirement') + info["workPlaceNameList"] = item.get('workPlaceNameList') + yield info + + diff --git a/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/spiders/wyzp1.py b/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/spiders/wyzp1.py new file mode 100644 index 0000000..3063ed5 --- /dev/null +++ b/python爬虫/python爬虫练习/wangyizhaopin/wangyizhaopin/spiders/wyzp1.py @@ -0,0 +1,57 @@ +import scrapy +import json +from wangyizhaopin.items import WangyizhaopinItem + +#该项目无法翻页，需要scrapy结合selenium等模拟点击 + +class WyzpSpider(scrapy.Spider): + name = "wyzp1" + allowed_domains = ["hr.163.com"] + start_urls = ["https://hr.163.com/job-list.html"] + + def start_requests(self): + + + post_body = {"currentPage": 1, "pageSize": 10} + url = "https://hr.163.com/api/hr163/position/queryPage" + + yield scrapy.Request( + url=url, + callback=self.parse_detail, + body=json.dumps(post_body), + method='POST', + headers={'Content-Type': 'application/json;charset=UTF-8'} + ) + + # yield scrapy.Request( + # url=self.start_urls[0], + # callback=self.parse, + # headers={'Content-Type': 'application/json;charset=UTF-8'} + # ) + # def parse(self, response, **kwargs): + # part_url = response.xpath('//li[@class=" ant-pagination-next"]').extract_first() + # print(part_url) + # print(response.json) + # + # if part_url != response.xpath('//li[@class="ant-pagination-disabled ant-pagination-next"]').extract_first(): + # pass + + def parse_detail(self, response): + # 打印整个响应对象 + # print(response.json()) + # 解析JSON响应 + data = response.json() + + # 提取您需要的数据 + for item in data['data']['list']: + info = WangyizhaopinItem() + info["name"] = item.get('name') + info["postTypeFullName"] = item.get('postTypeFullName') + info["description"] = item.get('description') + info["reqEducationName"] = item.get('reqEducationName') + info["reqWorkYearsName"] = item.get('reqWorkYearsName') + info["requirement"] = item.get('requirement') + info["workPlaceNameList"] = item.get('workPlaceNameList') + yield info + + diff --git a/python爬虫/python爬虫练习/wangyizhaopin/wyzp.csv b/python爬虫/python爬虫练习/wangyizhaopin/wyzp.csv new file mode 100644 index 0000000..23462cc --- /dev/null +++ b/python爬虫/python爬虫练习/wangyizhaopin/wyzp.csv @@ -0,0 +1,10 @@ +内容运营实习生（AI音乐） +高级游戏测试工程师（仙侠单机） +算法实习生（搜索LLM和多模态技术） +资深VFX特效设计师（界面）-第五人格 +资深UI视觉设计师-七日世界 +资深动画设计师-风格化在研 +资深概念设计师（场景）（天下） +资深UI视觉设计师-卡通风格 +概念设计专家（角色）-萤火突击 +资深级UI 视觉设计师（萤火突击） diff --git a/python爬虫/python爬虫练习/wangyizhaopin/wyzp1.csv b/python爬虫/python爬虫练习/wangyizhaopin/wyzp1.csv new file mode 100644 index 0000000..e69de29 diff --git a/python爬虫/python爬虫练习/中国大学排名.py b/python爬虫/python爬虫练习/中国大学排名.py new file mode 100644 index 0000000..b52f0fd --- /dev/null +++ b/python爬虫/python爬虫练习/中国大学排名.py @@ -0,0 +1,93 @@ +''' +输入大学排名url链接 +输出 排名、大学名称、总分 +库 requests bs4 +''' + +import requests +import bs4 +from bs4 import BeautifulSoup + + +def get_html_text(url): + # header = { + # "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/106.0.0.0 Safari/537.36 Edg/106.0.1370.52"} + try: + r = requests.get(url) + r.raise_for_status() + r.encoding = r.apparent_encoding + return r.text + r.close() + except: + return "" + + +def fill_univ_list(ulist, html): + soup = BeautifulSoup(html, "html.parser") + for tr in soup.find("tbody").children: + if isinstance(tr, bs4.element.Tag): # 判断类型是不是标签类型 + tds = tr("td") + # tds.strip() + # print(tds[0].text.strip()) + a = tds[0].text.strip() + b=tds[1].text.strip() + c=tds[5].text.strip() + ulist.append([a,b,c]) + + +def print_univ_list(ulist, num): + print("{:^20}\t{:^20}\t{:^20}".format("排名", "学校", "总分")) + for i in range(num): + u = ulist[i] + print("{:^20}\t{:^20}\t{:^20}".format(u[0], u[1][0:4], u[2])) + # print("suv" + str(num)) + + +def main(): + uinfo = [] + url = "https://www.shanghairanking.cn/rankings/bcur/202011" + html = get_html_text(url) + fill_univ_list(uinfo, html) + print_univ_list(uinfo, 20) + + +main() + +# url = "https://www.shanghairanking.cn/rankings/bcur/202011" +# header = { +# "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/106.0.0.0 Safari/537.36 Edg/106.0.1370.52"} +# +# try: +# r = requests.get(url, headers=header) +# r.raise_for_status() +# r.encoding = r.apparent_encoding +# except: +# print("出现异常") +# +# demo = r.text +# soup = BeautifulSoup(demo, "html.parser") +# ulists=[] +# for tr in soup.find("tbody").children: +# if isinstance(tr, bs4.element.Tag): # 判断类型是不是标签类型 +# tds = tr("td") +# ulists.append(tds[0].string, tds[1].string, tds[2].string) +# +# +# print("{:^10}\t{:^6}\t{:^10}".format("排名", "学校", "总分")) +# for i in range(ulists): +# u = ulist[i] +# print("{:^10}\t{:^6}\t{:^10}".format(u[0],u[1],u[2])) + +''' +
    + 2 +

    双一流/985/211

    + 北京 + + 综合 + + 746.7 + + 36.1 + +''' diff --git a/python爬虫/python爬虫练习/使用协程扒小说.py b/python爬虫/python爬虫练习/使用协程扒小说.py new file mode 100644 index 0000000..69ac50e --- /dev/null +++ b/python爬虫/python爬虫练习/使用协程扒小说.py @@ -0,0 +1,55 @@ +# 扒百度小说西游记 +# https://dushu.baidu.com/api/pc/getCatalog?data={"book_id":"4306063500"} +# 章节url +# https://dushu.baidu.com/api/pc/getChapterContent?data={"book_id":"4306063500","cid":"4306063500|1569782244","need_bookinfo":1} +# 内容url + +import requests +import asyncio +import aiohttp +import json +import aiofiles + +''' +1.同步操作：访问getCatalog拿到所有章节cid和名称 +2.异步操作，访问getChapterContent 下载所有文章内容 +''' + + +async def getCatalog(url): + headers = { + "user-agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/107.0.0.0 Safari/537.36 Edg/107.0.1418.35", + "Referer": "https://dushu.baidu.com/pc/detail?gid=4306063500"} + r = requests.get(url, headers=headers) + dic = r.json() + tasks = [] + for item in dic['data']['novel']['items']: # item对应每一个小说cid与标题 + title = item['title'] + cid = item['cid'] + # 准备异步任务 + # print(cid, title) + tasks.append(asyncio.create_task(aiodownload(cid, b_id, title))) + await asyncio.wait(tasks) + + +async def aiodownload(cid, b_id, title): + data = { + "book_id": f"{cid}", + "cid": f"{b_id}|{cid}", + "need_bookinfo": 1 + } + data = json.dumps(data) + url = f"https://dushu.baidu.com/api/pc/getChapterContent?data={data}" + + async with aiohttp.ClientSession() as session: + async with session.get(url) as r: + # await print(r.json()) + dic = await r.json() + async with open(f'./novel/{title}.txt', 'w') as f: + await f.write(dic['data']['novel']['content']) + + +if __name__ == '__main__': + b_id = '4306063500' + url = 'https://dushu.baidu.com/api/pc/getCatalog?data={"book_id":"' + b_id + '"}' # 本来带{}加f会变为转义符号换‘ + 内容+ ’ + asyncio.run(getCatalog(url)) diff --git a/python爬虫/python爬虫练习/北京新发地菜市.py b/python爬虫/python爬虫练习/北京新发地菜市.py new file mode 100644 index 0000000..cd2ed42 --- /dev/null +++ b/python爬虫/python爬虫练习/北京新发地菜市.py @@ -0,0 +1,49 @@ +from concurrent.futures import ThreadPoolExecutor, ProcessPoolExecutor +import requests +from lxml import etree +from bs4 import BeautifulSoup +import re +import csv + +""" +1.如何提取单个页面的数据 +2.上线程池，多个页面同时抓取 +""" + + +def download_one_page(data): + headers = { + "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/107.0.0.0 Safari/537.36 Edg/107.0.1418.35", + "Referer": "http://www.xinfadi.com.cn/priceDetail.html" + } + url = "http://www.xinfadi.com.cn/getPriceData.html" + r = requests.get(url, headers=headers, data=data) + r.encoding = "utf-8" + print(r.text) + + # soup = BeautifulSoup(r.text,'html.parser') + # print(soup.prettify()) + obj = re.compile( + r'"id":(?P.*?),.*?"prodName"(?P.*?),.*?"avgPrice"(?P.*?),.*?"pubDate"(?P.*?),', + re.S) + result = obj.finditer(r.text) + f = open('data.csv', mode='a',encoding='utf-8') + csvwriter = csv.writer(f) + for i in result: + dic = i.groupdict() + csvwriter.writerow(dic.values()) # 写入一行 + f.close() + print(f"{data}over!") + + # html = etree.HTML(r.text) + # table = html.xpath('/html/body/div[2]/div/div/div/div[4]/div[1]/div/table/tbody') + # trs = table.xpath('./tr/td/text()')[1:] + # print(trs) + # print(table) + + +if __name__ == '__main__': + + with ThreadPoolExecutor(50) as t: + for i in range(1, 200): + t.submit(download_one_page(data={"limit": "20", "current": f"{i}"})) diff --git a/python爬虫/python爬虫练习/彩票网站/caipiao/caipiao/__init__.py b/python爬虫/python爬虫练习/彩票网站/caipiao/caipiao/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/python爬虫/python爬虫练习/彩票网站/caipiao/caipiao/items.py b/python爬虫/python爬虫练习/彩票网站/caipiao/caipiao/items.py new file mode 100644 index 0000000..e4eb590 --- /dev/null +++ b/python爬虫/python爬虫练习/彩票网站/caipiao/caipiao/items.py @@ -0,0 +1,14 @@ +# Define here the models for your scraped items +# +# See documentation in: +# https://docs.scrapy.org/en/latest/topics/items.html + +import scrapy + + +class CaipiaoItem(scrapy.Item): + # define the fields for your item here like: + qihao = scrapy.Field() + red_ball = scrapy.Field() + blue_ball = scrapy.Field() + pass diff --git a/python爬虫/python爬虫练习/彩票网站/caipiao/caipiao/middlewares.py b/python爬虫/python爬虫练习/彩票网站/caipiao/caipiao/middlewares.py new file mode 100644 index 0000000..e7b5db1 --- /dev/null +++ b/python爬虫/python爬虫练习/彩票网站/caipiao/caipiao/middlewares.py @@ -0,0 +1,103 @@ +# Define here the models for your spider middleware +# +# See documentation in: +# https://docs.scrapy.org/en/latest/topics/spider-middleware.html + +from scrapy import signals + +# useful for handling different item types with a single interface +from itemadapter import is_item, ItemAdapter + + +class CaipiaoSpiderMiddleware: + # Not all methods need to be defined. If a method is not defined, + # scrapy acts as if the spider middleware does not modify the + # passed objects. + + @classmethod + def from_crawler(cls, crawler): + # This method is used by Scrapy to create your spiders. + s = cls() + crawler.signals.connect(s.spider_opened, signal=signals.spider_opened) + return s + + def process_spider_input(self, response, spider): + # Called for each response that goes through the spider + # middleware and into the spider. + + # Should return None or raise an exception. + return None + + def process_spider_output(self, response, result, spider): + # Called with the results returned from the Spider, after + # it has processed the response. + + # Must return an iterable of Request, or item objects. + for i in result: + yield i + + def process_spider_exception(self, response, exception, spider): + # Called when a spider or process_spider_input() method + # (from other spider middleware) raises an exception. + + # Should return either None or an iterable of Request or item objects. + pass + + def process_start_requests(self, start_requests, spider): + # Called with the start requests of the spider, and works + # similarly to the process_spider_output() method, except + # that it doesn’t have a response associated. + + # Must return only requests (not items). + for r in start_requests: + yield r + + def spider_opened(self, spider): + spider.logger.info("Spider opened: %s" % spider.name) + + +class CaipiaoDownloaderMiddleware: + # Not all methods need to be defined. If a method is not defined, + # scrapy acts as if the downloader middleware does not modify the + # passed objects. + + @classmethod + def from_crawler(cls, crawler): + # This method is used by Scrapy to create your spiders. + s = cls() + crawler.signals.connect(s.spider_opened, signal=signals.spider_opened) + return s + + def process_request(self, request, spider): + # Called for each request that goes through the downloader + # middleware. + + # Must either: + # - return None: continue processing this request + # - or return a Response object + # - or return a Request object + # - or raise IgnoreRequest: process_exception() methods of + # installed downloader middleware will be called + return None + + def process_response(self, request, response, spider): + # Called with the response returned from the downloader. + + # Must either; + # - return a Response object + # - return a Request object + # - or raise IgnoreRequest + return response + + def process_exception(self, request, exception, spider): + # Called when a download handler or a process_request() + # (from other downloader middleware) raises an exception. + + # Must either: + # - return None: continue processing this exception + # - return a Response object: stops process_exception() chain + # - return a Request object: stops process_exception() chain + pass + + def spider_opened(self, spider): + spider.logger.info("Spider opened: %s" % spider.name) diff --git a/python爬虫/python爬虫练习/彩票网站/caipiao/caipiao/pipelines.py b/python爬虫/python爬虫练习/彩票网站/caipiao/caipiao/pipelines.py new file mode 100644 index 0000000..01bd332 --- /dev/null +++ b/python爬虫/python爬虫练习/彩票网站/caipiao/caipiao/pipelines.py @@ -0,0 +1,64 @@ +# Define your item pipelines here +# +# Don't forget to add your pipeline to the ITEM_PIPELINES setting +# See: https://docs.scrapy.org/en/latest/topics/item-pipeline.html + + +# useful for handling different item types with a single interface +from itemadapter import ItemAdapter + +import pymysql +from caipiao.settings import MYSQL + +class CaipiaoPipeline: + """ + 在爬虫开始时候打开文件， + 执行过程中不断写入， + 执行完毕关掉文件 + """ + + def open_spider(self, spider): + print("开始") + self.f = open("./双色球.csv", mode='a', encoding='utf-8') + + def close_spider(self, spider): + print("结束") + self.f.close() + + def process_item(self, item, spider): + # print(item) + self.f.write(f"{item['qihao']},{'_'.join(item['red_ball'])},{item['blue_ball']}\n") + # with open("./双色球.csv",mode='a',encoding='utf-8') as f: + # f.write(f"{item['qihao']},{'_'.join(item['red_ball'])},{item['blue_ball']}\n") + return item + + +class CaipiaoMySqlPipeline: + + + def open_spider(self, spider): + self.conn =pymysql.connect( + host=MYSQL['host'], + port=MYSQL['port'], + user=MYSQL['user'], + password=MYSQL['password'], + database=MYSQL['database'] + ) + + def close_spider(self, spider): + if self.conn: + self.conn.close() + + def process_item(self, item, spider): + try: + cursor =self.conn.cursor() + sql ="insert into caipiao(qihao,red_ball,blue_ball) values(%s,%s,%s)" + cursor.execute(sql,(item['qihao'],'_'.join(item['red_ball']),item['blue_ball'])) + self.conn.commit() + except: + self.conn.rollback() + finally: + if cursor: + cursor.close() + + return item diff --git a/python爬虫/python爬虫练习/彩票网站/caipiao/caipiao/settings.py b/python爬虫/python爬虫练习/彩票网站/caipiao/caipiao/settings.py new file mode 100644 index 0000000..ec28933 --- /dev/null +++ b/python爬虫/python爬虫练习/彩票网站/caipiao/caipiao/settings.py @@ -0,0 +1,102 @@ +# Scrapy settings for caipiao project +# +# For simplicity, this file contains only settings considered important or +# commonly used. You can find more settings consulting the documentation: +# +# https://docs.scrapy.org/en/latest/topics/settings.html +# https://docs.scrapy.org/en/latest/topics/downloader-middleware.html +# https://docs.scrapy.org/en/latest/topics/spider-middleware.html +import pymysql +BOT_NAME = "caipiao" + +SPIDER_MODULES = ["caipiao.spiders"] +NEWSPIDER_MODULE = "caipiao.spiders" + +LOG_LEVEL="WARNING" + +MYSQL={ + "host":"localhost", + "port":3306, + "user":'root', + "password":'123123', + "database":'spider' +} +# Crawl responsibly by identifying yourself (and your website) on the user-agent +#USER_AGENT = "caipiao (+http://www.yourdomain.com)" + +# Obey robots.txt rules +ROBOTSTXT_OBEY = True + +# Configure maximum concurrent requests performed by Scrapy (default: 16) +#CONCURRENT_REQUESTS = 32 + +# Configure a delay for requests for the same website (default: 0) +# See https://docs.scrapy.org/en/latest/topics/settings.html#download-delay +# See also autothrottle settings and docs +#DOWNLOAD_DELAY = 3 +# The download delay setting will honor only one of: +#CONCURRENT_REQUESTS_PER_DOMAIN = 16 +#CONCURRENT_REQUESTS_PER_IP = 16 + +# Disable cookies (enabled by default) +#COOKIES_ENABLED = False + +# Disable Telnet Console (enabled by default) +#TELNETCONSOLE_ENABLED = False + +# Override the default request headers: +#DEFAULT_REQUEST_HEADERS = { +# "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8", +# "Accept-Language": "en", +#} + +# Enable or disable spider middlewares +# See https://docs.scrapy.org/en/latest/topics/spider-middleware.html +#SPIDER_MIDDLEWARES = { +# "caipiao.middlewares.CaipiaoSpiderMiddleware": 543, +#} + +# Enable or disable downloader middlewares +# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html +#DOWNLOADER_MIDDLEWARES = { +# "caipiao.middlewares.CaipiaoDownloaderMiddleware": 543, +#} + +# Enable or disable extensions +# See https://docs.scrapy.org/en/latest/topics/extensions.html +#EXTENSIONS = { +# "scrapy.extensions.telnet.TelnetConsole": None, +#} + +# Configure item pipelines +# See https://docs.scrapy.org/en/latest/topics/item-pipeline.html +ITEM_PIPELINES = { + "caipiao.pipelines.CaipiaoPipeline": 300, + "caipiao.pipelines.CaipiaoMySqlPipeline": 300, +} + +# Enable and configure the AutoThrottle extension (disabled by default) +# See https://docs.scrapy.org/en/latest/topics/autothrottle.html +#AUTOTHROTTLE_ENABLED = True +# The initial download delay +#AUTOTHROTTLE_START_DELAY = 5 +# The maximum download delay to be set in case of high latencies +#AUTOTHROTTLE_MAX_DELAY = 60 +# The average number of requests Scrapy should be sending in parallel to +# each remote server +#AUTOTHROTTLE_TARGET_CONCURRENCY = 1.0 +# Enable showing throttling stats for every response received: +#AUTOTHROTTLE_DEBUG = False + +# Enable and configure HTTP caching (disabled by default) +# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html#httpcache-middleware-settings +#HTTPCACHE_ENABLED = True +#HTTPCACHE_EXPIRATION_SECS = 0 +#HTTPCACHE_DIR = "httpcache" +#HTTPCACHE_IGNORE_HTTP_CODES = [] +#HTTPCACHE_STORAGE = "scrapy.extensions.httpcache.FilesystemCacheStorage" + +# Set settings whose default value is deprecated to a future-proof value +REQUEST_FINGERPRINTER_IMPLEMENTATION = "2.7" +TWISTED_REACTOR = "twisted.internet.asyncioreactor.AsyncioSelectorReactor" +FEED_EXPORT_ENCODING = "utf-8" diff --git a/python爬虫/python爬虫练习/彩票网站/caipiao/caipiao/spiders/__init__.py b/python爬虫/python爬虫练习/彩票网站/caipiao/caipiao/spiders/__init__.py new file mode 100644 index 0000000..ebd689a --- /dev/null +++ b/python爬虫/python爬虫练习/彩票网站/caipiao/caipiao/spiders/__init__.py @@ -0,0 +1,4 @@ +# This package will contain the spiders of your Scrapy project +# +# Please refer to the documentation for information on how to create and manage +# your spiders. diff --git a/python爬虫/python爬虫练习/彩票网站/caipiao/caipiao/spiders/a500.py b/python爬虫/python爬虫练习/彩票网站/caipiao/caipiao/spiders/a500.py new file mode 100644 index 0000000..b2a22c4 --- /dev/null +++ b/python爬虫/python爬虫练习/彩票网站/caipiao/caipiao/spiders/a500.py @@ -0,0 +1,35 @@ +import scrapy +from caipiao.items import CaipiaoItem + +class A500Spider(scrapy.Spider): + name = "500" + allowed_domains = ["500.com"] + start_urls = ["https://datachart.500.com/ssq/"] + + def parse(self, response): + # print(response.text) + trs = response.xpath("//tbody[@id='tdata']/tr") + # print(trs) + for tr in trs: + # red_ball = tr.xpath("./td[@class='chartBall01']/text()").extract() + red_ball =tr.css(".chartBall01::text").extract() + if not red_ball: + continue + blue_ball =tr.css(".chartBall02::text").extract_first() + qihao =tr.xpath("./td[1]/text()").extract_first().strip() + + cai =CaipiaoItem() #cai=dic + + cai['qihao']=qihao + cai['red_ball']=red_ball + cai['blue_ball']=blue_ball + print(cai) + + yield cai + # dic ={ + # 'qihao':qihao, + # 'red_ball':red_ball, + # 'blue_ball':blue_ball + # } + # print(dic) + # yield dic \ No newline at end of file diff --git a/python爬虫/python爬虫练习/彩票网站/caipiao/scrapy.cfg b/python爬虫/python爬虫练习/彩票网站/caipiao/scrapy.cfg new file mode 100644 index 0000000..5e53cb0 --- /dev/null +++ b/python爬虫/python爬虫练习/彩票网站/caipiao/scrapy.cfg @@ -0,0 +1,11 @@ +# Automatically created by: scrapy startproject +# +# For more information about the [deploy] section see: +# https://scrapyd.readthedocs.io/en/latest/deploy.html + +[settings] +default = caipiao.settings + +[deploy] +#url = http://localhost:6800/ +project = caipiao diff --git a/python爬虫/python爬虫练习/彩票网站/caipiao/双色球.csv b/python爬虫/python爬虫练习/彩票网站/caipiao/双色球.csv new file mode 100644 index 0000000..280403a --- /dev/null +++ b/python爬虫/python爬虫练习/彩票网站/caipiao/双色球.csv @@ -0,0 +1,30 @@ +24004,9_13_17_18_21_27,4 +24005,5_6_20_23_25_32,3 +24006,7_18_20_21_26_32,5 +24007,4_5_6_7_20_22,15 +24008,8_20_21_23_27_30,13 +24009,1_4_7_10_17_23,14 +24010,11_16_20_21_23_24,4 +24011,8_12_16_20_27_31,6 +24012,1_3_7_18_22_28,15 +24013,1_7_10_14_21_25,7 +24014,1_2_10_22_24_25,13 +24015,3_8_17_18_20_30,15 +24016,7_12_20_24_32_33,4 +24017,4_17_19_20_25_32,4 +24018,6_15_17_24_28_29,16 +24019,5_11_12_16_17_20,8 +24020,3_8_12_14_17_33,8 +24021,4_6_16_17_23_24,11 +24022,2_9_11_14_18_26,6 +24023,1_10_22_25_28_32,10 +24024,3_7_21_24_26_30,10 +24025,8_15_21_22_25_33,13 +24026,4_7_18_19_20_25,6 +24027,2_6_13_27_28_32,13 +24028,3_7_8_11_18_19,5 +24029,12_18_23_25_28_33,4 +24030,1_8_22_25_29_33,10 +24031,9_10_13_25_30_32,2 +24032,1_3_4_11_12_21,16 +24033,6_10_11_18_20_32,5 diff --git a/python爬虫/python爬虫练习/爬取豆瓣top250.py b/python爬虫/python爬虫练习/爬取豆瓣top250.py new file mode 100644 index 0000000..67f2b08 --- /dev/null +++ b/python爬虫/python爬虫练习/爬取豆瓣top250.py @@ -0,0 +1,39 @@ +import requests +import re +import csv + +url = "https://movie.douban.com/top250" +r = None +headers = { + 'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/107.0.0.0 Safari/537.36 Edg/107.0.1418.26'} +try: + r = requests.get(url, headers=headers) + r.raise_for_status() + r.encoding = r.apparent_encoding +except: + print("异常") + +# print(r.text) +page_context = r.text + +obj = re.compile(r'
  • .*?(?P.*?).*?' + r'

    .*?
    (?P.*?) .*?' + r'(?P.*?).*?' + r'(?P.*?)人评价.*?

    • ' + , re.S) # (?P.*?)分组组名 +result = obj.finditer(page_context) +f = open('data.csv', mode='w') +csvwriter = csv.writer(f) +for i in result: + dic = i.groupdict() + dic['year'] = dic['year'].strip() + csvwriter.writerow(dic.values()) # 写入一行 +f.close() +print("over!") + +# print(i.group("name")) +# print(i.group('year').strip())#去空格 +# print(i.group("score")) +# print(i.group("review") + '人评论') + +r.close() diff --git a/python爬虫/python爬虫练习/猪八戒网.py b/python爬虫/python爬虫练习/猪八戒网.py new file mode 100644 index 0000000..e70de14 --- /dev/null +++ b/python爬虫/python爬虫练习/猪八戒网.py @@ -0,0 +1,31 @@ +# 拿页面源码 +# 提取数据 + +import requests +from lxml import etree + +url = 'https://www.zbj.com/search/service/?kw=sass&r=2' +headers = { + 'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/107.0.0.0 ' + 'Safari/537.36 Edg/107.0.1418.35'} +r = None +try: + r = requests.get(url, headers=headers) + r.raise_for_status() + r.encoding = r.apparent_encoding +except: + print('异常') +# print(r.text) + +# 解析 +html =etree.HTML(r.text) +# 拿到每一个服务商div +divs = html.xpath('//*[@id="__layout"]/div/div[3]/div/div[3]/div[4]') + +for i in divs: + price = i.xpath('./div[1]/div[1]/div/div[2]/div[1]/span/text()') + print(price) + title = i.xpath('./div/div/div/div[2]/div[2]/a[1]/text()') + print(title) + +r.close() diff --git a/python爬虫/python爬虫练习/页面爬取.py b/python爬虫/python爬虫练习/页面爬取.py new file mode 100644 index 0000000..9ad5797 --- /dev/null +++ b/python爬虫/python爬虫练习/页面爬取.py @@ -0,0 +1,37 @@ +import requests +import os + +# +# # 京东页面商品爬取案例 +# def get_JD_text(): +# kv = {'User-agent': 'Mozilla/5.0'} +# try: +# r = requests.get(url,headers=kv) +# r.raise_for_status() +# r.encoding = r.apparent_encoding +# return r.text +# except: +# print("产生异常") +# +# +# if __name__ == "__main__": +# url = "https://item.jd.com/12842874.html" +# print(get_JD_text()) + + +url = 'https://player.youku.com/embed/XNTY2MTQ0MDgw' +root = "D://program//" +path = root + url.split('/')[-1]+'.mp4' +try: + if not os.path.exists(root): + os.mkdir(root) # 判断文件根目录是否存在，如果不存在创建根目录 + if not os.path.exists(path): # 判断文件是否存在 + r = requests.get(url) + with open(path, 'wb') as f: + f.write(r.content) + f.close() + print("文件保存成功") + else: + print("文件已存在") +except: + print("出现异常") diff --git a/python爬虫/requests库练习.py b/python爬虫/requests库练习.py new file mode 100644 index 0000000..a438edd --- /dev/null +++ b/python爬虫/requests库练习.py @@ -0,0 +1,28 @@ +# import requests +# +# r = requests.get("http://www.baidu.com") +# var = r.status_code # 检查状态码，是200则成功 +# print(var) +# +# r.encoding = 'utf-8' +# n = r.text +# print(n) + +# 通用代码框架 + +import requests + + +def getHTMLText(): + try: + r = requests.get(url, timeout=30) + r.raise_for_status() + r.encoding = r.apparent_encoding + return r.text + except: + print("出现异常") + + +if __name__ == "__main__": + url = "http://www.baidu.com" + print(getHTMLText()) diff --git a/python爬虫/request进阶.py b/python爬虫/request进阶.py new file mode 100644 index 0000000..3b20d65 --- /dev/null +++ b/python爬虫/request进阶.py @@ -0,0 +1,31 @@ +# 17k小说网 +# 登陆 -》得到cookies +# 带着cookies去请求到url 获得内容 + +# 两个操作需要连一起 +# 使用session 进行请求， - 》一连串的请求，过程中cookies不会丢失 + +import requests + +# 会话 +session = requests.session() # 返回一个session会话 +data = { + "loginName": "18742526670", "password": "abc88888888" +} # data数据从负载里拿 +# 登陆 +url = r'https://passport.17k.com/ck/user/login' +resp = session.post(url, data=data) +print(resp.text) +print(resp.json()) +# json():返回类型为字典，可以通过键名来获取响应的值 +# text:返回的类型为字符串，无法通过键名来获取响应的值 +print(resp.cookies) + +# 拿书架上数据 +resp1 = session.get('https://user.17k.com/ck/author/shelf?page=1&appKey=2406394919') +print(resp1.json()) +#另一种方法 +resp2 = requests.get('https://user.17k.com/ck/author/shelf?page=1&appKey=2406394919',headers={ + "Cookie":"GUID=22eea9b7-f889-4fcb-88fa-e8d9a4c7c601; BAIDU_SSP_lcr=https://cn.bing.com/; sajssdk_2015_cross_new_user=1; __bid_n=1845a12e389cea8fad4207; Hm_lvt_9793f42b498361373512340937deb2a0=1667958498; c_channel=0; c_csc=web; accessToken=avatarUrl%3Dhttps%253A%252F%252Fcdn.static.17k.com%252Fuser%252Favatar%252F18%252F98%252F61%252F99416198.jpg-88x88%253Fv%253D1667958854000%26id%3D99416198%26nickname%3D%25E4%25B9%25A6%25E5%258F%258Bj8h88A807%26e%3D1683511267%26s%3Ddb666b3b9accfd31; sensorsdata2015jssdkcross=%7B%22distinct_id%22%3A%2299416198%22%2C%22%24device_id%22%3A%221845a12e26f90b-07ffa98fb392a7-7d5d5474-1327104-1845a12e2704e0%22%2C%22props%22%3A%7B%22%24latest_traffic_source_type%22%3A%22%E7%9B%B4%E6%8E%A5%E6%B5%81%E9%87%8F%22%2C%22%24latest_referrer%22%3A%22%22%2C%22%24latest_referrer_host%22%3A%22%22%2C%22%24latest_search_keyword%22%3A%22%E6%9C%AA%E5%8F%96%E5%88%B0%E5%80%BC_%E7%9B%B4%E6%8E%A5%E6%89%93%E5%BC%80%22%7D%2C%22first_id%22%3A%2222eea9b7-f889-4fcb-88fa-e8d9a4c7c601%22%7D; Hm_lpvt_9793f42b498361373512340937deb2a0=1667960222" +}) +print(resp2.text) diff --git a/python爬虫/robots协议.py b/python爬虫/robots协议.py new file mode 100644 index 0000000..49779fa --- /dev/null +++ b/python爬虫/robots协议.py @@ -0,0 +1,16 @@ +import requests + + +def get_HTML_Text(): + try: + r = requests.get(url, timeout=30) + r.raise_for_status() + r.encoding = r.apparent_encoding + return r.text + except: + print("异常") + + +if __name__ == "__main__": + url = "https://www.jd.com/robots.txt" + print(get_HTML_Text()) diff --git a/python爬虫/scrapy-redis-0.9.1/.bandit.yml b/python爬虫/scrapy-redis-0.9.1/.bandit.yml new file mode 100644 index 0000000..49c020a --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/.bandit.yml @@ -0,0 +1,18 @@ +skips: +- B101 +- B105 +- B301 +- B303 +- B306 +- B307 +- B311 +- B320 +- B321 +- B324 +- B403 +- B404 +- B406 +- B410 +- B503 +- B603 +- B605 \ No newline at end of file diff --git a/python爬虫/scrapy-redis-0.9.1/.bumpversion.cfg b/python爬虫/scrapy-redis-0.9.1/.bumpversion.cfg new file mode 100644 index 0000000..1a8b835 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/.bumpversion.cfg @@ -0,0 +1,35 @@ +[bumpversion] +current_version = 0.9.1 +commit = False +tag = False +parse = (?P\d+)\.(?P\d+)\.(?P\d+)(\-(?P\w+))? +serialize = + {major}.{minor}.{patch}-{release} + {major}.{minor}.{patch} + +[bumpversion:part:release] +optional_value = placeholder +values = + a1 + b1 + rc1 + placeholder + +[bumpversion:file:VERSION] +search = {current_version} +replace = {new_version} + +[bumpversion:file:src/scrapy_redis/__init__.py] +search = __version__ = "{current_version}" +replace = __version__ = "{new_version}" + +[bumpversion:file:.cookiecutterrc] +search = version: {current_version} +replace = version: {new_version} + +[bumpversion:file:HISTORY.rst] +search = .. bumpversion marker +replace = .. bumpversion marker + + {new_version} ({now:%Y-%m-%d}) + ------------------ diff --git a/python爬虫/scrapy-redis-0.9.1/.cookiecutterrc b/python爬虫/scrapy-redis-0.9.1/.cookiecutterrc new file mode 100644 index 0000000..4577ab8 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/.cookiecutterrc @@ -0,0 +1,19 @@ +# Generated by cookiepatcher, a small shim around cookiecutter (pip install cookiepatcher) + +cookiecutter: + email: rolando at rmax.io + full_name: Rolando Espinoza + github_username: rolando + project_name: Scrapy-Redis + project_package: scrapy_redis + project_short_description: Redis-based components for Scrapy. + project_slug: scrapy-redis + pypi_username: rolando + use_codecov: y + use_cython: n + use_landscape: y + use_pypi_deployment_with_travis: n + use_pytest: y + use_requiresio: y + version: 0.9.1 + year: 2011-2022 diff --git a/python爬虫/scrapy-redis-0.9.1/.coveragerc b/python爬虫/scrapy-redis-0.9.1/.coveragerc new file mode 100644 index 0000000..b374850 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/.coveragerc @@ -0,0 +1,25 @@ +[paths] +source = + src + +[run] +omit = setup.py +branch = true +source = + scrapy_redis + tests +parallel = true + +[report] +show_missing = true +precision = 2 +omit = */__init__.py +exclude_lines = + pragma: no cover + def __repr__ + if self.debug: + if settings.DEBUG + raise AssertionError + raise NotImplementedError + if 0: + if __name__ == .__main__.: diff --git a/python爬虫/scrapy-redis-0.9.1/.dockerignore b/python爬虫/scrapy-redis-0.9.1/.dockerignore new file mode 100644 index 0000000..6203c75 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/.dockerignore @@ -0,0 +1,46 @@ +*.py[cod] +*.swp +*~ + +.ropeproject + +# C extensions +*.so + +# Packages +*.egg +*.egg-info +dist +build +eggs +parts +bin +var +sdist +develop-eggs +.installed.cfg +lib +lib64 +__pycache__ + +# Installer logs +pip-log.txt + +# Unit test / coverage reports +.coverage +.tox +nosetests.xml + +# Translations +*.mo + +# Mr Developer +.mr.developer.cfg +.project +.pydevproject + +# JetBrains PyCharm IDE +/.idea/ + +.venv +.tags diff --git a/python爬虫/scrapy-redis-0.9.1/.editorconfig b/python爬虫/scrapy-redis-0.9.1/.editorconfig new file mode 100644 index 0000000..d4a2c44 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/.editorconfig @@ -0,0 +1,21 @@ +# http://editorconfig.org + +root = true + +[*] +indent_style = space +indent_size = 4 +trim_trailing_whitespace = true +insert_final_newline = true +charset = utf-8 +end_of_line = lf + +[*.bat] +indent_style = tab +end_of_line = crlf + +[LICENSE] +insert_final_newline = false + +[Makefile] +indent_style = tab diff --git a/python爬虫/scrapy-redis-0.9.1/.flake8 b/python爬虫/scrapy-redis-0.9.1/.flake8 new file mode 100644 index 0000000..f57e893 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/.flake8 @@ -0,0 +1,12 @@ + +[flake8] + +max-line-length = 119 +ignore = + W503 + P102 + P103 + +exclude = + tests/test_spiders.py E731 + docs/conf.py E265 diff --git a/python爬虫/scrapy-redis-0.9.1/.gitattributes b/python爬虫/scrapy-redis-0.9.1/.gitattributes new file mode 100644 index 0000000..16ef5c5 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/.gitattributes @@ -0,0 +1,3 @@ +# GitHub syntax highlighting +pixi.lock linguist-language=YAML + diff --git a/python爬虫/scrapy-redis-0.9.1/.github/ISSUE_TEMPLATE.md b/python爬虫/scrapy-redis-0.9.1/.github/ISSUE_TEMPLATE.md new file mode 100644 index 0000000..6886f18 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/.github/ISSUE_TEMPLATE.md @@ -0,0 +1,11 @@ +# Description + +Please describe your problem/feature request/bug + +# Step to Reproduce + +Please offer the steps to reproduce your problem/bug + +# Error log + +Please provide error message or screen shot for better understanding. diff --git a/python爬虫/scrapy-redis-0.9.1/.github/PULL_REQUEST_TEMPLATE.md b/python爬虫/scrapy-redis-0.9.1/.github/PULL_REQUEST_TEMPLATE.md new file mode 100644 index 0000000..a4c2506 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/.github/PULL_REQUEST_TEMPLATE.md @@ -0,0 +1,25 @@ +# Description + +Please include a summary of the changes and the related issue. Please also include relevant motivation and context. List any dependencies that are required for this change. + +Fixes #(issue) + +# How Has This Been Tested? + +Please describe the tests that you ran to verify your changes. Provide instructions so we can reproduce. Please also list any relevant details for your test configuration +- [] pytest +- [] Other test (please specify) + +# Test Configuration: +- OS version: +- Necessary Libraries (optional): + +# Checklist: +- [] My code follows the style guidelines of this project +- [] I have performed a self-review of my code +- [] I have commented my code, particularly in hard-to-understand areas +- [] I have made corresponding changes to the documentation +- [] My changes generate no new warnings +- [] I have added tests that prove my fix is effective or that my feature works +- [] New and existing unit tests pass locally with my changes +- [] Any dependent changes have been merged and published in downstream modules diff --git a/python爬虫/scrapy-redis-0.9.1/.github/workflows/builds.yml b/python爬虫/scrapy-redis-0.9.1/.github/workflows/builds.yml new file mode 100644 index 0000000..d44c759 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/.github/workflows/builds.yml @@ -0,0 +1,31 @@ +# This is GitHub Action for cross platform building +name: build +on: + push: + branches: [master] + pull_request: + branches: [master] + +jobs: + builds: + runs-on: ${{ matrix.os }} + strategy: + fail-fast: false + matrix: + os: [ubuntu-latest, macos-latest, windows-latest] + python-version: ["3.12"] + + steps: + - uses: actions/checkout@v4 + + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v5 + with: + python-version: ${{ matrix.python-version }} + + - name: Run build + env: + TOXENV: build + run: | + pip install -r requirements-tests.txt + tox diff --git a/python爬虫/scrapy-redis-0.9.1/.github/workflows/checks.yml b/python爬虫/scrapy-redis-0.9.1/.github/workflows/checks.yml new file mode 100644 index 0000000..a5c392f --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/.github/workflows/checks.yml @@ -0,0 +1,41 @@ +# This is GitHub Action for linting and security check +name: check +on: + push: + branches: [master] + pull_request: + branches: [master] + +concurrency: + group: ${{github.workflow}}-${{ github.ref }} + cancel-in-progress: true + +jobs: + checks: + runs-on: ubuntu-latest + strategy: + fail-fast: false + matrix: + python-version: ["3.12"] + env: [security, flake8] + + steps: + - uses: actions/checkout@v4 + + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v5 + with: + python-version: ${{ matrix.python-version }} + + - name: Run check + env: + TOXENV: ${{ matrix.env }} + run: | + pip install -r requirements-tests.txt + tox + + pre-commit: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - uses: pre-commit/action@v3.0.0 diff --git a/python爬虫/scrapy-redis-0.9.1/.github/workflows/docs.yml b/python爬虫/scrapy-redis-0.9.1/.github/workflows/docs.yml new file mode 100644 index 0000000..3f8bc09 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/.github/workflows/docs.yml @@ -0,0 +1,30 @@ +# This is GitHub Action for cross platform building +name: docs +on: + push: + branches: [master] + pull_request: + branches: [master] + +jobs: + builds: + runs-on: ubuntu-latest + strategy: + fail-fast: false + matrix: + python-version: ["3.12"] + + steps: + - uses: actions/checkout@v4 + + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v5 + with: + python-version: ${{ matrix.python-version }} + + - name: Build docs + env: + TOXENV: docs + run: | + pip install -r requirements-tests.txt + tox diff --git a/python爬虫/scrapy-redis-0.9.1/.github/workflows/tests.yml b/python爬虫/scrapy-redis-0.9.1/.github/workflows/tests.yml new file mode 100644 index 0000000..c424851 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/.github/workflows/tests.yml @@ -0,0 +1,43 @@ +# This is GitHub Action for tests +name: test +on: + push: + branches: [master] + pull_request: + branches: [master] + +jobs: + tests: + runs-on: ubuntu-latest + strategy: + fail-fast: false + matrix: + python-version: ["3.12"] + + services: + redis: + image: redis + options: >- + --health-cmd "redis-cli ping" + --health-interval 10s + --health-timeout 5s + --health-retries 5 + + container: python:${{ matrix.python-version }} + + steps: + - uses: actions/checkout@v4 + + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v5 + with: + python-version: ${{ matrix.python-version }} + + - name: Run pytest + env: + REDIS_HOST: redis + TOXENV: pytest + TOX_TESTENV_PASSENV: REDIS_HOST + run: | + pip install -r requirements-tests.txt + tox diff --git a/python爬虫/scrapy-redis-0.9.1/.gitignore b/python爬虫/scrapy-redis-0.9.1/.gitignore new file mode 100644 index 0000000..a522be5 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/.gitignore @@ -0,0 +1,67 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +.venv +env/ +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +*.egg-info/ +.installed.cfg +*.egg + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*,cover +.hypothesis/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log + +# Sphinx documentation +docs/_build/ + +# PyBuilder +target/ + +# rope-vim +.ropeproject + +# Extra +.DS_Store +.vscode diff --git a/python爬虫/scrapy-redis-0.9.1/.isort.cfg b/python爬虫/scrapy-redis-0.9.1/.isort.cfg new file mode 100644 index 0000000..f238bf7 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/.isort.cfg @@ -0,0 +1,2 @@ +[settings] +profile = black diff --git a/python爬虫/scrapy-redis-0.9.1/.pre-commit-config.yaml b/python爬虫/scrapy-redis-0.9.1/.pre-commit-config.yaml new file mode 100644 index 0000000..2837d21 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/.pre-commit-config.yaml @@ -0,0 +1,36 @@ +repos: +- repo: https://github.com/PyCQA/bandit + rev: 1.7.7 + hooks: + - id: bandit + args: [-r, -c, .bandit.yml] +- repo: https://github.com/PyCQA/flake8 + rev: 7.0.0 + hooks: + - id: flake8 + additional_dependencies: + - flake8-bugbear + - flake8-comprehensions + - flake8-debugger + #- flake8-docstrings + - flake8-string-format + - flake8-type-checking +- repo: https://github.com/psf/black.git + rev: 24.2.0 + hooks: + - id: black +- repo: https://github.com/pycqa/isort + rev: 5.13.2 + hooks: + - id: isort +- repo: https://github.com/adamchainz/blacken-docs + rev: 1.16.0 + hooks: + - id: blacken-docs + additional_dependencies: + - black==24.2.0 +- repo: https://github.com/asottile/pyupgrade + rev: v3.15.2 + hooks: + - id: pyupgrade + args: [--py38-plus, --keep-runtime-typing] diff --git a/python爬虫/scrapy-redis-0.9.1/.python-version b/python爬虫/scrapy-redis-0.9.1/.python-version new file mode 100644 index 0000000..9919bf8 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/.python-version @@ -0,0 +1 @@ +3.10.13 diff --git a/python爬虫/scrapy-redis-0.9.1/.readthedocs.yml b/python爬虫/scrapy-redis-0.9.1/.readthedocs.yml new file mode 100644 index 0000000..70b2a1d --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/.readthedocs.yml @@ -0,0 +1,17 @@ +version: 2 +formats: all +sphinx: + configuration: docs/conf.py + fail_on_warning: true + +build: + os: ubuntu-22.04 + tools: + # For available versions, see: + # https://docs.readthedocs.io/en/stable/config-file/v2.html#build-tools-python + python: "3.12" + +python: + install: + - requirements: docs/requirements.txt + - path: . diff --git a/python爬虫/scrapy-redis-0.9.1/.travis.yml b/python爬虫/scrapy-redis-0.9.1/.travis.yml new file mode 100644 index 0000000..6db5b52 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/.travis.yml @@ -0,0 +1,68 @@ +language: python +python: 3.5 +sudo: false + +services: + - redis-server + +env: + - TOXENV=py27-scrapyrel + - TOXENV=py34-scrapyrel + - TOXENV=py35-scrapyrel + +matrix: + fast_finish: true + +before_install: + - python --version + - uname -a + - lsb_release -a + +# command to install dependencies, e.g. pip install -r requirements.txt --use-mirrors +install: + - pip install -U pip wheel + - pip install -U tox twine coverage + - virtualenv --version + - pip --version + - tox --version + +# command to run tests, e.g. python setup.py test +script: + - tox -e $TOXENV --workdir $HOME/.tox + +after_success: + # Codecov requires a single .coverage and will run 'coverage xml' to + # generate the report. + - coverage combine + - bash <(curl -s https://codecov.io/bash) + +after_failure: + - more $HOME/.tox/log/* | cat + - more $HOME/.tox/*/log/* | cat + +before_cache: + - rm -fr $HOME/.cache/pip/log + - rm -fr $HOME/.tox/log/* + - rm -fr $HOME/.tox/*/log/* + +cache: + directories: + - $HOME/.cache/pip + - $HOME/.tox/ + +notifications: + email: + on_sucess: never + on_failure: always + +deploy: + provider: pypi + distributions: "sdist bdist_wheel" + user: darkrho + password: + secure: "Pgcj+Otx9o2MxOuXibvz9LUd5DqlW0jaKDScVOAcFT+//U0esjRqY08bRFQlrSTXokJa6X/dVZlb2mQE8L4vr7mLFspRGO4FByK34L089/ETwsLKI2rks2zVbmPSyweL3sz88EXLKmYs7WsKtCnET67qra6hreKbO67ALAh5WWk=" + on: + tags: true + all_branches: true + repo: rolando/scrapy-redis + condition: "$TOXENV == py35-scrapyrel" diff --git a/python爬虫/scrapy-redis-0.9.1/AUTHORS.rst b/python爬虫/scrapy-redis-0.9.1/AUTHORS.rst new file mode 100644 index 0000000..43eaed8 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/AUTHORS.rst @@ -0,0 +1,13 @@ +======= +Credits +======= + +Development Lead +---------------- + +* R Max Espinoza + +Contributors +------------ + +None yet. Why not be the first? diff --git a/python爬虫/scrapy-redis-0.9.1/CONTRIBUTING.rst b/python爬虫/scrapy-redis-0.9.1/CONTRIBUTING.rst new file mode 100644 index 0000000..791081b --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/CONTRIBUTING.rst @@ -0,0 +1,138 @@ +.. highlight:: shell + +============ +Contribution +============ + +Contributions are welcome, and they are greatly appreciated! Every +little bit helps, and credit will always be given. + +You can contribute in many ways: + +Types of Contributions +---------------------- + +New to here +~~~~~~~~~~~ + +Any issue with good first issue tag on it is a great place to start! Feel free to ask any questions here. + +Don't know how to start +~~~~~~~~~~~~~~~~~~~~~~~ + +Review codebases and PRs can give you quite a knowledge to know what's going on here! + +Report Bugs +~~~~~~~~~~~ + +Report bugs at https://github.com/rmax/scrapy-redis/issues. + +If you are reporting a bug, please include: + +* Your operating system name and version. +* Any details about your local setup that might be helpful in troubleshooting. +* Detailed steps to reproduce the bug. + +Fix Bugs +~~~~~~~~ + +Look through the GitHub issues for bugs. Anything tagged with "bug" +is open to whoever wants to implement it. + +Implement Features & improvments +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +Look through the GitHub issues for features. Anything tagged with "feature" or "improvments" +is open to whoever wants to implement it. + +Write Documentation +~~~~~~~~~~~~~~~~~~~ + +Scrapy-Redis could always use more documentation, whether as part of the +official Scrapy-Redis docs, in docstrings, or even on the web in blog posts, +articles, and such. + +Submit Feedback +~~~~~~~~~~~~~~~ + +The best way to send feedback is to file an issue at https://github.com/rmax/scrapy-redis/issues. + +If you are proposing a feature: + +* Explain in detail how it would work. +* Keep the scope as narrow as possible, to make it easier to implement. +* Remember that this is a volunteer-driven project, and that contributions + are welcome :) + +Get Started! +------------ + +Ready to contribute? Here's how to set up `scrapy-redis` for local development. + +Setup environment +~~~~~~~~~~~~~~~~~ + +1. Fork the `scrapy-redis` repo on GitHub. +2. Clone your fork locally:: + + git clone git@github.com:your_name_here/scrapy-redis.git + +3. Install your local copy into a virtualenv. Assuming you have virtualenvwrapper installed, this is how you set up your fork for local development:: + + pip install virtualenv==20.0.23 + virtualenv --python=/usr/bin/python3 ~/scrapy_redis + source ~/scrapy_redis/bin/activate + cd scrapy-redis/ + pip install -r requirements-install.txt + pip install . + +4. Create a branch for local development:: + + git checkout -b name-of-your-bugfix-or-feature + + Now you can make your changes locally. + +Setup testing environment +~~~~~~~~~~~~~~~~~~~~~~~~~ + +1. When you're done making changes, check that your changes pass flake8 and the tests, including testing other Python versions with tox:: + + pip install -r requirements-tests.txt + flake8 src/ tests/ + python -m pytest --ignore=setup.py + tox + +2. Note that if the error of `No module named scrapy_redis` shows, please check the install `scrapy-redis` of your branch by:: + + pip install . + +3. Or change the import lines:: + + from scrapy_redis import xxx # from this + from src.scrapy_redis import xxx # to this + +4. Commit your changes and push your branch to GitHub:: + + git add . + git commit -m "Your detailed description of your changes." + git push origin name-of-your-bugfix-or-feature + +5. Submit a pull request through the GitHub website. + +Pull Request Guidelines +----------------------- + +Before you submit a pull request, check that it meets these guidelines: + +1. The pull request should include tests. +2. If the pull request adds functionality, the docs should be updated. Put + your new functionality into a function with a docstring, and add the + feature to the list in README.rst. +3. Make sure that the tests pass for all supported Python versions. + +Tips +---- + +To run a subset of tests:: + + pytest tests/test_scrapy_redis diff --git a/python爬虫/scrapy-redis-0.9.1/Dockerfile b/python爬虫/scrapy-redis-0.9.1/Dockerfile new file mode 100644 index 0000000..c76f90d --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/Dockerfile @@ -0,0 +1,16 @@ +FROM python:3.11-slim + +# Set working directory +WORKDIR /app + +# Install tox and dependencies (replace 'your-requirements.txt' with your actual file) +COPY requirements.txt . +COPY requirements-tests.txt . +RUN pip install -r requirements.txt -r requirements-tests.txt + +# Copy your project code +COPY . . + +# Run Tox tests +CMD ["tox"] + diff --git a/python爬虫/scrapy-redis-0.9.1/HISTORY.rst b/python爬虫/scrapy-redis-0.9.1/HISTORY.rst new file mode 100644 index 0000000..36227d4 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/HISTORY.rst @@ -0,0 +1,136 @@ +======= +History +======= + +.. bumpversion marker + +0.9.1 (2024-07-06) +------------------ +* Fixed docs build. + +0.9.0 (2024-07-06) +------------------ +* Fixed ``Scheduler`` not compatible with BaseDupeFilter (#294) +* Added precommit hooks. +* Switched to Python 3.12 as default build version. + +0.8.0 (2024-07-03) +------------------ +* Fixed request fingerprint method. +* Fixed support for Scrapy 2.6+. +* Fixed tox tests and github workflow. +* Deprecated ``REDIS_START_URLS_BATCH_SIZE``. + +0.7.3 (2022-07-21) +------------------ +* Move docs to GitHub Wiki +* Update tox and support dynamic tests +* Update support for json data +* Refactor max idle time +* Add support for python3.7~python3.10 +* Deprecate python2.x support + +0.7.2 (2021-12-27) +------------------ +* Fix RedisStatsCollector._get_key() +* Fix redis-py dependency version +* Added maximum idle waiting time MAX_IDLE_TIME_BEFORE_CLOSE + +0.7.1 (2021-03-27) +------------------ +* Fixes datetime parse error for redis-py 3.x. +* Add support for stats extensions. + +0.7.1-rc1 (2021-03-27) +---------------------- +* Fixes datetime parse error for redis-py 3.x. + +0.7.1-b1 (2021-03-22) +--------------------- +* Add support for stats extensions. + +0.7.0-dev (unreleased) +---------------------- +* Unreleased. + +0.6.8 (2017-02-14) +------------------ +* Fixed automated release due to not matching registered email. + +0.6.7 (2016-12-27) +------------------ +* Fixes bad formatting in logging message. + +0.6.6 (2016-12-20) +------------------ +* Fixes wrong message on dupefilter duplicates. + +0.6.5 (2016-12-19) +------------------ +* Fixed typo in default settings. + +0.6.4 (2016-12-18) +------------------ +* Fixed data decoding in Python 3.x. +* Added ``REDIS_ENCODING`` setting (default ``utf-8``). +* Default to ``CONCURRENT_REQUESTS`` value for ``REDIS_START_URLS_BATCH_SIZE``. +* Renamed queue classes to a proper naming conventiong (backwards compatible). + +0.6.3 (2016-07-03) +------------------ +* Added ``REDIS_START_URLS_KEY`` setting. +* Fixed spider method ``from_crawler`` signature. + +0.6.2 (2016-06-26) +------------------ +* Support ``redis_cls`` parameter in ``REDIS_PARAMS`` setting. +* Python 3.x compatibility fixed. +* Added ``SCHEDULER_SERIALIZER`` setting. + +0.6.1 (2016-06-25) +------------------ +* **Backwards incompatible change:** Require explicit ``DUPEFILTER_CLASS`` + setting. +* Added ``SCHEDULER_FLUSH_ON_START`` setting. +* Added ``REDIS_START_URLS_AS_SET`` setting. +* Added ``REDIS_ITEMS_KEY`` setting. +* Added ``REDIS_ITEMS_SERIALIZER`` setting. +* Added ``REDIS_PARAMS`` setting. +* Added ``REDIS_START_URLS_BATCH_SIZE`` spider attribute to read start urls + in batches. +* Added ``RedisCrawlSpider``. + +0.6.0 (2015-07-05) +------------------ +* Updated code to be compatible with Scrapy 1.0. +* Added `-a domain=...` option for example spiders. + +0.5.0 (2013-09-02) +------------------ +* Added `REDIS_URL` setting to support Redis connection string. +* Added `SCHEDULER_IDLE_BEFORE_CLOSE` setting to prevent the spider closing too + quickly when the queue is empty. Default value is zero keeping the previous + behavior. +* Schedule preemptively requests on item scraped. +* This version is the latest release compatible with Scrapy 0.24.x. + +0.4.0 (2013-04-19) +------------------ +* Added `RedisSpider` and `RedisMixin` classes as building blocks for spiders + to be fed through a redis queue. +* Added redis queue stats. +* Let the encoder handle the item as it comes instead converting it to a dict. + +0.3.0 (2013-02-18) +------------------ +* Added support for different queue classes. +* Changed requests serialization from `marshal` to `cPickle`. + +0.2.0 (2013-02-17) +------------------ +* Improved backward compatibility. +* Added example project. + +0.1.0 (2011-09-01) +------------------ +* First release on PyPI. diff --git a/python爬虫/scrapy-redis-0.9.1/LICENSE b/python爬虫/scrapy-redis-0.9.1/LICENSE new file mode 100644 index 0000000..6870598 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/LICENSE @@ -0,0 +1,19 @@ +Copyright (c) 2011-2024, R Max Espinoza + +Permission is hereby granted, free of charge, to any person obtaining a copy of +this software and associated documentation files (the "Software"), to deal in +the Software without restriction, including without limitation the rights to +use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies +of the Software, and to permit persons to whom the Software is furnished to do +so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/python爬虫/scrapy-redis-0.9.1/MANIFEST.in b/python爬虫/scrapy-redis-0.9.1/MANIFEST.in new file mode 100644 index 0000000..2a5a1ac --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/MANIFEST.in @@ -0,0 +1,16 @@ +graft docs +graft src +graft tests +graft example-project + +include *.in +include *.ini +include *.rst +include *.txt + +include LICENSE +include VERSION +include Makefile + +global-exclude __pycache__ *.py[cod] +global-exclude *.so *.dylib diff --git a/python爬虫/scrapy-redis-0.9.1/Makefile b/python爬虫/scrapy-redis-0.9.1/Makefile new file mode 100644 index 0000000..128bfd6 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/Makefile @@ -0,0 +1,156 @@ +.PHONY: clean-so clean-test clean-pyc clean-build clean-docs clean +.PHONY: docs check check-manifest check-setup check-history lint +.PHONY: test test-all coverage +.PHONY: compile-reqs install-reqs +.PHONY: release dist install build-inplace +define BROWSER_PYSCRIPT +import os, webbrowser, sys +FAIL = "\033[91m" +ENDC = "\033[0m" + +try: + from urllib.request import pathname2url +except: + print(FAIL + "Python2 is deprecated, please upgrade your python >= 3.7" + ENDC) + +webbrowser.open("file://" + pathname2url(os.path.abspath(sys.argv[1]))) +endef +export BROWSER_PYSCRIPT +BROWSER := python -c "$$BROWSER_PYSCRIPT" + +SPHINX_BUILD := html + +help: + @echo "check - check setup, code style, setup, etc" + @echo "check-manifest - check manifest" + @echo "check-setup - check setup" + @echo "check-history - check history" + @echo "clean - remove all build, test, coverage and Python artifacts" + @echo "clean-build - remove build artifacts" + @echo "clean-docs - remove docs artifacts" + @echo "clean-pyc - remove Python file artifacts" + @echo "clean-test - remove test and coverage artifacts" + @echo "clean-so - remove compiled extensions" + @echo "lint - check style with flake8" + @echo "test - run tests quickly with the default Python" + @echo "test-all - run tests on every Python version with tox" + @echo "coverage - check code coverage quickly with the default Python" + @echo "compile-reqs - compile requirements" + @echo "install-reqs - install requirements" + @echo "docs - generate Sphinx HTML documentation, including API docs" + @echo "dist-upload - package and upload a release" + @echo "release - bump release and push changes" + @echo "dist - package" + @echo "develop - install package in develop mode" + @echo "install - install the package to the active Python's site-packages" + +check: check-setup check-manifest check-history lint + +check-setup: + @echo "Checking package metadata (name, description, etc)" + python setup.py check --strict --metadata --restructuredtext + +check-manifest: + @echo "Checking MANIFEST.in" + check-manifest --ignore ".*" + +check-history: + @echo "Checking latest version in HISTORY" + VERSION=`cat VERSION`; grep "^$${VERSION}\b" HISTORY.rst + +clean: clean-build clean-docs clean-pyc clean-test clean-so + +clean-build: + rm -fr build/ + rm -fr dist/ + rm -fr .eggs/ + find . -name '*.egg-info' -exec rm -fr {} + + find . -name '*.egg' -exec rm -f {} + + +clean-docs: + $(MAKE) -C docs clean + +clean-pyc: + find . -name '*.pyc' -exec rm -f {} + + find . -name '*.pyo' -exec rm -f {} + + find . -name '*~' -exec rm -f {} + + find . -name '__pycache__' -exec rm -fr {} + + +clean-test: + rm -fr .tox/ + rm -f .coverage + rm -fr htmlcov/ + +clean-so: + find . -name '*.so' -exec rm -f {} + + +lint: + flake8 src tests + +build-inplace: + python setup.py build_ext --inplace + +develop: clean + pip install -e . + +test: develop + pytest --ignore=setup.py + +test-all: + tox -v + +coverage: develop + coverage run -m pytest --ignore=setup.py + coverage combine + coverage report + coverage html + $(BROWSER) htmlcov/index.html + +docs-build: develop + rm -f docs/scrapy_redis.rst + rm -f docs/modules.rst + sphinx-apidoc -o docs/ src/scrapy_redis + $(MAKE) -C docs clean + $(MAKE) -C docs $(SPHINX_BUILD) + +docs: docs-build + $(BROWSER) docs/_build/$(SPHINX_BUILD)/index.html + +servedocs: docs + watchmedo shell-command -p '*.rst' -c '$(MAKE) -C docs html' -R -D . + +release: + @echo "To do a release, follow the steps:" + @echo "- bumpversion release" + @echo "- Review and commit" + @echo "- git tag -a \`cat VERSION\`" + @echo "- git push --follow-tags" + +dist-upload: clean check dist + twine upload dist/* + +dist: clean + python setup.py sdist + python setup.py bdist_wheel + ls -l dist + +install: clean + pip install . + +REQUIREMENTS_IN := $(wildcard requirements*.in) +.PHONY: $(REQUIREMENTS_IN) + +requirements%.txt: requirements%.in + pip-compile -v $< -o $@ + +REQUIREMENTS_TXT := $(REQUIREMENTS_IN:.in=.txt) +ifndef REQUIREMENTS_TXT +REQUIREMENTS_TXT := $(wildcard requirements*.txt) +endif + +compile-reqs: $(REQUIREMENTS_TXT) + @test -z "$$REQUIREMENTS_TXT" && echo "No 'requirements*.in' files. Nothing to do" + +install-reqs: + @test -z "$$REQUIREMENTS_TXT" && echo "No 'requirements*.txt' files. Nothing to do" + $(foreach req,$(REQUIREMENTS_TXT),pip install -r $(req);) diff --git a/python爬虫/scrapy-redis-0.9.1/README.rst b/python爬虫/scrapy-redis-0.9.1/README.rst new file mode 100644 index 0000000..2eaf3a1 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/README.rst @@ -0,0 +1,110 @@ +============ +Scrapy-Redis +============ + +.. image:: https://readthedocs.org/projects/scrapy-redis/badge/?version=latest + :alt: Documentation Status + :target: https://readthedocs.org/projects/scrapy-redis/?badge=latest + +.. image:: https://img.shields.io/pypi/v/scrapy-redis.svg + :target: https://pypi.python.org/pypi/scrapy-redis + +.. image:: https://img.shields.io/pypi/pyversions/scrapy-redis.svg + :target: https://pypi.python.org/pypi/scrapy-redis + +.. image:: https://github.com/rmax/scrapy-redis/actions/workflows/builds.yml/badge.svg + :target: https://github.com/rmax/scrapy-redis/actions/workflows/builds.yml + +.. image:: https://github.com/rmax/scrapy-redis/actions/workflows/checks.yml/badge.svg + :target: https://github.com/rmax/scrapy-redis/actions/workflows/checks.yml + +.. image:: https://github.com/rmax/scrapy-redis/actions/workflows/tests.yml/badge.svg + :target: https://github.com/rmax/scrapy-redis/actions/workflows/tests.yml + +.. image:: https://codecov.io/github/rmax/scrapy-redis/coverage.svg?branch=master + :alt: Coverage Status + :target: https://codecov.io/github/rmax/scrapy-redis + +.. image:: https://img.shields.io/badge/security-bandit-green.svg + :alt: Security Status + :target: https://github.com/rmax/scrapy-redis + +Redis-based components for Scrapy. + +* Usage: https://github.com/rmax/scrapy-redis/wiki/Usage +* Documentation: https://github.com/rmax/scrapy-redis/wiki. +* Release: https://github.com/rmax/scrapy-redis/wiki/History +* Contribution: https://github.com/rmax/scrapy-redis/wiki/Getting-Started +* LICENSE: MIT license + +Features +-------- + +* Distributed crawling/scraping + + You can start multiple spider instances that share a single redis queue. + Best suitable for broad multi-domain crawls. + +* Distributed post-processing + + Scraped items gets pushed into a redis queued meaning that you can start as + many as needed post-processing processes sharing the items queue. + +* Scrapy plug-and-play components + + Scheduler + Duplication Filter, Item Pipeline, Base Spiders. + +* In this forked version: added ``json`` supported data in Redis + + data contains ``url``, ```meta``` and other optional parameters. ``meta`` is a nested json which contains sub-data. + this function extract this data and send another FormRequest with ``url``, ``meta`` and addition ``formdata``. + + For example: + + .. code-block:: json + + { "url": "https://exaple.com", "meta": {"job-id":"123xsd", "start-date":"dd/mm/yy"}, "url_cookie_key":"fertxsas" } + + this data can be accessed in `scrapy spider` through response. + like: `request.url`, `request.meta`, `request.cookies` + +.. note:: This features cover the basic case of distributing the workload across multiple workers. If you need more features like URL expiration, advanced URL prioritization, etc., we suggest you to take a look at the Frontera_ project. + +Requirements +------------ + +* Python 3.7+ +* Redis >= 5.0 +* ``Scrapy`` >= 2.0 +* ``redis-py`` >= 4.0 + +Installation +------------ + +From pip + +.. code-block:: bash + + pip install scrapy-redis + +From GitHub + +.. code-block:: bash + + git clone https://github.com/darkrho/scrapy-redis.git + cd scrapy-redis + python setup.py install + +.. note:: For using this json supported data feature, please make sure you have not installed the scrapy-redis through pip. If you already did it, you first uninstall that one. + +.. code-block:: bash + + pip uninstall scrapy-redis + +Alternative Choice +--------------------------- + +Frontera_ is a web crawling framework consisting of `crawl frontier`_, and distribution/scaling primitives, allowing to build a large scale online web crawler. + +.. _Frontera: https://github.com/scrapinghub/frontera +.. _crawl frontier: http://nlp.stanford.edu/IR-book/html/htmledition/the-url-frontier-1.html diff --git a/python爬虫/scrapy-redis-0.9.1/TODO.rst b/python爬虫/scrapy-redis-0.9.1/TODO.rst new file mode 100644 index 0000000..f87f27c --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/TODO.rst @@ -0,0 +1,11 @@ +TODO +==== + +* Add SCRAPY_JOB global support (jobs sharing same SCRAPY_JOB share same queues). +* Use a spider middleware instead of spider mixin. This will avoid the spider + idle signal hack. +* Allow to use pubsub whenever appropriate. +* Move example project to its own repository. Include different crawling use + cases (i.e.: producer/consumer). +* Add pyrebloom dupefilter. +* Warn and pass unserializable requests. diff --git a/python爬虫/scrapy-redis-0.9.1/VERSION b/python爬虫/scrapy-redis-0.9.1/VERSION new file mode 100644 index 0000000..f374f66 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/VERSION @@ -0,0 +1 @@ +0.9.1 diff --git a/python爬虫/scrapy-redis-0.9.1/docker-compose.yaml b/python爬虫/scrapy-redis-0.9.1/docker-compose.yaml new file mode 100644 index 0000000..dd2c37e --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/docker-compose.yaml @@ -0,0 +1,20 @@ +version: '3.8' + +services: + python: + build: . + command: tox -e security,flake8,pytest + environment: + REDIS_HOST: redis # Use service name for hostname within docker network + REDIS_PORT: 6379 + TOX_TESTENV_PASSENV: "REDIS_HOST REDIS_PORT" + volumes: + - ./:/app # Mount your project directory into the container + depends_on: + - redis + + redis: + image: redis:6.2-alpine + ports: + - "6379:6379" # Map Redis port to host port + diff --git a/python爬虫/scrapy-redis-0.9.1/docs/Makefile b/python爬虫/scrapy-redis-0.9.1/docs/Makefile new file mode 100644 index 0000000..be848d2 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/docs/Makefile @@ -0,0 +1,177 @@ +# Makefile for Sphinx documentation +# + +# You can set these variables from the command line. +SPHINXOPTS = +SPHINXBUILD = sphinx-build +PAPER = +BUILDDIR = _build + +# User-friendly check for sphinx-build +ifeq ($(shell which $(SPHINXBUILD) >/dev/null 2>&1; echo $$?), 1) +$(error The '$(SPHINXBUILD)' command was not found. Make sure you have Sphinx installed, then set the SPHINXBUILD environment variable to point to the full path of the '$(SPHINXBUILD)' executable. Alternatively you can add the directory with the executable to your PATH. If you don't have Sphinx installed, grab it from http://sphinx-doc.org/) +endif + +# Internal variables. +PAPEROPT_a4 = -D latex_paper_size=a4 +PAPEROPT_letter = -D latex_paper_size=letter +ALLSPHINXOPTS = -d $(BUILDDIR)/doctrees $(PAPEROPT_$(PAPER)) $(SPHINXOPTS) . +# the i18n builder cannot share the environment and doctrees with the others +I18NSPHINXOPTS = $(PAPEROPT_$(PAPER)) $(SPHINXOPTS) . + +.PHONY: help clean html dirhtml singlehtml pickle json htmlhelp qthelp devhelp epub latex latexpdf text man changes linkcheck doctest gettext + +help: + @echo "Please use \`make ' where is one of" + @echo " html to make standalone HTML files" + @echo " dirhtml to make HTML files named index.html in directories" + @echo " singlehtml to make a single large HTML file" + @echo " pickle to make pickle files" + @echo " json to make JSON files" + @echo " htmlhelp to make HTML files and a HTML help project" + @echo " qthelp to make HTML files and a qthelp project" + @echo " devhelp to make HTML files and a Devhelp project" + @echo " epub to make an epub" + @echo " latex to make LaTeX files, you can set PAPER=a4 or PAPER=letter" + @echo " latexpdf to make LaTeX files and run them through pdflatex" + @echo " latexpdfja to make LaTeX files and run them through platex/dvipdfmx" + @echo " text to make text files" + @echo " man to make manual pages" + @echo " texinfo to make Texinfo files" + @echo " info to make Texinfo files and run them through makeinfo" + @echo " gettext to make PO message catalogs" + @echo " changes to make an overview of all changed/added/deprecated items" + @echo " xml to make Docutils-native XML files" + @echo " pseudoxml to make pseudoxml-XML files for display purposes" + @echo " linkcheck to check all external links for integrity" + @echo " doctest to run all doctests embedded in the documentation (if enabled)" + +clean: + rm -rf $(BUILDDIR)/* + +html: + $(SPHINXBUILD) -b html $(ALLSPHINXOPTS) $(BUILDDIR)/html + @echo + @echo "Build finished. The HTML pages are in $(BUILDDIR)/html." + +dirhtml: + $(SPHINXBUILD) -b dirhtml $(ALLSPHINXOPTS) $(BUILDDIR)/dirhtml + @echo + @echo "Build finished. The HTML pages are in $(BUILDDIR)/dirhtml." + +singlehtml: + $(SPHINXBUILD) -b singlehtml $(ALLSPHINXOPTS) $(BUILDDIR)/singlehtml + @echo + @echo "Build finished. The HTML page is in $(BUILDDIR)/singlehtml." + +pickle: + $(SPHINXBUILD) -b pickle $(ALLSPHINXOPTS) $(BUILDDIR)/pickle + @echo + @echo "Build finished; now you can process the pickle files." + +json: + $(SPHINXBUILD) -b json $(ALLSPHINXOPTS) $(BUILDDIR)/json + @echo + @echo "Build finished; now you can process the JSON files." + +htmlhelp: + $(SPHINXBUILD) -b htmlhelp $(ALLSPHINXOPTS) $(BUILDDIR)/htmlhelp + @echo + @echo "Build finished; now you can run HTML Help Workshop with the" \ + ".hhp project file in $(BUILDDIR)/htmlhelp." + +qthelp: + $(SPHINXBUILD) -b qthelp $(ALLSPHINXOPTS) $(BUILDDIR)/qthelp + @echo + @echo "Build finished; now you can run "qcollectiongenerator" with the" \ + ".qhcp project file in $(BUILDDIR)/qthelp, like this:" + @echo "# qcollectiongenerator $(BUILDDIR)/qthelp/scrapy-redis.qhcp" + @echo "To view the help file:" + @echo "# assistant -collectionFile $(BUILDDIR)/qthelp/scrapy-redis.qhc" + +devhelp: + $(SPHINXBUILD) -b devhelp $(ALLSPHINXOPTS) $(BUILDDIR)/devhelp + @echo + @echo "Build finished." + @echo "To view the help file:" + @echo "# mkdir -p $$HOME/.local/share/devhelp/scrapy-redis" + @echo "# ln -s $(BUILDDIR)/devhelp $$HOME/.local/share/devhelp/scrapy-redis" + @echo "# devhelp" + +epub: + $(SPHINXBUILD) -b epub $(ALLSPHINXOPTS) $(BUILDDIR)/epub + @echo + @echo "Build finished. The epub file is in $(BUILDDIR)/epub." + +latex: + $(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex + @echo + @echo "Build finished; the LaTeX files are in $(BUILDDIR)/latex." + @echo "Run \`make' in that directory to run these through (pdf)latex" \ + "(use \`make latexpdf' here to do that automatically)." + +latexpdf: + $(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex + @echo "Running LaTeX files through pdflatex..." + $(MAKE) -C $(BUILDDIR)/latex all-pdf + @echo "pdflatex finished; the PDF files are in $(BUILDDIR)/latex." + +latexpdfja: + $(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex + @echo "Running LaTeX files through platex and dvipdfmx..." + $(MAKE) -C $(BUILDDIR)/latex all-pdf-ja + @echo "pdflatex finished; the PDF files are in $(BUILDDIR)/latex." + +text: + $(SPHINXBUILD) -b text $(ALLSPHINXOPTS) $(BUILDDIR)/text + @echo + @echo "Build finished. The text files are in $(BUILDDIR)/text." + +man: + $(SPHINXBUILD) -b man $(ALLSPHINXOPTS) $(BUILDDIR)/man + @echo + @echo "Build finished. The manual pages are in $(BUILDDIR)/man." + +texinfo: + $(SPHINXBUILD) -b texinfo $(ALLSPHINXOPTS) $(BUILDDIR)/texinfo + @echo + @echo "Build finished. The Texinfo files are in $(BUILDDIR)/texinfo." + @echo "Run \`make' in that directory to run these through makeinfo" \ + "(use \`make info' here to do that automatically)." + +info: + $(SPHINXBUILD) -b texinfo $(ALLSPHINXOPTS) $(BUILDDIR)/texinfo + @echo "Running Texinfo files through makeinfo..." + make -C $(BUILDDIR)/texinfo info + @echo "makeinfo finished; the Info files are in $(BUILDDIR)/texinfo." + +gettext: + $(SPHINXBUILD) -b gettext $(I18NSPHINXOPTS) $(BUILDDIR)/locale + @echo + @echo "Build finished. The message catalogs are in $(BUILDDIR)/locale." + +changes: + $(SPHINXBUILD) -b changes $(ALLSPHINXOPTS) $(BUILDDIR)/changes + @echo + @echo "The overview file is in $(BUILDDIR)/changes." + +linkcheck: + $(SPHINXBUILD) -b linkcheck $(ALLSPHINXOPTS) $(BUILDDIR)/linkcheck + @echo + @echo "Link check complete; look for any errors in the above output " \ + "or in $(BUILDDIR)/linkcheck/output.txt." + +doctest: + $(SPHINXBUILD) -b doctest $(ALLSPHINXOPTS) $(BUILDDIR)/doctest + @echo "Testing of doctests in the sources finished, look at the " \ + "results in $(BUILDDIR)/doctest/output.txt." + +xml: + $(SPHINXBUILD) -b xml $(ALLSPHINXOPTS) $(BUILDDIR)/xml + @echo + @echo "Build finished. The XML files are in $(BUILDDIR)/xml." + +pseudoxml: + $(SPHINXBUILD) -b pseudoxml $(ALLSPHINXOPTS) $(BUILDDIR)/pseudoxml + @echo + @echo "Build finished. The pseudo-XML files are in $(BUILDDIR)/pseudoxml." diff --git a/python爬虫/scrapy-redis-0.9.1/docs/authors.rst b/python爬虫/scrapy-redis-0.9.1/docs/authors.rst new file mode 100644 index 0000000..e122f91 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/docs/authors.rst @@ -0,0 +1 @@ +.. include:: ../AUTHORS.rst diff --git a/python爬虫/scrapy-redis-0.9.1/docs/conf.py b/python爬虫/scrapy-redis-0.9.1/docs/conf.py new file mode 100644 index 0000000..a5e3743 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/docs/conf.py @@ -0,0 +1,273 @@ +#!/usr/bin/env python +# +# scrapy-redis documentation build configuration file, created by +# sphinx-quickstart on Tue Jul 9 22:26:36 2013. +# +# This file is execfile()d with the current directory set to its +# containing dir. +# +# Note that not all possible configuration values are present in this +# autogenerated file. +# +# All configuration values have a default; values that are commented out +# serve to show the default. + +import os +import re + +# If extensions (or modules to document with autodoc) are in another +# directory, add these directories to sys.path here. If the directory is +# relative to the documentation root, use os.path.abspath to make it +# absolute, like shown here. +# sys.path.insert(0, os.path.abspath('.')) + +# Get the project root dir, which is the parent dir of this +project_root = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) + +# -- General configuration --------------------------------------------- + +# If your documentation needs a minimal Sphinx version, state it here. +# needs_sphinx = '1.0' + +# Add any Sphinx extension module names here, as strings. They can be +# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom ones. +extensions = [ + "sphinx.ext.autodoc", + "sphinx.ext.napoleon", + "sphinx.ext.viewcode", +] + +# Add any paths that contain templates here, relative to this directory. +templates_path = ["_templates"] + +# The suffix of source filenames. +source_suffix = ".rst" + +# The encoding of source files. +# source_encoding = 'utf-8-sig' + +# The master toctree document. +master_doc = "index" + +# General information about the project. +project = "Scrapy-Redis" +copyright = "2011-2024, R Max Espinoza" + +# The version info for the project you're documenting, acts as replacement +# for |version| and |release|, also used in various other places throughout +# the built documents. +# +# The full version, including alpha/beta/rc tags. +release = open(os.path.join(project_root, "VERSION")).read().strip() +# The short X.Y version. +version = re.findall(r"\d+\.\d+\.\d+", release)[0] + +# The language for content autogenerated by Sphinx. Refer to documentation +# for a list of supported languages. +# language = None + +# There are two options for replacing |today|: either, you set today to +# some non-false value, then it is used: +# today = '' +# Else, today_fmt is used as the format for a strftime call. +# today_fmt = '%B %d, %Y' + +# List of patterns, relative to source directory, that match files and +# directories to ignore when looking for source files. +exclude_patterns = ["_build"] + +# The reST default role (used for this markup: `text`) to use for all +# documents. +# default_role = None + +# If true, '()' will be appended to :func: etc. cross-reference text. +# add_function_parentheses = True + +# If true, the current module name will be prepended to all description +# unit titles (such as .. function::). +# add_module_names = True + +# If true, sectionauthor and moduleauthor directives will be shown in the +# output. They are ignored by default. +# show_authors = False + +# The name of the Pygments (syntax highlighting) style to use. +pygments_style = "sphinx" + +# A list of ignored prefixes for module index sorting. +# modindex_common_prefix = [] + +# If true, keep warnings as "system message" paragraphs in the built +# documents. +# keep_warnings = False + + +# -- Options for HTML output ------------------------------------------- + +# The theme to use for HTML and HTML Help pages. See the documentation for +# a list of builtin themes. +html_theme = "default" + +# Theme options are theme-specific and customize the look and feel of a +# theme further. For a list of options available for each theme, see the +# documentation. +# html_theme_options = {} + +# Add any paths that contain custom themes here, relative to this directory. +# html_theme_path = [] + +# The name for this set of Sphinx documents. If None, it defaults to +# " v documentation". +# html_title = None + +# A shorter title for the navigation bar. Default is the same as +# html_title. +# html_short_title = None + +# The name of an image file (relative to this directory) to place at the +# top of the sidebar. +# html_logo = None + +# The name of an image file (within the static path) to use as favicon +# of the docs. This file should be a Windows icon file (.ico) being +# 16x16 or 32x32 pixels large. +# html_favicon = None + +# Add any paths that contain custom static files (such as style sheets) +# here, relative to this directory. They are copied after the builtin +# static files, so a file named "default.css" will overwrite the builtin +# "default.css". +# html_static_path = ["_static"] + +# If not '', a 'Last updated on:' timestamp is inserted at every page +# bottom, using the given strftime format. +# html_last_updated_fmt = '%b %d, %Y' + +# If true, SmartyPants will be used to convert quotes and dashes to +# typographically correct entities. +# html_use_smartypants = True + +# Custom sidebar templates, maps document names to template names. +# html_sidebars = {} + +# Additional templates that should be rendered to pages, maps page names +# to template names. +# html_additional_pages = {} + +# If false, no module index is generated. +# html_domain_indices = True + +# If false, no index is generated. +# html_use_index = True + +# If true, the index is split into individual pages for each letter. +# html_split_index = False + +# If true, links to the reST sources are added to the pages. +# html_show_sourcelink = True + +# If true, "Created using Sphinx" is shown in the HTML footer. +# Default is True. +# html_show_sphinx = True + +# If true, "(C) Copyright ..." is shown in the HTML footer. +# Default is True. +# html_show_copyright = True + +# If true, an OpenSearch description file will be output, and all pages +# will contain a tag referring to it. The value of this option +# must be the base URL from which the finished HTML is served. +# html_use_opensearch = '' + +# This is the file name suffix for HTML files (e.g. ".xhtml"). +# html_file_suffix = None + +# Output file base name for HTML help builder. +htmlhelp_basename = "scrapy_redisdoc" + + +# -- Options for LaTeX output ------------------------------------------ + +latex_elements = { + # The paper size ('letterpaper' or 'a4paper'). + # 'papersize': 'letterpaper', + # The font size ('10pt', '11pt' or '12pt'). + # 'pointsize': '10pt', + # Additional stuff for the LaTeX preamble. + # 'preamble': '', +} + +# Grouping the document tree into LaTeX files. List of tuples +# (source start file, target name, title, author, documentclass +# [howto/manual]). +latex_documents = [ + ( + "index", + "scrapy_redis.tex", + "Scrapy-Redis Documentation", + "R Max Espinoza", + "manual", + ), +] + +# The name of an image file (relative to this directory) to place at +# the top of the title page. +# latex_logo = None + +# For "manual" documents, if this is true, then toplevel headings +# are parts, not chapters. +# latex_use_parts = False + +# If true, show page references after internal links. +# latex_show_pagerefs = False + +# If true, show URL addresses after external links. +# latex_show_urls = False + +# Documents to append as an appendix to all manuals. +# latex_appendices = [] + +# If false, no module index is generated. +# latex_domain_indices = True + + +# -- Options for manual page output ------------------------------------ + +# One entry per manual page. List of tuples +# (source start file, name, description, authors, manual section). +man_pages = [ + ("index", "scrapy_redis", "Scrapy-Redis Documentation", ["R Max Espinoza"], 1) +] + +# If true, show URL addresses after external links. +# man_show_urls = False + + +# -- Options for Texinfo output ---------------------------------------- + +# Grouping the document tree into Texinfo files. List of tuples +# (source start file, target name, title, author, +# dir menu entry, description, category) +texinfo_documents = [ + ( + "index", + "scrapy_redis", + "Scrapy-Redis Documentation", + "R Max Espinoza", + "scrapy-redis", + "One line description of project.", + "Miscellaneous", + ), +] + +# Documents to append as an appendix to all manuals. +# texinfo_appendices = [] + +# If false, no module index is generated. +# texinfo_domain_indices = True + +# How to display URL addresses: 'footnote', 'no', or 'inline'. +# texinfo_show_urls = 'footnote' + +# If true, do not generate a @detailmenu in the "Top" node's menu. +# texinfo_no_detailmenu = False diff --git a/python爬虫/scrapy-redis-0.9.1/docs/contributing.rst b/python爬虫/scrapy-redis-0.9.1/docs/contributing.rst new file mode 100644 index 0000000..e582053 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/docs/contributing.rst @@ -0,0 +1 @@ +.. include:: ../CONTRIBUTING.rst diff --git a/python爬虫/scrapy-redis-0.9.1/docs/history.rst b/python爬虫/scrapy-redis-0.9.1/docs/history.rst new file mode 100644 index 0000000..2506499 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/docs/history.rst @@ -0,0 +1 @@ +.. include:: ../HISTORY.rst diff --git a/python爬虫/scrapy-redis-0.9.1/docs/index.rst b/python爬虫/scrapy-redis-0.9.1/docs/index.rst new file mode 100644 index 0000000..d38f424 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/docs/index.rst @@ -0,0 +1,27 @@ +.. scrapy-redis documentation master file, created by + sphinx-quickstart on Tue Jul 9 22:26:36 2013. + You can adapt this file completely to your liking, but it should at least + contain the root `toctree` directive. + +Welcome to Scrapy-Redis's documentation! +======================================== + +Contents: + +.. toctree:: + :maxdepth: 2 + + readme + installation + modules + contributing + history + authors + +Indices and tables +================== + +* :ref:`genindex` +* :ref:`modindex` +* :ref:`search` + diff --git a/python爬虫/scrapy-redis-0.9.1/docs/installation.rst b/python爬虫/scrapy-redis-0.9.1/docs/installation.rst new file mode 100644 index 0000000..179e246 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/docs/installation.rst @@ -0,0 +1,49 @@ +.. highlight:: shell + +============ +Installation +============ + + +Stable release +-------------- + +To install Scrapy-Redis, run this command in your terminal: + +.. code-block:: console + + pip install scrapy-redis + +If you don't have `pip`_ installed, this `Python installation guide`_ can guide +you through the process. + +.. _pip: https://pip.pypa.io +.. _Python installation guide: http://docs.python-guide.org/en/latest/starting/installation/ + + +From sources +------------ + +The sources for Scrapy-Redis can be downloaded from the `Github repo`_. + +You can either clone the public repository: + +.. code-block:: console + + git clone git://github.com/rolando/scrapy-redis + +Or download the `tarball`_: + +.. code-block:: console + + curl -OL https://github.com/rolando/scrapy-redis/tarball/master + +Once you have a copy of the source, you can install it with: + +.. code-block:: console + + pip install -e . + + +.. _Github repo: https://github.com/rolando/scrapy-redis +.. _tarball: https://github.com/rolando/scrapy-redis/tarball/master diff --git a/python爬虫/scrapy-redis-0.9.1/docs/make.bat b/python爬虫/scrapy-redis-0.9.1/docs/make.bat new file mode 100644 index 0000000..dd192d0 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/docs/make.bat @@ -0,0 +1,242 @@ +@ECHO OFF + +REM Command file for Sphinx documentation + +if "%SPHINXBUILD%" == "" ( + set SPHINXBUILD=sphinx-build +) +set BUILDDIR=_build +set ALLSPHINXOPTS=-d %BUILDDIR%/doctrees %SPHINXOPTS% . +set I18NSPHINXOPTS=%SPHINXOPTS% . +if NOT "%PAPER%" == "" ( + set ALLSPHINXOPTS=-D latex_paper_size=%PAPER% %ALLSPHINXOPTS% + set I18NSPHINXOPTS=-D latex_paper_size=%PAPER% %I18NSPHINXOPTS% +) + +if "%1" == "" goto help + +if "%1" == "help" ( + :help + echo.Please use `make ^` where ^ is one of + echo. html to make standalone HTML files + echo. dirhtml to make HTML files named index.html in directories + echo. singlehtml to make a single large HTML file + echo. pickle to make pickle files + echo. json to make JSON files + echo. htmlhelp to make HTML files and a HTML help project + echo. qthelp to make HTML files and a qthelp project + echo. devhelp to make HTML files and a Devhelp project + echo. epub to make an epub + echo. latex to make LaTeX files, you can set PAPER=a4 or PAPER=letter + echo. text to make text files + echo. man to make manual pages + echo. texinfo to make Texinfo files + echo. gettext to make PO message catalogs + echo. changes to make an overview over all changed/added/deprecated items + echo. xml to make Docutils-native XML files + echo. pseudoxml to make pseudoxml-XML files for display purposes + echo. linkcheck to check all external links for integrity + echo. doctest to run all doctests embedded in the documentation if enabled + goto end +) + +if "%1" == "clean" ( + for /d %%i in (%BUILDDIR%\*) do rmdir /q /s %%i + del /q /s %BUILDDIR%\* + goto end +) + + +%SPHINXBUILD% 2> nul +if errorlevel 9009 ( + echo. + echo.The 'sphinx-build' command was not found. Make sure you have Sphinx + echo.installed, then set the SPHINXBUILD environment variable to point + echo.to the full path of the 'sphinx-build' executable. Alternatively you + echo.may add the Sphinx directory to PATH. + echo. + echo.If you don't have Sphinx installed, grab it from + echo.http://sphinx-doc.org/ + exit /b 1 +) + +if "%1" == "html" ( + %SPHINXBUILD% -b html %ALLSPHINXOPTS% %BUILDDIR%/html + if errorlevel 1 exit /b 1 + echo. + echo.Build finished. The HTML pages are in %BUILDDIR%/html. + goto end +) + +if "%1" == "dirhtml" ( + %SPHINXBUILD% -b dirhtml %ALLSPHINXOPTS% %BUILDDIR%/dirhtml + if errorlevel 1 exit /b 1 + echo. + echo.Build finished. The HTML pages are in %BUILDDIR%/dirhtml. + goto end +) + +if "%1" == "singlehtml" ( + %SPHINXBUILD% -b singlehtml %ALLSPHINXOPTS% %BUILDDIR%/singlehtml + if errorlevel 1 exit /b 1 + echo. + echo.Build finished. The HTML pages are in %BUILDDIR%/singlehtml. + goto end +) + +if "%1" == "pickle" ( + %SPHINXBUILD% -b pickle %ALLSPHINXOPTS% %BUILDDIR%/pickle + if errorlevel 1 exit /b 1 + echo. + echo.Build finished; now you can process the pickle files. + goto end +) + +if "%1" == "json" ( + %SPHINXBUILD% -b json %ALLSPHINXOPTS% %BUILDDIR%/json + if errorlevel 1 exit /b 1 + echo. + echo.Build finished; now you can process the JSON files. + goto end +) + +if "%1" == "htmlhelp" ( + %SPHINXBUILD% -b htmlhelp %ALLSPHINXOPTS% %BUILDDIR%/htmlhelp + if errorlevel 1 exit /b 1 + echo. + echo.Build finished; now you can run HTML Help Workshop with the ^ +.hhp project file in %BUILDDIR%/htmlhelp. + goto end +) + +if "%1" == "qthelp" ( + %SPHINXBUILD% -b qthelp %ALLSPHINXOPTS% %BUILDDIR%/qthelp + if errorlevel 1 exit /b 1 + echo. + echo.Build finished; now you can run "qcollectiongenerator" with the ^ +.qhcp project file in %BUILDDIR%/qthelp, like this: + echo.^> qcollectiongenerator %BUILDDIR%\qthelp\scrapy-redis.qhcp + echo.To view the help file: + echo.^> assistant -collectionFile %BUILDDIR%\qthelp\scrapy-redis.ghc + goto end +) + +if "%1" == "devhelp" ( + %SPHINXBUILD% -b devhelp %ALLSPHINXOPTS% %BUILDDIR%/devhelp + if errorlevel 1 exit /b 1 + echo. + echo.Build finished. + goto end +) + +if "%1" == "epub" ( + %SPHINXBUILD% -b epub %ALLSPHINXOPTS% %BUILDDIR%/epub + if errorlevel 1 exit /b 1 + echo. + echo.Build finished. The epub file is in %BUILDDIR%/epub. + goto end +) + +if "%1" == "latex" ( + %SPHINXBUILD% -b latex %ALLSPHINXOPTS% %BUILDDIR%/latex + if errorlevel 1 exit /b 1 + echo. + echo.Build finished; the LaTeX files are in %BUILDDIR%/latex. + goto end +) + +if "%1" == "latexpdf" ( + %SPHINXBUILD% -b latex %ALLSPHINXOPTS% %BUILDDIR%/latex + cd %BUILDDIR%/latex + make all-pdf + cd %BUILDDIR%/.. + echo. + echo.Build finished; the PDF files are in %BUILDDIR%/latex. + goto end +) + +if "%1" == "latexpdfja" ( + %SPHINXBUILD% -b latex %ALLSPHINXOPTS% %BUILDDIR%/latex + cd %BUILDDIR%/latex + make all-pdf-ja + cd %BUILDDIR%/.. + echo. + echo.Build finished; the PDF files are in %BUILDDIR%/latex. + goto end +) + +if "%1" == "text" ( + %SPHINXBUILD% -b text %ALLSPHINXOPTS% %BUILDDIR%/text + if errorlevel 1 exit /b 1 + echo. + echo.Build finished. The text files are in %BUILDDIR%/text. + goto end +) + +if "%1" == "man" ( + %SPHINXBUILD% -b man %ALLSPHINXOPTS% %BUILDDIR%/man + if errorlevel 1 exit /b 1 + echo. + echo.Build finished. The manual pages are in %BUILDDIR%/man. + goto end +) + +if "%1" == "texinfo" ( + %SPHINXBUILD% -b texinfo %ALLSPHINXOPTS% %BUILDDIR%/texinfo + if errorlevel 1 exit /b 1 + echo. + echo.Build finished. The Texinfo files are in %BUILDDIR%/texinfo. + goto end +) + +if "%1" == "gettext" ( + %SPHINXBUILD% -b gettext %I18NSPHINXOPTS% %BUILDDIR%/locale + if errorlevel 1 exit /b 1 + echo. + echo.Build finished. The message catalogs are in %BUILDDIR%/locale. + goto end +) + +if "%1" == "changes" ( + %SPHINXBUILD% -b changes %ALLSPHINXOPTS% %BUILDDIR%/changes + if errorlevel 1 exit /b 1 + echo. + echo.The overview file is in %BUILDDIR%/changes. + goto end +) + +if "%1" == "linkcheck" ( + %SPHINXBUILD% -b linkcheck %ALLSPHINXOPTS% %BUILDDIR%/linkcheck + if errorlevel 1 exit /b 1 + echo. + echo.Link check complete; look for any errors in the above output ^ +or in %BUILDDIR%/linkcheck/output.txt. + goto end +) + +if "%1" == "doctest" ( + %SPHINXBUILD% -b doctest %ALLSPHINXOPTS% %BUILDDIR%/doctest + if errorlevel 1 exit /b 1 + echo. + echo.Testing of doctests in the sources finished, look at the ^ +results in %BUILDDIR%/doctest/output.txt. + goto end +) + +if "%1" == "xml" ( + %SPHINXBUILD% -b xml %ALLSPHINXOPTS% %BUILDDIR%/xml + if errorlevel 1 exit /b 1 + echo. + echo.Build finished. The XML files are in %BUILDDIR%/xml. + goto end +) + +if "%1" == "pseudoxml" ( + %SPHINXBUILD% -b pseudoxml %ALLSPHINXOPTS% %BUILDDIR%/pseudoxml + if errorlevel 1 exit /b 1 + echo. + echo.Build finished. The pseudo-XML files are in %BUILDDIR%/pseudoxml. + goto end +) + +:end diff --git a/python爬虫/scrapy-redis-0.9.1/docs/modules.rst b/python爬虫/scrapy-redis-0.9.1/docs/modules.rst new file mode 100644 index 0000000..e930c12 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/docs/modules.rst @@ -0,0 +1,7 @@ +API Reference +============= + +.. toctree:: + :maxdepth: 4 + + scrapy_redis diff --git a/python爬虫/scrapy-redis-0.9.1/docs/readme.rst b/python爬虫/scrapy-redis-0.9.1/docs/readme.rst new file mode 100644 index 0000000..72a3355 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/docs/readme.rst @@ -0,0 +1 @@ +.. include:: ../README.rst diff --git a/python爬虫/scrapy-redis-0.9.1/docs/requirements.txt b/python爬虫/scrapy-redis-0.9.1/docs/requirements.txt new file mode 100644 index 0000000..c13985a --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/docs/requirements.txt @@ -0,0 +1,8 @@ +# This packages are requires only for development and release management. +Sphinx +bumpversion +check-manifest +pip-tools +twine +watchdog +wheel diff --git a/python爬虫/scrapy-redis-0.9.1/docs/scrapy_redis.rst b/python爬虫/scrapy-redis-0.9.1/docs/scrapy_redis.rst new file mode 100644 index 0000000..a0ea271 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/docs/scrapy_redis.rst @@ -0,0 +1,62 @@ +scrapy_redis package +==================== + +Submodules +---------- + +scrapy_redis.connection module +------------------------------ + +.. automodule:: scrapy_redis.connection + :members: + :undoc-members: + :show-inheritance: + +scrapy_redis.dupefilter module +------------------------------ + +.. automodule:: scrapy_redis.dupefilter + :members: + :undoc-members: + :show-inheritance: + +scrapy_redis.pipelines module +----------------------------- + +.. automodule:: scrapy_redis.pipelines + :members: + :undoc-members: + :show-inheritance: + +scrapy_redis.queue module +------------------------- + +.. automodule:: scrapy_redis.queue + :members: + :undoc-members: + :show-inheritance: + +scrapy_redis.scheduler module +----------------------------- + +.. automodule:: scrapy_redis.scheduler + :members: + :undoc-members: + :show-inheritance: + +scrapy_redis.spiders module +--------------------------- + +.. automodule:: scrapy_redis.spiders + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: scrapy_redis + :members: + :undoc-members: + :show-inheritance: diff --git a/python爬虫/scrapy-redis-0.9.1/example-project/Dockerfile b/python爬虫/scrapy-redis-0.9.1/example-project/Dockerfile new file mode 100644 index 0000000..b8dd994 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/example-project/Dockerfile @@ -0,0 +1,5 @@ +#@IgnoreInspection BashAddShebang +FROM python:2.7-onbuild + +ENTRYPOINT ["scrapy"] +CMD ["crawl", "dmoz"] diff --git a/python爬虫/scrapy-redis-0.9.1/example-project/README.rst b/python爬虫/scrapy-redis-0.9.1/example-project/README.rst new file mode 100644 index 0000000..3a16a01 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/example-project/README.rst @@ -0,0 +1,154 @@ +============================ +Scrapy Redis Example Project +============================ + + +This directory contains an example Scrapy project integrated with scrapy-redis. +By default, all items are sent to redis (key ``:items``). All spiders +schedule requests through redis, so you can start additional spiders to speed +up the crawling. + +Spiders +------- + +* **dmoz** + + This spider simply scrapes dmoz.org. + +* **myspider_redis** + + This spider uses redis as a shared requests queue and uses + ``myspider:start_urls`` as start URLs seed. For each URL, the spider outputs + one item. + +* **mycrawler_redis** + + This spider uses redis as a shared requests queue and uses + ``mycrawler:start_urls`` as start URLs seed. For each URL, the spider follows + are links. + + +.. note:: + + All requests are persisted by default. You can clear the queue by using the + ``SCHEDULER_FLUSH_ON_START`` setting. For example: ``scrapy crawl dmoz -s + SCHEDULER_FLUSH_ON_START=1``. + + +Running the example project +--------------------------- + +This example illustrates how to share a spider's requests queue +across multiple spider instances, highly suitable for broad crawls. + +1. Check scrapy_redis package in your ``PYTHONPATH`` + +2. Run the crawler for first time then stop it + +.. code-block:: bash + + cd example-project + scrapy crawl dmoz + ... [dmoz] ... + ^C + +3. Run the crawler again to resume stopped crawling + +.. code-block:: bash + + scrapy crawl dmoz + ... [dmoz] DEBUG: Resuming crawl (9019 requests scheduled) + +4. Start one or more additional scrapy crawlers + +.. code-block:: bash + + scrapy crawl dmoz + ... [dmoz] DEBUG: Resuming crawl (8712 requests scheduled) + +5. Start one or more post-processing workers + +.. code-block:: bash + + python process_items.py dmoz:items -v + ... + Processing: Kilani Giftware (http://www.dmoz.org/Computers/Shopping/Gifts/) + Processing: NinjaGizmos.com (http://www.dmoz.org/Computers/Shopping/Gifts/) + ... + + +Feeding a Spider from Redis +--------------------------- + +The class ``scrapy_redis.spiders.RedisSpider`` enables a spider to read the +urls from redis. The urls in the redis queue will be processed one +after another, if the first request yields more requests, the spider +will process those requests before fetching another url from redis. + +For example, create a file ``myspider.py`` with the code below: + +.. code-block:: python + + from scrapy_redis.spiders import RedisSpider + + + class MySpider(RedisSpider): + name = "myspider" + + def parse(self, response): + # do stuff + pass + + +Then: + +1. run the spider + +.. code-block:: bash + + scrapy runspider myspider.py + +2. push json data to redis + +.. code-block:: bash + + redis-cli lpush myspider '{"url": "https://exaple.com", "meta": {"job-id":"123xsd", "start-date":"dd/mm/yy"}, "url_cookie_key":"fertxsas" }' + + +.. note:: + + * These spiders rely on the spider idle signal to fetch start urls, hence it + may have a few seconds of delay between the time you push a new url and the + spider starts crawling it. + + * Also please pay attention to json formatting. + + +Processing items +---------------- + +The ``process_items.py`` provides an example of consuming the items queue:: + +.. code-block:: bash + + python process_items.py --help + + +Run via Docker +-------------- + +You require the following applications: + +* docker (https://docs.docker.com/installation/) +* docker-compose (https://docs.docker.com/compose/install/) + +For implementation details see `Dockerfile` and `docker-compose.yml` and read +official docker documentation. + +1. To start sample `example-project` (`-d` for daemon):: + + docker-compose up + +2. To scale `crawler` (4 instances for example):: + + docker-compose scale crawler=4 diff --git a/python爬虫/scrapy-redis-0.9.1/example-project/docker-compose.yml b/python爬虫/scrapy-redis-0.9.1/example-project/docker-compose.yml new file mode 100644 index 0000000..c5bfc7c --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/example-project/docker-compose.yml @@ -0,0 +1,9 @@ +redis: + image: redis + ports: + - "6379:6379" # added port for external db provisioning + +crawler: + build: . + links: + - redis:localhost diff --git a/python爬虫/scrapy-redis-0.9.1/example-project/example/__init__.py b/python爬虫/scrapy-redis-0.9.1/example-project/example/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/python爬虫/scrapy-redis-0.9.1/example-project/example/items.py b/python爬虫/scrapy-redis-0.9.1/example-project/example/items.py new file mode 100644 index 0000000..d8763fe --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/example-project/example/items.py @@ -0,0 +1,24 @@ +# Define here the models for your scraped items +# +# See documentation in: +# http://doc.scrapy.org/topics/items.html + +from scrapy.item import Field, Item +from scrapy.loader import ItemLoader +from scrapy.loader.processors import Join, MapCompose, TakeFirst + + +class ExampleItem(Item): + name = Field() + description = Field() + link = Field() + crawled = Field() + spider = Field() + url = Field() + + +class ExampleLoader(ItemLoader): + default_item_class = ExampleItem + default_input_processor = MapCompose(lambda s: s.strip()) + default_output_processor = TakeFirst() + description_out = Join() diff --git a/python爬虫/scrapy-redis-0.9.1/example-project/example/pipelines.py b/python爬虫/scrapy-redis-0.9.1/example-project/example/pipelines.py new file mode 100644 index 0000000..64ff72a --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/example-project/example/pipelines.py @@ -0,0 +1,12 @@ +# Define your item pipelines here +# +# Don't forget to add your pipeline to the ITEM_PIPELINES setting +# See: http://doc.scrapy.org/topics/item-pipeline.html +from datetime import datetime + + +class ExamplePipeline: + def process_item(self, item, spider): + item["crawled"] = datetime.utcnow() + item["spider"] = spider.name + return item diff --git a/python爬虫/scrapy-redis-0.9.1/example-project/example/settings.py b/python爬虫/scrapy-redis-0.9.1/example-project/example/settings.py new file mode 100644 index 0000000..ed981f1 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/example-project/example/settings.py @@ -0,0 +1,37 @@ +# Scrapy settings for example project +# +# For simplicity, this file contains only the most important settings by +# default. All the other settings are documented here: +# +# http://doc.scrapy.org/topics/settings.html +# +SPIDER_MODULES = ["example.spiders"] +NEWSPIDER_MODULE = "example.spiders" + +LOG_LEVEL = "WARNING" + +USER_AGENT = "scrapy-redis (+https://github.com/rolando/scrapy-redis)" + +#设置重复过滤器模块 +DUPEFILTER_CLASS = "scrapy_redis.dupefilter.RFPDupeFilter" +#设置调度器，scrapy_redis具备与数据库交互的功能 +SCHEDULER = "scrapy_redis.scheduler.Scheduler" +#设置当爬虫结束时是否保持redis数据库中的去重集合与任务队列 +SCHEDULER_PERSIST = True +# SCHEDULER_QUEUE_CLASS = "scrapy_redis.queue.SpiderPriorityQueue" +# SCHEDULER_QUEUE_CLASS = "scrapy_redis.queue.SpiderQueue" +# SCHEDULER_QUEUE_CLASS = "scrapy_redis.queue.SpiderStack" + +ITEM_PIPELINES = { + "example.pipelines.ExamplePipeline": 300, + #当开启该管道，该管道将会把数据存到redis数据库中 + "scrapy_redis.pipelines.RedisPipeline": 400, +} +#设置redis数据库 +REDIS_URL = "redis://127.0.0.1:6379" + +LOG_LEVEL = "DEBUG" + +# Introduce an artifical delay to make use of parallelism. to speed up the +# crawl. +DOWNLOAD_DELAY = 1 diff --git a/python爬虫/scrapy-redis-0.9.1/example-project/example/spiders/__init__.py b/python爬虫/scrapy-redis-0.9.1/example-project/example/spiders/__init__.py new file mode 100644 index 0000000..c930799 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/example-project/example/spiders/__init__.py @@ -0,0 +1,8 @@ +# This package will contain the spiders of your Scrapy project +# +# To create the first spider for your project use this command: +# +# scrapy genspider myspider myspider-domain.com +# +# For more info see: +# http://doc.scrapy.org/topics/spiders.html diff --git a/python爬虫/scrapy-redis-0.9.1/example-project/example/spiders/dmoz.py b/python爬虫/scrapy-redis-0.9.1/example-project/example/spiders/dmoz.py new file mode 100644 index 0000000..6e02723 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/example-project/example/spiders/dmoz.py @@ -0,0 +1,26 @@ +from scrapy.linkextractors import LinkExtractor +from scrapy.spiders import CrawlSpider, Rule + + +class DmozSpider(CrawlSpider): + """Follow categories and extract links.""" + + name = "dmoz" + allowed_domains = ["dmoztools.net"] + start_urls = ["http://www.dmoztools.net/"] + + rules = [ + Rule( + LinkExtractor(restrict_css=(".top-cat", ".sub-cat", ".cat-item")), + callback="parse_directory", + follow=True, + ), + ] + + def parse_directory(self, response): + for div in response.css(".title-and-desc"): + yield { + "name": div.css(".site-title::text").extract_first(), + "description": div.css(".site-descr::text").extract_first().strip(), + "link": div.css("a::attr(href)").extract_first(), + } diff --git a/python爬虫/scrapy-redis-0.9.1/example-project/example/spiders/mycrawler_redis.py b/python爬虫/scrapy-redis-0.9.1/example-project/example/spiders/mycrawler_redis.py new file mode 100644 index 0000000..7b740f8 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/example-project/example/spiders/mycrawler_redis.py @@ -0,0 +1,28 @@ +from scrapy.linkextractors import LinkExtractor +from scrapy.spiders import Rule + +from scrapy_redis.spiders import RedisCrawlSpider + + +class MyCrawler(RedisCrawlSpider): + """Spider that reads urls from redis queue (myspider:start_urls).""" + + name = "mycrawler_redis" + redis_key = "mycrawler:start_urls" + + rules = ( + # follow all links + Rule(LinkExtractor(), callback="parse_page", follow=True), + ) + + def __init__(self, *args, **kwargs): + # Dynamically define the allowed domains list. + domain = kwargs.pop("domain", "") + self.allowed_domains = filter(None, domain.split(",")) + super().__init__(*args, **kwargs) + + def parse_page(self, response): + return { + "name": response.css("title::text").extract_first(), + "url": response.url, + } diff --git a/python爬虫/scrapy-redis-0.9.1/example-project/example/spiders/myspider_redis.py b/python爬虫/scrapy-redis-0.9.1/example-project/example/spiders/myspider_redis.py new file mode 100644 index 0000000..661027f --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/example-project/example/spiders/myspider_redis.py @@ -0,0 +1,20 @@ +from scrapy_redis.spiders import RedisSpider + + +class MySpider(RedisSpider): + """Spider that reads urls from redis queue (myspider:start_urls).""" + + name = "myspider_redis" + redis_key = "myspider:start_urls" + + def __init__(self, *args, **kwargs): + # Dynamically define the allowed domains list. + domain = kwargs.pop("domain", "") + self.allowed_domains = filter(None, domain.split(",")) + super().__init__(*args, **kwargs) + + def parse(self, response): + return { + "name": response.css("title::text").extract_first(), + "url": response.url, + } diff --git a/python爬虫/scrapy-redis-0.9.1/example-project/process_items.py b/python爬虫/scrapy-redis-0.9.1/example-project/process_items.py new file mode 100644 index 0000000..42819b7 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/example-project/process_items.py @@ -0,0 +1,105 @@ +#!/usr/bin/env python + +# -*- coding: utf-8 -*- +"""A script to process items from a redis queue.""" + +import argparse +import json +import logging +import pprint +import sys +import time + +from scrapy_redis import get_redis + +logger = logging.getLogger("process_items") + + +def process_items(r, keys, timeout, limit=0, log_every=1000, wait=0.1): + """Process items from a redis queue. + + Parameters + ---------- + r : Redis + Redis connection instance. + keys : list + List of keys to read the items from. + timeout: int + Read timeout. + + """ + limit = limit or float("inf") + processed = 0 + while processed < limit: + # Change ``blpop`` to ``brpop`` to process as LIFO. + ret = r.blpop(keys, timeout) + # If data is found before the timeout then we consider we are done. + if ret is None: + time.sleep(wait) + continue + + source, data = ret + try: + item = json.loads(data) + except Exception: + logger.exception("Failed to load item:\n%r", pprint.pformat(data)) + continue + + try: + name = item.get("name") or item.get("title") + url = item.get("url") or item.get("link") + logger.debug("[%s] Processing item: %s <%s>", source, name, url) + except KeyError: + logger.exception( + "[%s] Failed to process item:\n%r", source, pprint.pformat(item) + ) + continue + + processed += 1 + if processed % log_every == 0: + logger.info("Processed %s items", processed) + + +def main(): + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument("key", help="Redis key where items are stored") + parser.add_argument("--host") + parser.add_argument("--port") + parser.add_argument("--timeout", type=int, default=5) + parser.add_argument("--limit", type=int, default=0) + parser.add_argument("--progress-every", type=int, default=100) + parser.add_argument("-v", "--verbose", action="store_true") + + args = parser.parse_args() + + params = {} + if args.host: + params["host"] = args.host + if args.port: + params["port"] = args.port + + logging.basicConfig(level=logging.DEBUG if args.verbose else logging.INFO) + + r = get_redis(**params) + host = r.connection_pool.get_connection("info").host + logger.info("Waiting for items in '%s' (server: %s)", args.key, host) + kwargs = { + "keys": [args.key], + "timeout": args.timeout, + "limit": args.limit, + "log_every": args.progress_every, + } + try: + process_items(r, **kwargs) + retcode = 0 # ok + except KeyboardInterrupt: + retcode = 0 # ok + except Exception: + logger.exception("Unhandled exception") + retcode = 2 + + return retcode + + +if __name__ == "__main__": + sys.exit(main()) diff --git a/python爬虫/scrapy-redis-0.9.1/example-project/requirements.txt b/python爬虫/scrapy-redis-0.9.1/example-project/requirements.txt new file mode 100644 index 0000000..c5625ca --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/example-project/requirements.txt @@ -0,0 +1,2 @@ +scrapy +scrapy-redis diff --git a/python爬虫/scrapy-redis-0.9.1/example-project/scrapy.cfg b/python爬虫/scrapy-redis-0.9.1/example-project/scrapy.cfg new file mode 100644 index 0000000..cc5dc26 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/example-project/scrapy.cfg @@ -0,0 +1,11 @@ +# Automatically created by: scrapy startproject +# +# For more information about the [deploy] section see: +# http://doc.scrapy.org/topics/scrapyd.html + +[settings] +default = example.settings + +[deploy] +#url = http://localhost:6800/ +project = example diff --git a/python爬虫/scrapy-redis-0.9.1/pylintrc b/python爬虫/scrapy-redis-0.9.1/pylintrc new file mode 100644 index 0000000..ecb5fbf --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/pylintrc @@ -0,0 +1,125 @@ +[MASTER] +persistent=no +jobs=1 # >1 hides results +suggestion-mode=yes # guess common misconfiguration and emit user-friendly hints +py-version = 3.11.3 + +[MESSAGES CONTROL] +disable=abstract-method, + anomalous-backslash-in-string, + arguments-differ, + arguments-renamed, + attribute-defined-outside-init, + bad-classmethod-argument, + bad-continuation, + bad-indentation, + bad-mcs-classmethod-argument, + bad-super-call, + bad-whitespace, + bare-except, + blacklisted-name, + broad-except, + c-extension-no-member, + catching-non-exception, + cell-var-from-loop, + comparison-with-callable, + consider-iterating-dictionary, + consider-using-dict-items, + consider-using-from-import, + consider-using-in, + consider-using-set-comprehension, + consider-using-sys-exit, + consider-using-with, + cyclic-import, + dangerous-default-value, + deprecated-method, + deprecated-module, + duplicate-code, # https://github.com/PyCQA/pylint/issues/214 + eval-used, + expression-not-assigned, + fixme, + function-redefined, + global-statement, + import-error, + import-outside-toplevel, + import-self, + inconsistent-return-statements, + inherit-non-class, + invalid-name, + invalid-overridden-method, + isinstance-second-argument-not-valid-type, + keyword-arg-before-vararg, + line-too-long, + logging-format-interpolation, + logging-not-lazy, + lost-exception, + method-hidden, + misplaced-comparison-constant, + missing-docstring, + missing-final-newline, + multiple-imports, + multiple-statements, + no-else-continue, + no-else-raise, + no-else-return, + no-init, + no-member, + no-method-argument, + no-name-in-module, + no-self-argument, + no-self-use, + no-value-for-parameter, + not-an-iterable, + not-callable, + pointless-statement, + pointless-string-statement, + protected-access, + raise-missing-from, + redefined-argument-from-local, + redefined-builtin, + redefined-outer-name, + reimported, + signature-differs, + singleton-comparison, + super-init-not-called, + super-with-arguments, + superfluous-parens, + too-few-public-methods, + too-many-ancestors, + too-many-arguments, + too-many-branches, + too-many-format-args, + too-many-function-args, + too-many-instance-attributes, + too-many-lines, + too-many-locals, + too-many-public-methods, + too-many-return-statements, + trailing-newlines, + trailing-whitespace, + unbalanced-tuple-unpacking, + undefined-variable, + undefined-loop-variable, + unexpected-special-method-signature, + ungrouped-imports, + unidiomatic-typecheck, + unnecessary-comprehension, + unnecessary-lambda, + unnecessary-pass, + unreachable, + unspecified-encoding, + unsupported-assignment-operation, + unsubscriptable-object, + unused-argument, + unused-import, + unused-private-member, + unused-variable, + unused-wildcard-import, + use-implicit-booleaness-not-comparison, + used-before-assignment, + useless-object-inheritance, # Required for Python 2 support + useless-return, + useless-super-delegation, + wildcard-import, + wrong-import-order, + wrong-import-position diff --git a/python爬虫/scrapy-redis-0.9.1/pytest.ini b/python爬虫/scrapy-redis-0.9.1/pytest.ini new file mode 100644 index 0000000..679957b --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/pytest.ini @@ -0,0 +1,11 @@ +[pytest] +norecursedirs = + .* + dist + build +python_files = + test_*.py + *_test.py + tests.py +addopts = + -rxEfsw -v diff --git a/python爬虫/scrapy-redis-0.9.1/requirements-tests.txt b/python爬虫/scrapy-redis-0.9.1/requirements-tests.txt new file mode 100644 index 0000000..87758fd --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/requirements-tests.txt @@ -0,0 +1,6 @@ +# This packages are required to run all the tests. +flake8 +mock +pytest>=6.0,<7 +pytest-cov +tox>=4.0,<5 diff --git a/python爬虫/scrapy-redis-0.9.1/requirements.txt b/python爬虫/scrapy-redis-0.9.1/requirements.txt new file mode 100644 index 0000000..f56959a --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/requirements.txt @@ -0,0 +1,3 @@ +scrapy>=2.6.0 +redis>=4.2 +six>=1.15 diff --git a/python爬虫/scrapy-redis-0.9.1/setup.cfg b/python爬虫/scrapy-redis-0.9.1/setup.cfg new file mode 100644 index 0000000..0a78665 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/setup.cfg @@ -0,0 +1,6 @@ +[wheel] +universal = 1 + +[flake8] +exclude = docs, tests +max-line-length = 120 diff --git a/python爬虫/scrapy-redis-0.9.1/setup.py b/python爬虫/scrapy-redis-0.9.1/setup.py new file mode 100644 index 0000000..cc4df60 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/setup.py @@ -0,0 +1,59 @@ +#!/usr/bin/env python +import io +from pkgutil import walk_packages + +from setuptools import setup + + +def find_packages(path): + # This method returns packages and subpackages as well. + return [name for _, name, is_pkg in walk_packages([path]) if is_pkg] + + +def read_file(filename): + with open(filename) as fp: + return fp.read().strip() + + +def read_rst(filename): + # Ignore unsupported directives by pypi. + content = read_file(filename) + return "".join( + line for line in io.StringIO(content) if not line.startswith(".. comment::") + ) + + +def read_requirements(filename): + return [ + line.strip() + for line in read_file(filename).splitlines() + if not line.startswith("#") + ] + + +setup( + name="scrapy-redis", + version=read_file("VERSION"), + description="Redis-based components for Scrapy.", + long_description=read_rst("README.rst") + "\n\n" + read_rst("HISTORY.rst"), + author="R Max Espinoza", + author_email="hey@rmax.dev", + url="https://github.com/rmax/scrapy-redis", + packages=list(find_packages("src")), + package_dir={"": "src"}, + install_requires=read_requirements("requirements.txt"), + include_package_data=True, + license="MIT", + keywords="scrapy-redis", + classifiers=[ + "Development Status :: 4 - Beta", + "Intended Audience :: Developers", + "License :: OSI Approved :: MIT License", + "Natural Language :: English", + "Programming Language :: Python :: 3", + "Programming Language :: Python :: 3.7", + "Programming Language :: Python :: 3.8", + "Programming Language :: Python :: 3.9", + "Programming Language :: Python :: 3.10", + ], +) diff --git a/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/__init__.py b/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/__init__.py new file mode 100644 index 0000000..fe9c736 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/__init__.py @@ -0,0 +1,5 @@ +from .connection import get_redis, get_redis_from_settings # NOQA + +__author__ = "R Max Espinoza" +__email__ = "hey at rmax.dev" +__version__ = "0.9.1" diff --git a/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/connection.py b/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/connection.py new file mode 100644 index 0000000..002ccac --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/connection.py @@ -0,0 +1,97 @@ +from scrapy.utils.misc import load_object + +from . import defaults + +# Shortcut maps 'setting name' -> 'parmater name'. +SETTINGS_PARAMS_MAP = { + "REDIS_URL": "url", + "REDIS_HOST": "host", + "REDIS_PORT": "port", + "REDIS_DB": "db", + "REDIS_ENCODING": "encoding", +} + +SETTINGS_PARAMS_MAP["REDIS_DECODE_RESPONSES"] = "decode_responses" + + +def get_redis_from_settings(settings): + """Returns a redis client instance from given Scrapy settings object. + + This function uses ``get_client`` to instantiate the client and uses + ``defaults.REDIS_PARAMS`` global as defaults values for the parameters. You + can override them using the ``REDIS_PARAMS`` setting. + + Parameters + ---------- + settings : Settings + A scrapy settings object. See the supported settings below. + + Returns + ------- + server + Redis client instance. + + Other Parameters + ---------------- + REDIS_URL : str, optional + Server connection URL. + REDIS_HOST : str, optional + Server host. + REDIS_PORT : str, optional + Server port. + REDIS_DB : int, optional + Server database + REDIS_ENCODING : str, optional + Data encoding. + REDIS_PARAMS : dict, optional + Additional client parameters. + + Python 3 Only + ---------------- + REDIS_DECODE_RESPONSES : bool, optional + Sets the `decode_responses` kwarg in Redis cls ctor + + """ + params = defaults.REDIS_PARAMS.copy() + params.update(settings.getdict("REDIS_PARAMS")) + # XXX: Deprecate REDIS_* settings. + for source, dest in SETTINGS_PARAMS_MAP.items(): + val = settings.get(source) + if val: + params[dest] = val + + # Allow ``redis_cls`` to be a path to a class. + if isinstance(params.get("redis_cls"), str): + params["redis_cls"] = load_object(params["redis_cls"]) + + return get_redis(**params) + + +# Backwards compatible alias. +from_settings = get_redis_from_settings + + +def get_redis(**kwargs): + """Returns a redis client instance. + + Parameters + ---------- + redis_cls : class, optional + Defaults to ``redis.StrictRedis``. + url : str, optional + If given, ``redis_cls.from_url`` is used to instantiate the class. + **kwargs + Extra parameters to be passed to the ``redis_cls`` class. + + Returns + ------- + server + Redis client instance. + + """ + redis_cls = kwargs.pop("redis_cls", defaults.REDIS_CLS) + url = kwargs.pop("url", None) + if url: + return redis_cls.from_url(url, **kwargs) + else: + return redis_cls(**kwargs) diff --git a/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/defaults.py b/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/defaults.py new file mode 100644 index 0000000..ffe398d --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/defaults.py @@ -0,0 +1,29 @@ +import redis + +# For standalone use. +DUPEFILTER_KEY = "dupefilter:%(timestamp)s" + +PIPELINE_KEY = "%(spider)s:items" + +STATS_KEY = "%(spider)s:stats" + +REDIS_CLS = redis.StrictRedis +REDIS_ENCODING = "utf-8" +# Sane connection defaults. +REDIS_PARAMS = { + "socket_timeout": 30, + "socket_connect_timeout": 30, + "retry_on_timeout": True, + "encoding": REDIS_ENCODING, +} +REDIS_CONCURRENT_REQUESTS = 16 + +SCHEDULER_QUEUE_KEY = "%(spider)s:requests" +SCHEDULER_QUEUE_CLASS = "scrapy_redis.queue.PriorityQueue" +SCHEDULER_DUPEFILTER_KEY = "%(spider)s:dupefilter" +SCHEDULER_DUPEFILTER_CLASS = "scrapy_redis.dupefilter.RFPDupeFilter" +SCHEDULER_PERSIST = False +START_URLS_KEY = "%(name)s:start_urls" +START_URLS_AS_SET = False +START_URLS_AS_ZSET = False +MAX_IDLE_TIME = 0 diff --git a/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/dupefilter.py b/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/dupefilter.py new file mode 100644 index 0000000..194880a --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/dupefilter.py @@ -0,0 +1,169 @@ +import hashlib +import json +import logging +import time + +from scrapy.dupefilters import BaseDupeFilter +from scrapy.utils.python import to_unicode +from w3lib.url import canonicalize_url + +from . import defaults +from .connection import get_redis_from_settings + +logger = logging.getLogger(__name__) + + +# TODO: Rename class to RedisDupeFilter. +class RFPDupeFilter(BaseDupeFilter): + """Redis-based request duplicates filter. + + This class can also be used with default Scrapy's scheduler. + + """ + + logger = logger + + def __init__(self, server, key, debug=False): + """Initialize the duplicates filter. + + Parameters + ---------- + server : redis.StrictRedis + The redis server instance. + key : str + Redis key Where to store fingerprints. + debug : bool, optional + Whether to log filtered requests. + + """ + self.server = server + self.key = key + self.debug = debug + self.logdupes = True + + @classmethod + def from_settings(cls, settings): + """Returns an instance from given settings. + + This uses by default the key ``dupefilter:``. When using the + ``scrapy_redis.scheduler.Scheduler`` class, this method is not used as + it needs to pass the spider name in the key. + + Parameters + ---------- + settings : scrapy.settings.Settings + + Returns + ------- + RFPDupeFilter + A RFPDupeFilter instance. + + + """ + server = get_redis_from_settings(settings) + # XXX: This creates one-time key. needed to support to use this + # class as standalone dupefilter with scrapy's default scheduler + # if scrapy passes spider on open() method this wouldn't be needed + # TODO: Use SCRAPY_JOB env as default and fallback to timestamp. + key = defaults.DUPEFILTER_KEY % {"timestamp": int(time.time())} + debug = settings.getbool("DUPEFILTER_DEBUG") + return cls(server, key=key, debug=debug) + + @classmethod + def from_crawler(cls, crawler): + """Returns instance from crawler. + + Parameters + ---------- + crawler : scrapy.crawler.Crawler + + Returns + ------- + RFPDupeFilter + Instance of RFPDupeFilter. + + """ + return cls.from_settings(crawler.settings) + + def request_seen(self, request): + """Returns True if request was already seen. + + Parameters + ---------- + request : scrapy.http.Request + + Returns + ------- + bool + + """ + fp = self.request_fingerprint(request) + # This returns the number of values added, zero if already exists. + added = self.server.sadd(self.key, fp) + return added == 0 + + def request_fingerprint(self, request): + """Returns a fingerprint for a given request. + + Parameters + ---------- + request : scrapy.http.Request + + Returns + ------- + str + + """ + fingerprint_data = { + "method": to_unicode(request.method), + "url": canonicalize_url(request.url), + "body": (request.body or b"").hex(), + } + fingerprint_json = json.dumps(fingerprint_data, sort_keys=True) + return hashlib.sha1(fingerprint_json.encode()).hexdigest() + + @classmethod + def from_spider(cls, spider): + settings = spider.settings + server = get_redis_from_settings(settings) + dupefilter_key = settings.get( + "SCHEDULER_DUPEFILTER_KEY", defaults.SCHEDULER_DUPEFILTER_KEY + ) + key = dupefilter_key % {"spider": spider.name} + debug = settings.getbool("DUPEFILTER_DEBUG") + return cls(server, key=key, debug=debug) + + def close(self, reason=""): + """Delete data on close. Called by Scrapy's scheduler. + + Parameters + ---------- + reason : str, optional + + """ + self.clear() + + def clear(self): + """Clears fingerprints data.""" + self.server.delete(self.key) + + def log(self, request, spider): + """Logs given request. + + Parameters + ---------- + request : scrapy.http.Request + spider : scrapy.spiders.Spider + + """ + if self.debug: + msg = "Filtered duplicate request: %(request)s" + self.logger.debug(msg, {"request": request}, extra={"spider": spider}) + elif self.logdupes: + msg = ( + "Filtered duplicate request %(request)s" + " - no more duplicates will be shown" + " (see DUPEFILTER_DEBUG to show all duplicates)" + ) + self.logger.debug(msg, {"request": request}, extra={"spider": spider}) + self.logdupes = False diff --git a/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/picklecompat.py b/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/picklecompat.py new file mode 100644 index 0000000..a8d85c0 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/picklecompat.py @@ -0,0 +1,14 @@ +"""A pickle wrapper module with protocol=-1 by default.""" + +try: + import cPickle as pickle # PY2 +except ImportError: + import pickle + + +def loads(s): + return pickle.loads(s) + + +def dumps(obj): + return pickle.dumps(obj, protocol=-1) diff --git a/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/pipelines.py b/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/pipelines.py new file mode 100644 index 0000000..57267a7 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/pipelines.py @@ -0,0 +1,73 @@ +from scrapy.utils.misc import load_object +from scrapy.utils.serialize import ScrapyJSONEncoder +from twisted.internet.threads import deferToThread + +from . import connection, defaults + +default_serialize = ScrapyJSONEncoder().encode + + +class RedisPipeline: + """Pushes serialized item into a redis list/queue + + Settings + -------- + REDIS_ITEMS_KEY : str + Redis key where to store items. + REDIS_ITEMS_SERIALIZER : str + Object path to serializer function. + + """ + + def __init__( + self, server, key=defaults.PIPELINE_KEY, serialize_func=default_serialize + ): + """Initialize pipeline. + + Parameters + ---------- + server : StrictRedis + Redis client instance. + key : str + Redis key where to store items. + serialize_func : callable + Items serializer function. + + """ + self.server = server + self.key = key + self.serialize = serialize_func + + @classmethod + def from_settings(cls, settings): + params = { + "server": connection.from_settings(settings), + } + if settings.get("REDIS_ITEMS_KEY"): + params["key"] = settings["REDIS_ITEMS_KEY"] + if settings.get("REDIS_ITEMS_SERIALIZER"): + params["serialize_func"] = load_object(settings["REDIS_ITEMS_SERIALIZER"]) + + return cls(**params) + + @classmethod + def from_crawler(cls, crawler): + return cls.from_settings(crawler.settings) + + def process_item(self, item, spider): + return deferToThread(self._process_item, item, spider) + + def _process_item(self, item, spider): + key = self.item_key(item, spider) + data = self.serialize(item) + self.server.rpush(key, data) + return item + + def item_key(self, item, spider): + """Returns redis key based on given spider. + + Override this function to use a different key depending on the item + and/or spider. + + """ + return self.key % {"spider": spider.name} diff --git a/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/queue.py b/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/queue.py new file mode 100644 index 0000000..075f0ca --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/queue.py @@ -0,0 +1,155 @@ +try: + from scrapy.utils.request import request_from_dict +except ImportError: + from scrapy.utils.reqser import request_to_dict, request_from_dict + +from . import picklecompat + + +class Base: + """Per-spider base queue class""" + + def __init__(self, server, spider, key, serializer=None): + """Initialize per-spider redis queue. + + Parameters + ---------- + server : StrictRedis + Redis client instance. + spider : Spider + Scrapy spider instance. + key: str + Redis key where to put and get messages. + serializer : object + Serializer object with ``loads`` and ``dumps`` methods. + + """ + if serializer is None: + # Backward compatibility. + # TODO: deprecate pickle. + serializer = picklecompat + if not hasattr(serializer, "loads"): + raise TypeError( + f"serializer does not implement 'loads' function: {serializer}" + ) + if not hasattr(serializer, "dumps"): + raise TypeError( + f"serializer does not implement 'dumps' function: {serializer}" + ) + + self.server = server + self.spider = spider + self.key = key % {"spider": spider.name} + self.serializer = serializer + + def _encode_request(self, request): + """Encode a request object""" + try: + obj = request.to_dict(spider=self.spider) + except AttributeError: + obj = request_to_dict(request, self.spider) + return self.serializer.dumps(obj) + + def _decode_request(self, encoded_request): + """Decode an request previously encoded""" + obj = self.serializer.loads(encoded_request) + return request_from_dict(obj, spider=self.spider) + + def __len__(self): + """Return the length of the queue""" + raise NotImplementedError + + def push(self, request): + """Push a request""" + raise NotImplementedError + + def pop(self, timeout=0): + """Pop a request""" + raise NotImplementedError + + def clear(self): + """Clear queue/stack""" + self.server.delete(self.key) + + +class FifoQueue(Base): + """Per-spider FIFO queue""" + + def __len__(self): + """Return the length of the queue""" + return self.server.llen(self.key) + + def push(self, request): + """Push a request""" + self.server.lpush(self.key, self._encode_request(request)) + + def pop(self, timeout=0): + """Pop a request""" + if timeout > 0: + data = self.server.brpop(self.key, timeout) + if isinstance(data, tuple): + data = data[1] + else: + data = self.server.rpop(self.key) + if data: + return self._decode_request(data) + + +class PriorityQueue(Base): + """Per-spider priority queue abstraction using redis' sorted set""" + + def __len__(self): + """Return the length of the queue""" + return self.server.zcard(self.key) + + def push(self, request): + """Push a request""" + data = self._encode_request(request) + score = -request.priority + # We don't use zadd method as the order of arguments change depending on + # whether the class is Redis or StrictRedis, and the option of using + # kwargs only accepts strings, not bytes. + self.server.execute_command("ZADD", self.key, score, data) + + def pop(self, timeout=0): + """ + Pop a request + timeout not support in this queue class + """ + # use atomic range/remove using multi/exec + pipe = self.server.pipeline() + pipe.multi() + pipe.zrange(self.key, 0, 0).zremrangebyrank(self.key, 0, 0) + results, count = pipe.execute() + if results: + return self._decode_request(results[0]) + + +class LifoQueue(Base): + """Per-spider LIFO queue.""" + + def __len__(self): + """Return the length of the stack""" + return self.server.llen(self.key) + + def push(self, request): + """Push a request""" + self.server.lpush(self.key, self._encode_request(request)) + + def pop(self, timeout=0): + """Pop a request""" + if timeout > 0: + data = self.server.blpop(self.key, timeout) + if isinstance(data, tuple): + data = data[1] + else: + data = self.server.lpop(self.key) + + if data: + return self._decode_request(data) + + +# TODO: Deprecate the use of these names. +SpiderQueue = FifoQueue +SpiderStack = LifoQueue +SpiderPriorityQueue = PriorityQueue diff --git a/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/scheduler.py b/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/scheduler.py new file mode 100644 index 0000000..ba50a10 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/scheduler.py @@ -0,0 +1,182 @@ +import importlib + +from scrapy.utils.misc import load_object + +from . import connection, defaults + + +# TODO: add SCRAPY_JOB support. +class Scheduler: + """Redis-based scheduler + + Settings + -------- + SCHEDULER_PERSIST : bool (default: False) + Whether to persist or clear redis queue. + SCHEDULER_FLUSH_ON_START : bool (default: False) + Whether to flush redis queue on start. + SCHEDULER_IDLE_BEFORE_CLOSE : int (default: 0) + How many seconds to wait before closing if no message is received. + SCHEDULER_QUEUE_KEY : str + Scheduler redis key. + SCHEDULER_QUEUE_CLASS : str + Scheduler queue class. + SCHEDULER_DUPEFILTER_KEY : str + Scheduler dupefilter redis key. + SCHEDULER_DUPEFILTER_CLASS : str + Scheduler dupefilter class. + SCHEDULER_SERIALIZER : str + Scheduler serializer. + + """ + + def __init__( + self, + server, + persist=False, + flush_on_start=False, + queue_key=defaults.SCHEDULER_QUEUE_KEY, + queue_cls=defaults.SCHEDULER_QUEUE_CLASS, + dupefilter=None, + dupefilter_key=defaults.SCHEDULER_DUPEFILTER_KEY, + dupefilter_cls=defaults.SCHEDULER_DUPEFILTER_CLASS, + idle_before_close=0, + serializer=None, + ): + """Initialize scheduler. + + Parameters + ---------- + server : Redis + The redis server instance. + persist : bool + Whether to flush requests when closing. Default is False. + flush_on_start : bool + Whether to flush requests on start. Default is False. + queue_key : str + Requests queue key. + queue_cls : str + Importable path to the queue class. + dupefilter: Dupefilter + Custom dupefilter instance. + dupefilter_key : str + Duplicates filter key. + dupefilter_cls : str + Importable path to the dupefilter class. + idle_before_close : int + Timeout before giving up. + + """ + if idle_before_close < 0: + raise TypeError("idle_before_close cannot be negative") + + self.server = server + self.persist = persist + self.flush_on_start = flush_on_start + self.queue_key = queue_key + self.queue_cls = queue_cls + self.df = dupefilter + self.dupefilter_cls = dupefilter_cls + self.dupefilter_key = dupefilter_key + self.idle_before_close = idle_before_close + self.serializer = serializer + self.stats = None + + def __len__(self): + return len(self.queue) + + @classmethod + def from_settings(cls, settings): + kwargs = { + "persist": settings.getbool("SCHEDULER_PERSIST"), + "flush_on_start": settings.getbool("SCHEDULER_FLUSH_ON_START"), + "idle_before_close": settings.getint("SCHEDULER_IDLE_BEFORE_CLOSE"), + } + + # If these values are missing, it means we want to use the defaults. + optional = { + # TODO: Use custom prefixes for this settings to note that are + # specific to scrapy-redis. + "queue_key": "SCHEDULER_QUEUE_KEY", + "queue_cls": "SCHEDULER_QUEUE_CLASS", + "dupefilter_key": "SCHEDULER_DUPEFILTER_KEY", + # We use the default setting name to keep compatibility. + "dupefilter_cls": "DUPEFILTER_CLASS", + "serializer": "SCHEDULER_SERIALIZER", + } + for name, setting_name in optional.items(): + val = settings.get(setting_name) + if val: + kwargs[name] = val + + dupefilter_cls = load_object(kwargs["dupefilter_cls"]) + if not hasattr(dupefilter_cls, "from_spider"): + kwargs["dupefilter"] = dupefilter_cls.from_settings(settings) + + # Support serializer as a path to a module. + if isinstance(kwargs.get("serializer"), str): + kwargs["serializer"] = importlib.import_module(kwargs["serializer"]) + + server = connection.from_settings(settings) + # Ensure the connection is working. + server.ping() + + return cls(server=server, **kwargs) + + @classmethod + def from_crawler(cls, crawler): + instance = cls.from_settings(crawler.settings) + # FIXME: for now, stats are only supported from this constructor + instance.stats = crawler.stats + return instance + + def open(self, spider): + self.spider = spider + + try: + self.queue = load_object(self.queue_cls)( + server=self.server, + spider=spider, + key=self.queue_key % {"spider": spider.name}, + serializer=self.serializer, + ) + except TypeError as e: + raise ValueError( + f"Failed to instantiate queue class '{self.queue_cls}': {e}" + ) + + if not self.df: + self.df = load_object(self.dupefilter_cls).from_spider(spider) + + if self.flush_on_start: + self.flush() + # notice if there are requests already in the queue to resume the crawl + if len(self.queue): + spider.log(f"Resuming crawl ({len(self.queue)} requests scheduled)") + + def close(self, reason): + if not self.persist: + self.flush() + + def flush(self): + self.df.clear() + self.queue.clear() + + def enqueue_request(self, request): + if not request.dont_filter and self.df.request_seen(request): + self.df.log(request, self.spider) + return False + if self.stats: + self.stats.inc_value("scheduler/enqueued/redis", spider=self.spider) + self.queue.push(request) + return True + + def next_request(self): + block_pop_timeout = self.idle_before_close + request = self.queue.pop(block_pop_timeout) + if request and self.stats: + self.stats.inc_value("scheduler/dequeued/redis", spider=self.spider) + return request + + def has_pending_requests(self): + return len(self) > 0 diff --git a/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/spiders.py b/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/spiders.py new file mode 100644 index 0000000..6711193 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/spiders.py @@ -0,0 +1,297 @@ +import json +import time +from collections.abc import Iterable + +from scrapy import FormRequest, signals +from scrapy import version_info as scrapy_version +from scrapy.exceptions import DontCloseSpider +from scrapy.spiders import CrawlSpider, Spider + +from scrapy_redis.utils import TextColor + +from . import connection, defaults +from .utils import bytes_to_str, is_dict + + +class RedisMixin: + """Mixin class to implement reading urls from a redis queue.""" + + redis_key = None + redis_batch_size = None + redis_encoding = None + + # Redis client placeholder. + server = None + + # Idle start time + spider_idle_start_time = int(time.time()) + max_idle_time = None + + def start_requests(self): + """Returns a batch of start requests from redis.""" + return self.next_requests() + + def setup_redis(self, crawler=None): + """Setup redis connection and idle signal. + + This should be called after the spider has set its crawler object. + """ + if self.server is not None: + return + + if crawler is None: + # We allow optional crawler argument to keep backwards + # compatibility. + # XXX: Raise a deprecation warning. + crawler = getattr(self, "crawler", None) + + if crawler is None: + raise ValueError("crawler is required") + + settings = crawler.settings + + if self.redis_key is None: + self.redis_key = settings.get( + "REDIS_START_URLS_KEY", + defaults.START_URLS_KEY, + ) + + self.redis_key = self.redis_key % {"name": self.name} + + if not self.redis_key.strip(): + raise ValueError("redis_key must not be empty") + + if self.redis_batch_size is None: + self.redis_batch_size = settings.getint( + "CONCURRENT_REQUESTS", defaults.REDIS_CONCURRENT_REQUESTS + ) + + try: + self.redis_batch_size = int(self.redis_batch_size) + except (TypeError, ValueError): + raise ValueError("redis_batch_size must be an integer") + + if self.redis_encoding is None: + self.redis_encoding = settings.get( + "REDIS_ENCODING", defaults.REDIS_ENCODING + ) + + self.logger.info( + "Reading start URLs from redis key '%(redis_key)s' " + "(batch size: %(redis_batch_size)s, encoding: %(redis_encoding)s)", + self.__dict__, + ) + + self.server = connection.from_settings(crawler.settings) + + if settings.getbool("REDIS_START_URLS_AS_SET", defaults.START_URLS_AS_SET): + self.fetch_data = self.server.spop + self.count_size = self.server.scard + elif settings.getbool("REDIS_START_URLS_AS_ZSET", defaults.START_URLS_AS_ZSET): + self.fetch_data = self.pop_priority_queue + self.count_size = self.server.zcard + else: + self.fetch_data = self.pop_list_queue + self.count_size = self.server.llen + + if self.max_idle_time is None: + self.max_idle_time = settings.get( + "MAX_IDLE_TIME_BEFORE_CLOSE", defaults.MAX_IDLE_TIME + ) + + try: + self.max_idle_time = int(self.max_idle_time) + except (TypeError, ValueError): + raise ValueError("max_idle_time must be an integer") + + # The idle signal is called when the spider has no requests left, + # that's when we will schedule new requests from redis queue + crawler.signals.connect(self.spider_idle, signal=signals.spider_idle) + + def pop_list_queue(self, redis_key, batch_size): + with self.server.pipeline() as pipe: + pipe.lrange(redis_key, 0, batch_size - 1) + pipe.ltrim(redis_key, batch_size, -1) + datas, _ = pipe.execute() + return datas + + def pop_priority_queue(self, redis_key, batch_size): + with self.server.pipeline() as pipe: + pipe.zrevrange(redis_key, 0, batch_size - 1) + pipe.zremrangebyrank(redis_key, -batch_size, -1) + datas, _ = pipe.execute() + return datas + + def next_requests(self): + """Returns a request to be scheduled or none.""" + # XXX: Do we need to use a timeout here? + found = 0 + datas = self.fetch_data(self.redis_key, self.redis_batch_size) + for data in datas: + reqs = self.make_request_from_data(data) + if isinstance(reqs, Iterable): + for req in reqs: + yield req + # XXX: should be here? + found += 1 + self.logger.info(f"start req url:{req.url}") + elif reqs: + yield reqs + found += 1 + else: + self.logger.debug(f"Request not made from data: {data}") + + if found: + self.logger.debug(f"Read {found} requests from '{self.redis_key}'") + + def make_request_from_data(self, data): + """Returns a `Request` instance for data coming from Redis. + + Overriding this function to support the `json` requested `data` that contains + `url` ,`meta` and other optional parameters. `meta` is a nested json which contains sub-data. + + Along with: + After accessing the data, sending the FormRequest with `url`, `meta` and addition `formdata`, `method` + + For example: + + .. code:: json + + { + "url": "https://example.com", + "meta": { + "job-id":"123xsd", + "start-date":"dd/mm/yy", + }, + "url_cookie_key":"fertxsas", + "method":"POST", + } + + If `url` is empty, return `[]`. So you should verify the `url` in the data. + If `method` is empty, the request object will set method to 'GET', optional. + If `meta` is empty, the request object will set `meta` to an empty dictionary, optional. + + This json supported data can be accessed from 'scrapy.spider' through response. + 'request.url', 'request.meta', 'request.cookies', 'request.method' + + Parameters + ---------- + data : bytes + Message from redis. + + """ + formatted_data = bytes_to_str(data, self.redis_encoding) + + if is_dict(formatted_data): + parameter = json.loads(formatted_data) + else: + self.logger.warning( + f"{TextColor.WARNING}WARNING: String request is deprecated, please use JSON data format. " + f"Detail information, please check https://github.com/rmax/scrapy-redis#features{TextColor.ENDC}" + ) + return FormRequest(formatted_data, dont_filter=True) + + if parameter.get("url", None) is None: + self.logger.warning( + f"{TextColor.WARNING}The data from Redis has no url key in push data{TextColor.ENDC}" + ) + return [] + + url = parameter.pop("url") + method = parameter.pop("method").upper() if "method" in parameter else "GET" + metadata = parameter.pop("meta") if "meta" in parameter else {} + + return FormRequest( + url, dont_filter=True, method=method, formdata=parameter, meta=metadata + ) + + def schedule_next_requests(self): + """Schedules a request if available""" + # TODO: While there is capacity, schedule a batch of redis requests. + for req in self.next_requests(): + # see https://github.com/scrapy/scrapy/issues/5994 + if scrapy_version >= (2, 6): + self.crawler.engine.crawl(req) + else: + self.crawler.engine.crawl(req, spider=self) + + def spider_idle(self): + """ + Schedules a request if available, otherwise waits. + or close spider when waiting seconds > MAX_IDLE_TIME_BEFORE_CLOSE. + MAX_IDLE_TIME_BEFORE_CLOSE will not affect SCHEDULER_IDLE_BEFORE_CLOSE. + """ + if self.server is not None and self.count_size(self.redis_key) > 0: + self.spider_idle_start_time = int(time.time()) + + self.schedule_next_requests() + + idle_time = int(time.time()) - self.spider_idle_start_time + if self.max_idle_time != 0 and idle_time >= self.max_idle_time: + return + raise DontCloseSpider + + +class RedisSpider(RedisMixin, Spider): + """Spider that reads urls from redis queue when idle. + + Attributes + ---------- + redis_key : str (default: REDIS_START_URLS_KEY) + Redis key where to fetch start URLs from.. + redis_batch_size : int (default: CONCURRENT_REQUESTS) + Number of messages to fetch from redis on each attempt. + redis_encoding : str (default: REDIS_ENCODING) + Encoding to use when decoding messages from redis queue. + + Settings + -------- + REDIS_START_URLS_KEY : str (default: ":start_urls") + Default Redis key where to fetch start URLs from.. + REDIS_START_URLS_BATCH_SIZE : int (deprecated by CONCURRENT_REQUESTS) + Default number of messages to fetch from redis on each attempt. + REDIS_START_URLS_AS_SET : bool (default: False) + Use SET operations to retrieve messages from the redis queue. If False, + the messages are retrieve using the LPOP command. + REDIS_ENCODING : str (default: "utf-8") + Default encoding to use when decoding messages from redis queue. + + """ + + @classmethod + def from_crawler(cls, crawler, *args, **kwargs): + obj = super().from_crawler(crawler, *args, **kwargs) + obj.setup_redis(crawler) + return obj + + +class RedisCrawlSpider(RedisMixin, CrawlSpider): + """Spider that reads urls from redis queue when idle. + + Attributes + ---------- + redis_key : str (default: REDIS_START_URLS_KEY) + Redis key where to fetch start URLs from.. + redis_batch_size : int (default: CONCURRENT_REQUESTS) + Number of messages to fetch from redis on each attempt. + redis_encoding : str (default: REDIS_ENCODING) + Encoding to use when decoding messages from redis queue. + + Settings + -------- + REDIS_START_URLS_KEY : str (default: ":start_urls") + Default Redis key where to fetch start URLs from.. + REDIS_START_URLS_BATCH_SIZE : int (deprecated by CONCURRENT_REQUESTS) + Default number of messages to fetch from redis on each attempt. + REDIS_START_URLS_AS_SET : bool (default: True) + Use SET operations to retrieve messages from the redis queue. + REDIS_ENCODING : str (default: "utf-8") + Default encoding to use when decoding messages from redis queue. + + """ + + @classmethod + def from_crawler(cls, crawler, *args, **kwargs): + obj = super().from_crawler(crawler, *args, **kwargs) + obj.setup_redis(crawler) + return obj diff --git a/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/stats.py b/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/stats.py new file mode 100644 index 0000000..29c8eb7 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/stats.py @@ -0,0 +1,90 @@ +from datetime import datetime + +from scrapy.statscollectors import StatsCollector + +from .connection import from_settings as redis_from_settings +from .defaults import SCHEDULER_PERSIST, STATS_KEY +from .utils import convert_bytes_to_str + + +class RedisStatsCollector(StatsCollector): + """ + Stats Collector based on Redis + """ + + def __init__(self, crawler, spider=None): + super().__init__(crawler) + self.server = redis_from_settings(crawler.settings) + self.spider = spider + self.spider_name = spider.name if spider else crawler.spidercls.name + self.stats_key = crawler.settings.get("STATS_KEY", STATS_KEY) + self.persist = crawler.settings.get("SCHEDULER_PERSIST", SCHEDULER_PERSIST) + + def _get_key(self, spider=None): + """Return the hash name of stats""" + if spider: + return self.stats_key % {"spider": spider.name} + if self.spider: + return self.stats_key % {"spider": self.spider.name} + return self.stats_key % {"spider": self.spider_name or "scrapy"} + + @classmethod + def from_crawler(cls, crawler): + return cls(crawler) + + @classmethod + def from_spider(cls, spider): + return cls(spider.crawler) + + def get_value(self, key, default=None, spider=None): + """Return the value of hash stats""" + if self.server.hexists(self._get_key(spider), key): + return int(self.server.hget(self._get_key(spider), key)) + else: + return default + + def get_stats(self, spider=None): + """Return the all of the values of hash stats""" + stats = self.server.hgetall(self._get_key(spider)) + if stats: + return convert_bytes_to_str(stats) + return {} + + def set_value(self, key, value, spider=None): + """Set the value according to hash key of stats""" + if isinstance(value, datetime): + value = value.timestamp() + self.server.hset(self._get_key(spider), key, value) + + def set_stats(self, stats, spider=None): + """Set all the hash stats""" + self.server.hmset(self._get_key(spider), stats) + + def inc_value(self, key, count=1, start=0, spider=None): + """Set increment of value according to key""" + if not self.server.hexists(self._get_key(spider), key): + self.set_value(key, start) + self.server.hincrby(self._get_key(spider), key, count) + + def max_value(self, key, value, spider=None): + """Set max value between current and new value""" + self.set_value(key, max(self.get_value(key, value), value)) + + def min_value(self, key, value, spider=None): + """Set min value between current and new value""" + self.set_value(key, min(self.get_value(key, value), value)) + + def clear_stats(self, spider=None): + """Clear all the hash stats""" + self.server.delete(self._get_key(spider)) + + def open_spider(self, spider): + """Set spider to self""" + if spider: + self.spider = spider + + def close_spider(self, spider, reason): + """Clear spider and clear stats""" + self.spider = None + if not self.persist: + self.clear_stats(spider) diff --git a/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/utils.py b/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/utils.py new file mode 100644 index 0000000..224782e --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/src/scrapy_redis/utils.py @@ -0,0 +1,44 @@ +import json +from json import JSONDecodeError + +import six + + +class TextColor: + HEADER = "\033[95m" + OKBLUE = "\033[94m" + OKCYAN = "\033[96m" + OKGREEN = "\033[92m" + WARNING = "\033[93m" + FAIL = "\033[91m" + ENDC = "\033[0m" + BOLD = "\033[1m" + UNDERLINE = "\033[4m" + + +def bytes_to_str(s, encoding="utf-8"): + """Returns a str if a bytes object is given.""" + if six.PY3 and isinstance(s, bytes): + return s.decode(encoding) + return s + + +def is_dict(string_content): + """Try load string_content as json, if failed, return False, else return True.""" + try: + json.loads(string_content) + except JSONDecodeError: + return False + return True + + +def convert_bytes_to_str(data, encoding="utf-8"): + """Convert a dict's keys & values from `bytes` to `str` + or convert bytes to str""" + if isinstance(data, bytes): + return data.decode(encoding) + if isinstance(data, dict): + return dict(map(convert_bytes_to_str, data.items())) + elif isinstance(data, tuple): + return map(convert_bytes_to_str, data) + return data diff --git a/python爬虫/scrapy-redis-0.9.1/tests/test_connection.py b/python爬虫/scrapy-redis-0.9.1/tests/test_connection.py new file mode 100644 index 0000000..bf84959 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/tests/test_connection.py @@ -0,0 +1,69 @@ +from unittest import mock + +from scrapy.settings import Settings + +from scrapy_redis import defaults +from scrapy_redis.connection import from_settings, get_redis, get_redis_from_settings + + +class TestGetRedis: + + def test_default_instance(self): + server = get_redis() + assert isinstance(server, defaults.REDIS_CLS) + + def test_custom_class(self): + client_cls = mock.Mock() + server = get_redis(param="foo", redis_cls=client_cls) + assert server is client_cls.return_value + client_cls.assert_called_with(param="foo") + + def test_from_url(self): + client_cls = mock.Mock() + url = "redis://localhost" + server = get_redis(redis_cls=client_cls, url=url, param="foo") + assert server is client_cls.from_url.return_value + client_cls.from_url.assert_called_with(url, param="foo") + + +class TestFromSettings: + + def setup(self): + self.redis_cls = mock.Mock() + self.expected_params = { + "timeout": 0, + "flag": False, + } + self.settings = Settings( + { + "REDIS_PARAMS": dict(self.expected_params, redis_cls=self.redis_cls), + } + ) + + def test_redis_cls_default(self): + server = from_settings(Settings()) + assert isinstance(server, defaults.REDIS_CLS) + + def test_redis_cls_custom_path(self): + self.settings["REDIS_PARAMS"]["redis_cls"] = "unittest.mock.Mock" + server = from_settings(self.settings) + assert isinstance(server, mock.Mock) + + def test_default_params(self): + server = from_settings(self.settings) + assert server is self.redis_cls.return_value + self.redis_cls.assert_called_with( + **dict(defaults.REDIS_PARAMS, **self.expected_params) + ) + + def test_override_default_params(self): + for key, _ in defaults.REDIS_PARAMS.items(): + self.expected_params[key] = self.settings["REDIS_PARAMS"][key] = object() + + server = from_settings(self.settings) + assert server is self.redis_cls.return_value + self.redis_cls.assert_called_with(**self.expected_params) + + +def test_get_server_from_settings_alias(): + assert from_settings is get_redis_from_settings diff --git a/python爬虫/scrapy-redis-0.9.1/tests/test_dupefilter.py b/python爬虫/scrapy-redis-0.9.1/tests/test_dupefilter.py new file mode 100644 index 0000000..04192a5 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/tests/test_dupefilter.py @@ -0,0 +1,108 @@ +from unittest import mock + +from scrapy.http import Request +from scrapy.settings import Settings + +from scrapy_redis.dupefilter import RFPDupeFilter + + +def get_redis_mock(): + server = mock.Mock() + + def sadd(key, fp, added=0, db={}): # noqa: mutable db + fingerprints = db.setdefault(key, set()) + if fp not in fingerprints: + fingerprints.add(fp) + added += 1 + return added + + server.sadd = sadd + + return server + + +class TestRFPDupeFilter: + + def setup(self): + self.server = get_redis_mock() + self.key = "dupefilter:1" + self.df = RFPDupeFilter(self.server, self.key) + + def test_request_seen(self): + req = Request("http://example.com") + + def same_request(): + assert not self.df.request_seen(req) + assert self.df.request_seen(req) + + def diff_method(): + diff_method = Request("http://example.com", method="POST") + assert self.df.request_seen(req) + assert not self.df.request_seen(diff_method) + + def diff_url(): + diff_url = Request("http://example2.com") + assert self.df.request_seen(req) + assert not self.df.request_seen(diff_url) + + same_request() + diff_method() + diff_url() + + def test_overridable_request_fingerprinter(self): + req = Request("http://example.com") + self.df.request_fingerprint = mock.Mock(wraps=self.df.request_fingerprint) + assert not self.df.request_seen(req) + self.df.request_fingerprint.assert_called_with(req) + + def test_clear_deletes(self): + self.df.clear() + self.server.delete.assert_called_with(self.key) + + def test_close_calls_clear(self): + self.df.clear = mock.Mock(wraps=self.df.clear) + self.df.close() + self.df.close(reason="foo") + assert self.df.clear.call_count == 2 + + +def test_log_dupes(): + def _test(df, dupes, logcount): + df.logger.debug = mock.Mock(wraps=df.logger.debug) + for _ in range(dupes): + req = Request("http://example") + df.log(req, spider=mock.Mock()) + assert df.logger.debug.call_count == logcount + + server = get_redis_mock() + + df_quiet = RFPDupeFilter(server, "foo") # debug=False + _test(df_quiet, 5, 1) + + df_debug = RFPDupeFilter(server, "foo", debug=True) + _test(df_debug, 5, 5) + + +@mock.patch("scrapy_redis.dupefilter.get_redis_from_settings") +class TestFromMethods: + + def setup(self): + self.settings = Settings( + { + "DUPEFILTER_DEBUG": True, + } + ) + + def test_from_settings(self, get_redis_from_settings): + df = RFPDupeFilter.from_settings(self.settings) + self.assert_dupefilter(df, get_redis_from_settings) + + def test_from_crawler(self, get_redis_from_settings): + crawler = mock.Mock(settings=self.settings) + df = RFPDupeFilter.from_crawler(crawler) + self.assert_dupefilter(df, get_redis_from_settings) + + def assert_dupefilter(self, df, get_redis_from_settings): + assert df.server is get_redis_from_settings.return_value + assert df.key.startswith("dupefilter:") + assert df.debug # true diff --git a/python爬虫/scrapy-redis-0.9.1/tests/test_package_import.py b/python爬虫/scrapy-redis-0.9.1/tests/test_package_import.py new file mode 100644 index 0000000..a2ef2f4 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/tests/test_package_import.py @@ -0,0 +1,7 @@ +import scrapy_redis + + +def test_package_metadata(): + assert scrapy_redis.__author__ + assert scrapy_redis.__email__ + assert scrapy_redis.__version__ diff --git a/python爬虫/scrapy-redis-0.9.1/tests/test_picklecompat.py b/python爬虫/scrapy-redis-0.9.1/tests/test_picklecompat.py new file mode 100644 index 0000000..5c9c243 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/tests/test_picklecompat.py @@ -0,0 +1,18 @@ +from scrapy_redis import picklecompat + + +def test_picklecompat(): + obj = { + "_encoding": "utf-8", + "body": "", + "callback": "_response_downloaded", + "cookies": {}, + "dont_filter": False, + "errback": None, + "headers": {"Referer": ["http://www.dmoz.org/"]}, + "meta": {"depth": 1, "link_text": "Fran\xe7ais", "rule": 0}, + "method": "GET", + "priority": 0, + "url": "http://www.dmoz.org/World/Fran%C3%A7ais/", + } + assert obj == picklecompat.loads(picklecompat.dumps(obj)) diff --git a/python爬虫/scrapy-redis-0.9.1/tests/test_queue.py b/python爬虫/scrapy-redis-0.9.1/tests/test_queue.py new file mode 100644 index 0000000..84bd116 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/tests/test_queue.py @@ -0,0 +1,38 @@ +from unittest import mock + +from scrapy import Spider +from scrapy.http import Request + +from scrapy_redis.queue import Base + + +class TestBaseQueue: + + queue_cls = Base + + def setup(self): + self.server = mock.Mock() + self.spider = Spider(name="foo") + self.spider.parse_method = lambda x: x + self.key = "key" + self.q = self.queue_cls(self.server, self.spider, self.key) + + def test_encode_decode_requests(self, q=None): + if q is None: + q = self.q + req = Request( + "http://example.com", callback=self.spider.parse, meta={"foo": "bar"} + ) + out = q._decode_request(q._encode_request(req)) + assert req.url == out.url + assert req.meta == out.meta + assert req.callback == out.callback + + def test_custom_serializer(self): + serializer = mock.Mock() + serializer.dumps = mock.Mock(side_effect=lambda x: x) + serializer.loads = mock.Mock(side_effect=lambda x: x) + q = Base(self.server, self.spider, self.key, serializer=serializer) + self.test_encode_decode_requests(q) + assert serializer.dumps.call_count == 1 + assert serializer.loads.call_count == 1 diff --git a/python爬虫/scrapy-redis-0.9.1/tests/test_scrapy_redis.py b/python爬虫/scrapy-redis-0.9.1/tests/test_scrapy_redis.py new file mode 100644 index 0000000..5babbcc --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/tests/test_scrapy_redis.py @@ -0,0 +1,296 @@ +import os +from unittest import TestCase, mock + +import redis +from scrapy import Request, Spider +from scrapy.settings import Settings +from scrapy.utils.test import get_crawler + +from scrapy_redis import connection +from scrapy_redis.dupefilter import RFPDupeFilter +from scrapy_redis.queue import FifoQueue, LifoQueue, PriorityQueue +from scrapy_redis.scheduler import Scheduler + +# allow test settings from environment +REDIS_HOST = os.environ.get("REDIS_HOST", "localhost") +REDIS_PORT = int(os.environ.get("REDIS_PORT", 6379)) + + +def get_spider(*args, **kwargs): + crawler = get_crawler( + spidercls=kwargs.pop("spidercls", None), + settings_dict=kwargs.pop("settings_dict", None), + ) + return crawler._create_spider(*args, **kwargs) + + +class RedisTestMixin: + + @property + def server(self): + if not hasattr(self, "_redis"): + self._redis = redis.Redis(REDIS_HOST, REDIS_PORT) + return self._redis + + def clear_keys(self, prefix): + keys = self.server.keys(prefix + "*") + if keys: + self.server.delete(*keys) + + +class DupeFilterTest(RedisTestMixin, TestCase): + + def setUp(self): + self.key = "scrapy_redis:tests:dupefilter:" + self.df = RFPDupeFilter(self.server, self.key) + + def tearDown(self): + self.clear_keys(self.key) + + def test_dupe_filter(self): + req = Request("http://example.com") + + self.assertFalse(self.df.request_seen(req)) + self.assertTrue(self.df.request_seen(req)) + + self.df.close("nothing") + + +class QueueTestMixin(RedisTestMixin): + + queue_cls = None + + def setUp(self): + self.spider = get_spider(name="myspider") + self.key = f"scrapy_redis:tests:{self.spider.name}:queue" + self.q = self.queue_cls(self.server, Spider("myspider"), self.key) + + def tearDown(self): + self.clear_keys(self.key) + + def test_clear(self): + self.assertEqual(len(self.q), 0) + + for i in range(10): + # XXX: can't use same url for all requests as SpiderPriorityQueue + # uses redis' set implemention and we will end with only one + # request in the set and thus failing the test. It should be noted + # that when using SpiderPriorityQueue it acts as a request + # duplication filter whenever the serielized requests are the same. + # This might be unwanted on repetitive requests to the same page + # even with dont_filter=True flag. + req = Request(f"http://example.com/?page={i}") + self.q.push(req) + self.assertEqual(len(self.q), 10) + + self.q.clear() + self.assertEqual(len(self.q), 0) + + +class FifoQueueTest(QueueTestMixin, TestCase): + + queue_cls = FifoQueue + + def test_queue(self): + req1 = Request("http://example.com/page1") + req2 = Request("http://example.com/page2") + + self.q.push(req1) + self.q.push(req2) + + out1 = self.q.pop() + out2 = self.q.pop(timeout=1) + + self.assertEqual(out1.url, req1.url) + self.assertEqual(out2.url, req2.url) + + +class PriorityQueueTest(QueueTestMixin, TestCase): + + queue_cls = PriorityQueue + + def test_queue(self): + req1 = Request("http://example.com/page1", priority=100) + req2 = Request("http://example.com/page2", priority=50) + req3 = Request("http://example.com/page2", priority=200) + + self.q.push(req1) + self.q.push(req2) + self.q.push(req3) + + out1 = self.q.pop() + out2 = self.q.pop(timeout=0) + out3 = self.q.pop(timeout=1) + + self.assertEqual(out1.url, req3.url) + self.assertEqual(out2.url, req1.url) + self.assertEqual(out3.url, req2.url) + + +class LifoQueueTest(QueueTestMixin, TestCase): + + queue_cls = LifoQueue + + def test_queue(self): + req1 = Request("http://example.com/page1") + req2 = Request("http://example.com/page2") + + self.q.push(req1) + self.q.push(req2) + + out1 = self.q.pop() + out2 = self.q.pop(timeout=1) + + self.assertEqual(out1.url, req2.url) + self.assertEqual(out2.url, req1.url) + + +class SchedulerTest(RedisTestMixin, TestCase): + + def setUp(self): + self.key_prefix = "scrapy_redis:tests:" + self.queue_key = self.key_prefix + "%(spider)s:requests" + self.dupefilter_key = self.key_prefix + "%(spider)s:dupefilter" + self.spider = get_spider( + name="myspider", + settings_dict={ + "REDIS_HOST": REDIS_HOST, + "REDIS_PORT": REDIS_PORT, + "SCHEDULER_QUEUE_KEY": self.queue_key, + "SCHEDULER_DUPEFILTER_KEY": self.dupefilter_key, + "SCHEDULER_FLUSH_ON_START": False, + "SCHEDULER_PERSIST": False, + "SCHEDULER_SERIALIZER": "pickle", + "DUPEFILTER_CLASS": "scrapy_redis.dupefilter.RFPDupeFilter", + }, + ) + self.scheduler = Scheduler.from_crawler(self.spider.crawler) + + def tearDown(self): + self.clear_keys(self.key_prefix) + + def test_scheduler(self): + # default no persist + self.assertFalse(self.scheduler.persist) + + self.scheduler.open(self.spider) + self.assertEqual(len(self.scheduler), 0) + + req = Request("http://example.com") + self.scheduler.enqueue_request(req) + self.assertTrue(self.scheduler.has_pending_requests()) + self.assertEqual(len(self.scheduler), 1) + + # dupefilter in action + self.scheduler.enqueue_request(req) + self.assertEqual(len(self.scheduler), 1) + + out = self.scheduler.next_request() + self.assertEqual(out.url, req.url) + + self.assertFalse(self.scheduler.has_pending_requests()) + self.assertEqual(len(self.scheduler), 0) + + self.scheduler.close("finish") + + def test_scheduler_persistent(self): + # TODO: Improve this test to avoid the need to check for log messages. + self.spider.log = mock.Mock(spec=self.spider.log) + + self.scheduler.persist = True + self.scheduler.open(self.spider) + + self.assertEqual(self.spider.log.call_count, 0) + + self.scheduler.enqueue_request(Request("http://example.com/page1")) + self.scheduler.enqueue_request(Request("http://example.com/page2")) + + self.assertTrue(self.scheduler.has_pending_requests()) + self.scheduler.close("finish") + + self.scheduler.open(self.spider) + self.spider.log.assert_has_calls( + [ + mock.call("Resuming crawl (2 requests scheduled)"), + ] + ) + self.assertEqual(len(self.scheduler), 2) + + self.scheduler.persist = False + self.scheduler.close("finish") + + self.assertEqual(len(self.scheduler), 0) + + +class ConnectionTest(TestCase): + + # We can get a connection from just REDIS_URL. + def test_redis_url(self): + settings = Settings( + { + "REDIS_URL": "redis://foo:bar@localhost:9001/42", + } + ) + + server = connection.from_settings(settings) + connect_args = server.connection_pool.connection_kwargs + + self.assertEqual(connect_args["host"], "localhost") + self.assertEqual(connect_args["port"], 9001) + self.assertEqual(connect_args["password"], "bar") + self.assertEqual(connect_args["db"], 42) + + # We can get a connection from REDIS_HOST/REDIS_PORT. + def test_redis_host_port(self): + settings = Settings( + { + "REDIS_HOST": "localhost", + "REDIS_PORT": 9001, + } + ) + + server = connection.from_settings(settings) + connect_args = server.connection_pool.connection_kwargs + + self.assertEqual(connect_args["host"], "localhost") + self.assertEqual(connect_args["port"], 9001) + + # REDIS_URL takes precedence over REDIS_HOST/REDIS_PORT. + def test_redis_url_precedence(self): + settings = Settings( + { + "REDIS_HOST": "baz", + "REDIS_PORT": 1337, + "REDIS_URL": "redis://foo:bar@localhost:9001/42", + } + ) + + server = connection.from_settings(settings) + connect_args = server.connection_pool.connection_kwargs + + self.assertEqual(connect_args["host"], "localhost") + self.assertEqual(connect_args["port"], 9001) + self.assertEqual(connect_args["password"], "bar") + self.assertEqual(connect_args["db"], 42) + + # We fallback to REDIS_HOST/REDIS_PORT if REDIS_URL is None. + def test_redis_host_port_fallback(self): + settings = Settings( + {"REDIS_HOST": "baz", "REDIS_PORT": 1337, "REDIS_URL": None} + ) + + server = connection.from_settings(settings) + connect_args = server.connection_pool.connection_kwargs + + self.assertEqual(connect_args["host"], "baz") + self.assertEqual(connect_args["port"], 1337) + + # We use default values for REDIS_HOST/REDIS_PORT. + def test_redis_default(self): + settings = Settings() + + server = connection.from_settings(settings) + connect_args = server.connection_pool.connection_kwargs + + self.assertEqual(connect_args["host"], "localhost") + self.assertEqual(connect_args["port"], 6379) diff --git a/python爬虫/scrapy-redis-0.9.1/tests/test_spiders.py b/python爬虫/scrapy-redis-0.9.1/tests/test_spiders.py new file mode 100644 index 0000000..11025f6 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/tests/test_spiders.py @@ -0,0 +1,197 @@ +import contextlib +import os +from unittest import mock + +import pytest +from scrapy import signals +from scrapy.exceptions import DontCloseSpider +from scrapy.settings import Settings + +from scrapy_redis.spiders import RedisCrawlSpider, RedisSpider + +REDIS_HOST = os.environ.get("REDIS_HOST", "localhost") +REDIS_PORT = int(os.environ.get("REDIS_PORT", 6379)) + + +@contextlib.contextmanager +def flushall(server): + try: + yield + finally: + server.flushall() + + +class MySpider(RedisSpider): + name = "myspider" + + +class MyCrawlSpider(RedisCrawlSpider): + name = "myspider" + + +def get_crawler(**kwargs): + return mock.Mock( + settings=Settings( + { + "REDIS_HOST": REDIS_HOST, + "REDIS_PORT": REDIS_PORT, + } + ), + **kwargs, + ) + + +class TestRedisMixin_setup_redis: + + def setup(self): + self.myspider = MySpider() + + def test_crawler_required(self): + with pytest.raises(ValueError) as excinfo: + self.myspider.setup_redis() + assert "crawler" in str(excinfo.value) + + def test_requires_redis_key(self): + self.myspider.crawler = get_crawler() + self.myspider.redis_key = "" + with pytest.raises(ValueError) as excinfo: + self.myspider.setup_redis() + assert "redis_key" in str(excinfo.value) + + def test_invalid_batch_size(self): + self.myspider.redis_batch_size = "x" + self.myspider.crawler = get_crawler() + with pytest.raises(ValueError) as excinfo: + self.myspider.setup_redis() + assert "redis_batch_size" in str(excinfo.value) + + def test_invalid_idle_time(self): + self.myspider.max_idle_time = "x" + self.myspider.crawler = get_crawler() + with pytest.raises(ValueError) as excinfo: + self.myspider.setup_redis() + assert "max_idle_time" in str(excinfo.value) + + @mock.patch("scrapy_redis.spiders.connection") + def test_via_from_crawler(self, connection): + server = connection.from_settings.return_value = mock.Mock() + crawler = get_crawler() + myspider = MySpider.from_crawler(crawler) + assert myspider.server is server + connection.from_settings.assert_called_with(crawler.settings) + crawler.signals.connect.assert_called_with( + myspider.spider_idle, signal=signals.spider_idle + ) + # Second call does nothing. + server = myspider.server + crawler.signals.connect.reset_mock() + myspider.setup_redis() + assert myspider.server is server + assert crawler.signals.connect.call_count == 0 + + +@pytest.mark.parametrize( + "spider_cls", + [ + MySpider, + MyCrawlSpider, + ], +) +def test_from_crawler_with_spider_arguments(spider_cls): + crawler = get_crawler() + spider = spider_cls.from_crawler( + crawler, + "foo", + redis_key="key:%(name)s", + redis_batch_size="2000", + max_idle_time="100", + ) + assert spider.name == "foo" + assert spider.redis_key == "key:foo" + assert spider.redis_batch_size == 2000 + assert spider.max_idle_time == 100 + + +class MockRequest(mock.Mock): + def __init__(self, url, **kwargs): + super().__init__() + self.url = url + + def __eq__(self, other): + return self.url == other.url + + def __hash__(self): + return hash(self.url) + + def __repr__(self): + return f"<{self.__class__.__name__}({self.url})>" + + +@pytest.mark.parametrize( + "spider_cls", + [ + MySpider, + MyCrawlSpider, + ], +) +@pytest.mark.parametrize("start_urls_as_zset", [False, True]) +@pytest.mark.parametrize("start_urls_as_set", [False, True]) +@mock.patch("scrapy.spiders.Request", MockRequest) +def test_consume_urls_from_redis(start_urls_as_zset, start_urls_as_set, spider_cls): + batch_size = 5 + redis_key = "start:urls" + crawler = get_crawler() + crawler.settings.setdict( + { + "REDIS_HOST": REDIS_HOST, + "REDIS_PORT": REDIS_PORT, + "REDIS_START_URLS_KEY": redis_key, + "REDIS_START_URLS_AS_ZSET": start_urls_as_zset, + "REDIS_START_URLS_AS_SET": start_urls_as_set, + "CONCURRENT_REQUESTS": batch_size, + } + ) + spider = spider_cls.from_crawler(crawler) + with flushall(spider.server): + urls = [f"http://example.com/{i}" for i in range(batch_size * 2)] + reqs = [] + if start_urls_as_set: + server_put = spider.server.sadd + elif start_urls_as_zset: + + def server_put(key, value): + spider.server.zadd(key, {value: 0}) + + else: + server_put = spider.server.rpush + for url in urls: + server_put(redis_key, url) + reqs.append(MockRequest(url)) + + # First call is to start requests. + start_requests = list(spider.start_requests()) + if start_urls_as_zset or start_urls_as_set: + assert len(start_requests) == batch_size + assert {r.url for r in start_requests}.issubset(r.url for r in reqs) + else: + assert start_requests == reqs[:batch_size] + + # Second call is to spider idle method. + with pytest.raises(DontCloseSpider): + spider.spider_idle() + # Process remaining requests in the queue. + with pytest.raises(DontCloseSpider): + spider.spider_idle() + + # Last batch was passed to crawl. + assert crawler.engine.crawl.call_count == batch_size + + if start_urls_as_zset or start_urls_as_set: + crawler.engine.crawl.assert_has_calls( + [mock.call(req) for req in reqs if req not in start_requests], + any_order=True, + ) + else: + crawler.engine.crawl.assert_has_calls( + [mock.call(req) for req in reqs[batch_size:]] + ) diff --git a/python爬虫/scrapy-redis-0.9.1/tests/test_utils.py b/python爬虫/scrapy-redis-0.9.1/tests/test_utils.py new file mode 100644 index 0000000..d57bc24 --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/tests/test_utils.py @@ -0,0 +1,7 @@ +from scrapy_redis.utils import bytes_to_str + + +def test_bytes_to_str(): + assert bytes_to_str(b"foo") == "foo" + # This char is the same in bytes or latin1. + assert bytes_to_str(b"\xc1", "latin1") == "\xc1" diff --git a/python爬虫/scrapy-redis-0.9.1/tox.ini b/python爬虫/scrapy-redis-0.9.1/tox.ini new file mode 100644 index 0000000..1ef077b --- /dev/null +++ b/python爬虫/scrapy-redis-0.9.1/tox.ini @@ -0,0 +1,90 @@ +[tox] +requires = + tox>=4 +envlist = + docs + security + flake8 + py{38,39,310,311,312}-scrapy{26,27,28,29,210,211}-redis{42,43,44,45,46,50} +minversion = 3.0.0 + +[base] +deps = + -r requirements-tests.txt + -r requirements.txt + setuptools + +[testenv] +basepython = + py38: python3.8 + py39: python3.9 + py310: python3.10 + py311: python3.11 + py312: python3.12 +deps = + {[base]deps} + scrapy26: scrapy~=2.6.0 + scrapy27: scrapy~=2.7.0 + scrapy28: scrapy~=2.8.0 + scrapy29: scrapy~=2.9.0 + scrapy210: scrapy~=2.10.0 + scrapy211: scrapy~=2.11.0 + redis42: redis~=4.2.0 + redis43: redis~=4.3.0 + redis44: redis~=4.4.0 + redis45: redis~=4.5.0 + redis46: redis~=4.6.0 + redis50: redis~=5.0.0 +passenv = + REDIS_HOST + REDIS_PORT +commands = + python -m pytest # --cov-report term --cov=scrapy_redis + +[testenv:flake8] +basepython = + python3.12 +deps = + {[base]deps} +commands = + flake8 --ignore=W503,E265,E731 docs src tests + +[testenv:security] +basepython = + python3.12 +deps = + bandit~=1.7.3 +commands = + bandit -r -c .bandit.yml src/ tests/ + +[testenv:pytest] +basepython = + python3.12 +deps = + {[testenv]deps} +passenv = + REDIS_HOST + REDIS_PORT +commands = + python -m pytest --cov-report term --cov=scrapy_redis + +[testenv:build] +basepython = + python3.12 +deps = + {[base]deps} + build +commands = + python -m build + +[testenv:docs] +basepython = + python3.12 +deps = + {[base]deps} + -r docs/requirements.txt +allowlist_externals = + make +commands = + # Same command as readthedocs + make -C docs html SPHINXOPTS="-T -W --keep-going -D language=en" diff --git a/python爬虫/scrapy/meinv/meinv/__init__.py b/python爬虫/scrapy/meinv/meinv/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/python爬虫/scrapy/meinv/meinv/items.py b/python爬虫/scrapy/meinv/meinv/items.py new file mode 100644 index 0000000..f8b9956 --- /dev/null +++ b/python爬虫/scrapy/meinv/meinv/items.py @@ -0,0 +1,14 @@ +# Define here the models for your scraped items +# +# See documentation in: +# https://docs.scrapy.org/en/latest/topics/items.html + +import scrapy + + +class MeinvItem(scrapy.Item): + # define the fields for your item here like: + name = scrapy.Field() + img = scrapy.Field() + local_path = scrapy.Field() + diff --git a/python爬虫/scrapy/meinv/meinv/middlewares.py b/python爬虫/scrapy/meinv/meinv/middlewares.py new file mode 100644 index 0000000..2406b01 --- /dev/null +++ b/python爬虫/scrapy/meinv/meinv/middlewares.py @@ -0,0 +1,103 @@ +# Define here the models for your spider middleware +# +# See documentation in: +# https://docs.scrapy.org/en/latest/topics/spider-middleware.html + +from scrapy import signals + +# useful for handling different item types with a single interface +from itemadapter import is_item, ItemAdapter + + +class MeinvSpiderMiddleware: + # Not all methods need to be defined. If a method is not defined, + # scrapy acts as if the spider middleware does not modify the + # passed objects. + + @classmethod + def from_crawler(cls, crawler): + # This method is used by Scrapy to create your spiders. + s = cls() + crawler.signals.connect(s.spider_opened, signal=signals.spider_opened) + return s + + def process_spider_input(self, response, spider): + # Called for each response that goes through the spider + # middleware and into the spider. + + # Should return None or raise an exception. + return None + + def process_spider_output(self, response, result, spider): + # Called with the results returned from the Spider, after + # it has processed the response. + + # Must return an iterable of Request, or item objects. + for i in result: + yield i + + def process_spider_exception(self, response, exception, spider): + # Called when a spider or process_spider_input() method + # (from other spider middleware) raises an exception. + + # Should return either None or an iterable of Request or item objects. + pass + + def process_start_requests(self, start_requests, spider): + # Called with the start requests of the spider, and works + # similarly to the process_spider_output() method, except + # that it doesn’t have a response associated. + + # Must return only requests (not items). + for r in start_requests: + yield r + + def spider_opened(self, spider): + spider.logger.info("Spider opened: %s" % spider.name) + + +class MeinvDownloaderMiddleware: + # Not all methods need to be defined. If a method is not defined, + # scrapy acts as if the downloader middleware does not modify the + # passed objects. + + @classmethod + def from_crawler(cls, crawler): + # This method is used by Scrapy to create your spiders. + s = cls() + crawler.signals.connect(s.spider_opened, signal=signals.spider_opened) + return s + + def process_request(self, request, spider): + # Called for each request that goes through the downloader + # middleware. + + # Must either: + # - return None: continue processing this request + # - or return a Response object + # - or return a Request object + # - or raise IgnoreRequest: process_exception() methods of + # installed downloader middleware will be called + return None + + def process_response(self, request, response, spider): + # Called with the response returned from the downloader. + + # Must either; + # - return a Response object + # - return a Request object + # - or raise IgnoreRequest + return response + + def process_exception(self, request, exception, spider): + # Called when a download handler or a process_request() + # (from other downloader middleware) raises an exception. + + # Must either: + # - return None: continue processing this exception + # - return a Response object: stops process_exception() chain + # - return a Request object: stops process_exception() chain + pass + + def spider_opened(self, spider): + spider.logger.info("Spider opened: %s" % spider.name) diff --git a/python爬虫/scrapy/meinv/meinv/pipelines.py b/python爬虫/scrapy/meinv/meinv/pipelines.py new file mode 100644 index 0000000..f95b66e --- /dev/null +++ b/python爬虫/scrapy/meinv/meinv/pipelines.py @@ -0,0 +1,60 @@ +# Define your item pipelines here +# +# Don't forget to add your pipeline to the ITEM_PIPELINES setting +# See: https://docs.scrapy.org/en/latest/topics/item-pipeline.html + + +# useful for handling different item types with a single interface +from itemadapter import ItemAdapter +from scrapy.pipelines.images import ImagesPipeline +import scrapy +import pymysql +from meinv.settings import MYSQL + + +class MeinvPipeline: + def open_spider(self, spider): + print("数据爬取开始") + self.conn = pymysql.connect( + host=MYSQL["host"], + port=MYSQL["port"], + user=MYSQL["user"], + password=MYSQL["password"], + database=MYSQL["database"] + ) + + def close_spider(self, spider): + print("数据爬取结束") + self.conn.close() + + def process_item(self, item, spider): + # mysql写入 + try: + cursor = self.conn.cursor() + sql = "insert into tu (name, img) values (%s,%s)" + cursor.execute(sql, (item['name'], item["local_path"])) + self.conn.commit() + print("写入成功") + except: + self.conn.rollback() + finally: + if cursor: + cursor.close() + return item + + +# 想使用image需要在setting中设置存放位置IMAGES_STORE +class MeinvSavePipeline(ImagesPipeline): # 利用图片管道下载 + def get_media_requests(self, item, info): # 负责下载 + return scrapy.Request(item["img"]) # 直接返回结果 + + def file_path(self, request, response=None, info=None, *, item=None): # 准备文件路径 + file_name = request.url.split("/")[-1] + return f"img/{file_name}" # 创建img/*** + + def item_completed(self, results, item, info): # 返回文件详细信息 + ok, finfo = results[0] + path = finfo['path'] + item["local_path"] = path + print(results) + return item diff --git a/python爬虫/scrapy/meinv/meinv/settings.py b/python爬虫/scrapy/meinv/meinv/settings.py new file mode 100644 index 0000000..10167d8 --- /dev/null +++ b/python爬虫/scrapy/meinv/meinv/settings.py @@ -0,0 +1,100 @@ +# Scrapy settings for meinv project +# +# For simplicity, this file contains only settings considered important or +# commonly used. You can find more settings consulting the documentation: +# +# https://docs.scrapy.org/en/latest/topics/settings.html +# https://docs.scrapy.org/en/latest/topics/downloader-middleware.html +# https://docs.scrapy.org/en/latest/topics/spider-middleware.html + +BOT_NAME = "meinv" + +SPIDER_MODULES = ["meinv.spiders"] +NEWSPIDER_MODULE = "meinv.spiders" +LOG_LEVEL = "WARNING" + +# Crawl responsibly by identifying yourself (and your website) on the user-agent +# USER_AGENT = "meinv (+http://www.yourdomain.com)" + +# Obey robots.txt rules +ROBOTSTXT_OBEY = True + +# Configure maximum concurrent requests performed by Scrapy (default: 16) +# CONCURRENT_REQUESTS = 32 + +# Configure a delay for requests for the same website (default: 0) +# See https://docs.scrapy.org/en/latest/topics/settings.html#download-delay +# See also autothrottle settings and docs +# DOWNLOAD_DELAY = 3 +# The download delay setting will honor only one of: +# CONCURRENT_REQUESTS_PER_DOMAIN = 16 +# CONCURRENT_REQUESTS_PER_IP = 16 + +# Disable cookies (enabled by default) +# COOKIES_ENABLED = False + +# Disable Telnet Console (enabled by default) +# TELNETCONSOLE_ENABLED = False + +# Override the default request headers: +# DEFAULT_REQUEST_HEADERS = { +# "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8", +# "Accept-Language": "en", +# } + +# Enable or disable spider middlewares +# See https://docs.scrapy.org/en/latest/topics/spider-middleware.html +# SPIDER_MIDDLEWARES = { +# "meinv.middlewares.MeinvSpiderMiddleware": 543, +# } + +# Enable or disable downloader middlewares +# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html +# DOWNLOADER_MIDDLEWARES = { +# "meinv.middlewares.MeinvDownloaderMiddleware": 543, +# } + +# Enable or disable extensions +# See https://docs.scrapy.org/en/latest/topics/extensions.html +# EXTENSIONS = { +# "scrapy.extensions.telnet.TelnetConsole": None, +# } + +# Configure item pipelines +# See https://docs.scrapy.org/en/latest/topics/item-pipeline.html +ITEM_PIPELINES = { + "meinv.pipelines.MeinvPipeline": 300, + "meinv.pipelines.MeinvSavePipeline": 280, +} +IMAGES_STORE = './meinvtupian' +# Enable and configure the AutoThrottle extension (disabled by default) +# See https://docs.scrapy.org/en/latest/topics/autothrottle.html +# AUTOTHROTTLE_ENABLED = True +# The initial download delay +# AUTOTHROTTLE_START_DELAY = 5 +# The maximum download delay to be set in case of high latencies +# AUTOTHROTTLE_MAX_DELAY = 60 +# The average number of requests Scrapy should be sending in parallel to +# each remote server +# AUTOTHROTTLE_TARGET_CONCURRENCY = 1.0 +# Enable showing throttling stats for every response received: +# AUTOTHROTTLE_DEBUG = False + +# Enable and configure HTTP caching (disabled by default) +# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html#httpcache-middleware-settings +# HTTPCACHE_ENABLED = True +# HTTPCACHE_EXPIRATION_SECS = 0 +# HTTPCACHE_DIR = "httpcache" +# HTTPCACHE_IGNORE_HTTP_CODES = [] +# HTTPCACHE_STORAGE = "scrapy.extensions.httpcache.FilesystemCacheStorage" +MYSQL = { + "host": "localhost", + "port": 3306, + "user": "root", + "password": "123123", + "database": "spider" +} +# Set settings whose default value is deprecated to a future-proof value +REQUEST_FINGERPRINTER_IMPLEMENTATION = "2.7" +TWISTED_REACTOR = "twisted.internet.asyncioreactor.AsyncioSelectorReactor" +FEED_EXPORT_ENCODING = "utf-8" diff --git a/python爬虫/scrapy/meinv/meinv/spiders/__init__.py b/python爬虫/scrapy/meinv/meinv/spiders/__init__.py new file mode 100644 index 0000000..ebd689a --- /dev/null +++ b/python爬虫/scrapy/meinv/meinv/spiders/__init__.py @@ -0,0 +1,4 @@ +# This package will contain the spiders of your Scrapy project +# +# Please refer to the documentation for information on how to create and manage +# your spiders. diff --git a/python爬虫/scrapy/meinv/meinv/spiders/meinv_spider.py b/python爬虫/scrapy/meinv/meinv/spiders/meinv_spider.py new file mode 100644 index 0000000..721c2ea --- /dev/null +++ b/python爬虫/scrapy/meinv/meinv/spiders/meinv_spider.py @@ -0,0 +1,36 @@ +import scrapy +from meinv.items import MeinvItem + + +class MeinvSpiderSpider(scrapy.Spider): + name = "meinv_spider" + allowed_domains = ["www.tpzj.com"] + start_urls = ["https://www.tpzj.com/meinv/xiezhen/"] + + def parse(self, response): + li_list = response.xpath("//ul[@class='list_con_box_ul']/li") + for li in li_list: + href = li.xpath("./a/@href").extract_first() + yield scrapy.Request( + url=response.urljoin(href), # href不是完整的url地址，使用urljoin拼接url + method='get', + callback=self.parse_detail # 回调函数，当相应回馈后，如何进行相应处理 + ) + # print(response.urljoin(href)) + # 下一页 + next_href = response.xpath( + "//div[@class='pages']/ul/li/a[contains(text(), '下一页')]/@href").extract_first() # contains（text(),""）判断文字是否包含内容 + if next_href: + yield scrapy.Request( + url=response.urljoin(next_href), + callback=self.parse + ) + + def parse_detail(self, response): + name = response.xpath('//div[@class="list_con bgff"]/h1/text()').extract_first() # 没有first 会返回一个列表，导致报错 + img_src = response.xpath("//div[@id='bigpic']/a/img/@src").extract_first() + item = MeinvItem() + item["name"] = name + item["img"] = img_src + print(item) + yield item diff --git a/python爬虫/scrapy/meinv/meinvtupian/img/0e287dc697.jpg b/python爬虫/scrapy/meinv/meinvtupian/img/0e287dc697.jpg new file mode 100644 index 0000000..e020dcf Binary files /dev/null and b/python爬虫/scrapy/meinv/meinvtupian/img/0e287dc697.jpg differ diff --git a/python爬虫/scrapy/meinv/meinvtupian/img/1-120911231542.jpg b/python爬虫/scrapy/meinv/meinvtupian/img/1-120911231542.jpg new file mode 100644 index 0000000..cb5f62e Binary files /dev/null and b/python爬虫/scrapy/meinv/meinvtupian/img/1-120911231542.jpg differ diff --git a/python爬虫/scrapy/meinv/meinvtupian/img/1-130321140345.jpg b/python爬虫/scrapy/meinv/meinvtupian/img/1-130321140345.jpg new file 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differ diff --git a/python爬虫/scrapy/meinv/meinvtupian/img/ef69de436e.jpg b/python爬虫/scrapy/meinv/meinvtupian/img/ef69de436e.jpg new file mode 100644 index 0000000..38336fc Binary files /dev/null and b/python爬虫/scrapy/meinv/meinvtupian/img/ef69de436e.jpg differ diff --git a/python爬虫/scrapy/meinv/scrapy.cfg b/python爬虫/scrapy/meinv/scrapy.cfg new file mode 100644 index 0000000..03f746f --- /dev/null +++ b/python爬虫/scrapy/meinv/scrapy.cfg @@ -0,0 +1,11 @@ +# Automatically created by: scrapy startproject +# +# For more information about the [deploy] section see: +# https://scrapyd.readthedocs.io/en/latest/deploy.html + +[settings] +default = meinv.settings + +[deploy] +#url = http://localhost:6800/ +project = meinv diff --git a/python爬虫/scrapy/scrapy01/scrapy.cfg b/python爬虫/scrapy/scrapy01/scrapy.cfg new file mode 100644 index 0000000..13130c7 --- /dev/null +++ b/python爬虫/scrapy/scrapy01/scrapy.cfg @@ -0,0 +1,11 @@ +# Automatically created by: scrapy startproject +# +# For more information about the [deploy] section see: +# https://scrapyd.readthedocs.io/en/latest/deploy.html + +[settings] +default = scrapy01.settings + +[deploy] +#url = http://localhost:6800/ +project = scrapy01 diff --git a/python爬虫/scrapy/scrapy01/scrapy01/__init__.py b/python爬虫/scrapy/scrapy01/scrapy01/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/python爬虫/scrapy/scrapy01/scrapy01/items.py b/python爬虫/scrapy/scrapy01/scrapy01/items.py new file mode 100644 index 0000000..346a0ab --- /dev/null +++ b/python爬虫/scrapy/scrapy01/scrapy01/items.py @@ -0,0 +1,12 @@ +# Define here the models for your scraped items +# +# See documentation in: +# https://docs.scrapy.org/en/latest/topics/items.html + +import scrapy + + +class Scrapy01Item(scrapy.Item): + # define the fields for your item here like: + # name = scrapy.Field() + pass diff --git a/python爬虫/scrapy/scrapy01/scrapy01/middlewares.py b/python爬虫/scrapy/scrapy01/scrapy01/middlewares.py new file mode 100644 index 0000000..1b16bea --- /dev/null +++ b/python爬虫/scrapy/scrapy01/scrapy01/middlewares.py @@ -0,0 +1,103 @@ +# Define here the models for your spider middleware +# +# See documentation in: +# https://docs.scrapy.org/en/latest/topics/spider-middleware.html + +from scrapy import signals + +# useful for handling different item types with a single interface +from itemadapter import is_item, ItemAdapter + + +class Scrapy01SpiderMiddleware: + # Not all methods need to be defined. If a method is not defined, + # scrapy acts as if the spider middleware does not modify the + # passed objects. + + @classmethod + def from_crawler(cls, crawler): + # This method is used by Scrapy to create your spiders. + s = cls() + crawler.signals.connect(s.spider_opened, signal=signals.spider_opened) + return s + + def process_spider_input(self, response, spider): + # Called for each response that goes through the spider + # middleware and into the spider. + + # Should return None or raise an exception. + return None + + def process_spider_output(self, response, result, spider): + # Called with the results returned from the Spider, after + # it has processed the response. + + # Must return an iterable of Request, or item objects. + for i in result: + yield i + + def process_spider_exception(self, response, exception, spider): + # Called when a spider or process_spider_input() method + # (from other spider middleware) raises an exception. + + # Should return either None or an iterable of Request or item objects. + pass + + def process_start_requests(self, start_requests, spider): + # Called with the start requests of the spider, and works + # similarly to the process_spider_output() method, except + # that it doesn’t have a response associated. + + # Must return only requests (not items). + for r in start_requests: + yield r + + def spider_opened(self, spider): + spider.logger.info("Spider opened: %s" % spider.name) + + +class Scrapy01DownloaderMiddleware: + # Not all methods need to be defined. If a method is not defined, + # scrapy acts as if the downloader middleware does not modify the + # passed objects. + + @classmethod + def from_crawler(cls, crawler): + # This method is used by Scrapy to create your spiders. + s = cls() + crawler.signals.connect(s.spider_opened, signal=signals.spider_opened) + return s + + def process_request(self, request, spider): + # Called for each request that goes through the downloader + # middleware. + + # Must either: + # - return None: continue processing this request + # - or return a Response object + # - or return a Request object + # - or raise IgnoreRequest: process_exception() methods of + # installed downloader middleware will be called + return None + + def process_response(self, request, response, spider): + # Called with the response returned from the downloader. + + # Must either; + # - return a Response object + # - return a Request object + # - or raise IgnoreRequest + return response + + def process_exception(self, request, exception, spider): + # Called when a download handler or a process_request() + # (from other downloader middleware) raises an exception. + + # Must either: + # - return None: continue processing this exception + # - return a Response object: stops process_exception() chain + # - return a Request object: stops process_exception() chain + pass + + def spider_opened(self, spider): + spider.logger.info("Spider opened: %s" % spider.name) diff --git a/python爬虫/scrapy/scrapy01/scrapy01/pipelines.py b/python爬虫/scrapy/scrapy01/scrapy01/pipelines.py new file mode 100644 index 0000000..b0d2468 --- /dev/null +++ b/python爬虫/scrapy/scrapy01/scrapy01/pipelines.py @@ -0,0 +1,21 @@ +# Define your item pipelines here +# +# Don't forget to add your pipeline to the ITEM_PIPELINES setting +# See: https://docs.scrapy.org/en/latest/topics/item-pipeline.html + + +# useful for handling different item types with a single interface +from itemadapter import ItemAdapter + + +class Scrapy01Pipeline:#类名字可以改 + def process_item(self, item, spider):# 方法不可改 item:数据，spider：爬虫 + print(item) + print(spider.name) + return item + +class NewPipeline:#类名字可以改 + def process_item(self, item, spider):# 方法不可改 item:数据，spider：爬虫 + print("this is newpipeline") + + return item \ No newline at end of file diff --git a/python爬虫/scrapy/scrapy01/scrapy01/settings.py b/python爬虫/scrapy/scrapy01/scrapy01/settings.py new file mode 100644 index 0000000..c9aad48 --- /dev/null +++ b/python爬虫/scrapy/scrapy01/scrapy01/settings.py @@ -0,0 +1,96 @@ +# Scrapy settings for scrapy01 project +# +# For simplicity, this file contains only settings considered important or +# commonly used. You can find more settings consulting the documentation: +# +# https://docs.scrapy.org/en/latest/topics/settings.html +# https://docs.scrapy.org/en/latest/topics/downloader-middleware.html +# https://docs.scrapy.org/en/latest/topics/spider-middleware.html + +BOT_NAME = "scrapy01" + +SPIDER_MODULES = ["scrapy01.spiders"] +NEWSPIDER_MODULE = "scrapy01.spiders" +LOG_LEVEL = "WARNING" +# 日志级别 ：DEBUG , INFO, WARNING, ERROR, CRITICAL + +# Crawl responsibly by identifying yourself (and your website) on the user-agent +# USER_AGENT = "scrapy01 (+http://www.yourdomain.com)" + +# Obey robots.txt rules +ROBOTSTXT_OBEY = True + +# Configure maximum concurrent requests performed by Scrapy (default: 16) +# CONCURRENT_REQUESTS = 32 + +# Configure a delay for requests for the same website (default: 0) +# See https://docs.scrapy.org/en/latest/topics/settings.html#download-delay +# See also autothrottle settings and docs +# DOWNLOAD_DELAY = 3 +# The download delay setting will honor only one of: +# CONCURRENT_REQUESTS_PER_DOMAIN = 16 +# CONCURRENT_REQUESTS_PER_IP = 16 + +# Disable cookies (enabled by default) +# COOKIES_ENABLED = False + +# Disable Telnet Console (enabled by default) +# TELNETCONSOLE_ENABLED = False + +# Override the default request headers: +# DEFAULT_REQUEST_HEADERS = { +# "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8", +# "Accept-Language": "en", +# } + +# Enable or disable spider middlewares +# See https://docs.scrapy.org/en/latest/topics/spider-middleware.html +# SPIDER_MIDDLEWARES = { +# "scrapy01.middlewares.Scrapy01SpiderMiddleware": 543, +# } + +# Enable or disable downloader middlewares +# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html +# DOWNLOADER_MIDDLEWARES = { +# "scrapy01.middlewares.Scrapy01DownloaderMiddleware": 543, +# } + +# Enable or disable extensions +# See https://docs.scrapy.org/en/latest/topics/extensions.html +# EXTENSIONS = { +# "scrapy.extensions.telnet.TelnetConsole": None, +# } + +# Configure item pipelines +# See https://docs.scrapy.org/en/latest/topics/item-pipeline.html +ITEM_PIPELINES = { + "scrapy01.pipelines.Scrapy01Pipeline": 300, + "scrapy01.pipelines.NewPipeline": 299, +} +#key:路径 value: 优先级，数字越小越优先 + +# Enable and configure the AutoThrottle extension (disabled by default) +# See https://docs.scrapy.org/en/latest/topics/autothrottle.html +# AUTOTHROTTLE_ENABLED = True +# The initial download delay +# AUTOTHROTTLE_START_DELAY = 5 +# The maximum download delay to be set in case of high latencies +# AUTOTHROTTLE_MAX_DELAY = 60 +# The average number of requests Scrapy should be sending in parallel to +# each remote server +# AUTOTHROTTLE_TARGET_CONCURRENCY = 1.0 +# Enable showing throttling stats for every response received: +# AUTOTHROTTLE_DEBUG = False + +# Enable and configure HTTP caching (disabled by default) +# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html#httpcache-middleware-settings +# HTTPCACHE_ENABLED = True +# HTTPCACHE_EXPIRATION_SECS = 0 +# HTTPCACHE_DIR = "httpcache" +# HTTPCACHE_IGNORE_HTTP_CODES = [] +# HTTPCACHE_STORAGE = "scrapy.extensions.httpcache.FilesystemCacheStorage" + +# Set settings whose default value is deprecated to a future-proof value +REQUEST_FINGERPRINTER_IMPLEMENTATION = "2.7" +TWISTED_REACTOR = "twisted.internet.asyncioreactor.AsyncioSelectorReactor" +FEED_EXPORT_ENCODING = "utf-8" diff --git a/python爬虫/scrapy/scrapy01/scrapy01/spiders/__init__.py b/python爬虫/scrapy/scrapy01/scrapy01/spiders/__init__.py new file mode 100644 index 0000000..ebd689a --- /dev/null +++ b/python爬虫/scrapy/scrapy01/scrapy01/spiders/__init__.py @@ -0,0 +1,4 @@ +# This package will contain the spiders of your Scrapy project +# +# Please refer to the documentation for information on how to create and manage +# your spiders. diff --git a/python爬虫/scrapy/scrapy01/scrapy01/spiders/game.py b/python爬虫/scrapy/scrapy01/scrapy01/spiders/game.py new file mode 100644 index 0000000..bbf8e3b --- /dev/null +++ b/python爬虫/scrapy/scrapy01/scrapy01/spiders/game.py @@ -0,0 +1,25 @@ +import scrapy + + +class GameSpider(scrapy.Spider): + name = "game" + allowed_domains = ["4399.com"] + start_urls = ["http://4399.com/"] + + def parse(self, response): + # print(response) + # print(response.text) + # 提取数据 + # response.json() + # response.xpath() + # response.css() + # 获取页面所有游戏名字 + # text =response.xpath('//*[@id="skinbody"]/div[10]/div[1]/div[1]/ul/li/a/text()').extract() # 提取内容extract（） + # print(text) + # 分块提取数据 + li_list = response.xpath('//*[@id="skinbody"]/div[10]/div[1]/div[1]/ul/li') + for li in li_list: + name = li.xpath('./a/text()').extract() + dict = {"name": name} + # 需要用yield将数据传到管道里 + yield dict diff --git a/python爬虫/scrapy/scrapy02/scrapy.cfg b/python爬虫/scrapy/scrapy02/scrapy.cfg new file mode 100644 index 0000000..528fb1f --- /dev/null +++ b/python爬虫/scrapy/scrapy02/scrapy.cfg @@ -0,0 +1,11 @@ +# Automatically created by: scrapy startproject +# +# For more information about the [deploy] section see: +# https://scrapyd.readthedocs.io/en/latest/deploy.html + +[settings] +default = scrapy02.settings + +[deploy] +#url = http://localhost:6800/ +project = scrapy02 diff --git a/python爬虫/scrapy/scrapy02/scrapy02/__init__.py b/python爬虫/scrapy/scrapy02/scrapy02/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/python爬虫/scrapy/scrapy02/scrapy02/items.py b/python爬虫/scrapy/scrapy02/scrapy02/items.py new file mode 100644 index 0000000..ef8b411 --- /dev/null +++ b/python爬虫/scrapy/scrapy02/scrapy02/items.py @@ -0,0 +1,13 @@ +# Define here the models for your scraped items +# +# See documentation in: +# https://docs.scrapy.org/en/latest/topics/items.html + +import scrapy + + +class Scrapy02Item(scrapy.Item): + # define the fields for your item here like: + qihao = scrapy.Field() + red_ball = scrapy.Field() + blue_ball = scrapy.Field() diff --git a/python爬虫/scrapy/scrapy02/scrapy02/middlewares.py b/python爬虫/scrapy/scrapy02/scrapy02/middlewares.py new file mode 100644 index 0000000..6a13271 --- /dev/null +++ b/python爬虫/scrapy/scrapy02/scrapy02/middlewares.py @@ -0,0 +1,103 @@ +# Define here the models for your spider middleware +# +# See documentation in: +# https://docs.scrapy.org/en/latest/topics/spider-middleware.html + +from scrapy import signals + +# useful for handling different item types with a single interface +from itemadapter import is_item, ItemAdapter + + +class Scrapy02SpiderMiddleware: + # Not all methods need to be defined. If a method is not defined, + # scrapy acts as if the spider middleware does not modify the + # passed objects. + + @classmethod + def from_crawler(cls, crawler): + # This method is used by Scrapy to create your spiders. + s = cls() + crawler.signals.connect(s.spider_opened, signal=signals.spider_opened) + return s + + def process_spider_input(self, response, spider): + # Called for each response that goes through the spider + # middleware and into the spider. + + # Should return None or raise an exception. + return None + + def process_spider_output(self, response, result, spider): + # Called with the results returned from the Spider, after + # it has processed the response. + + # Must return an iterable of Request, or item objects. + for i in result: + yield i + + def process_spider_exception(self, response, exception, spider): + # Called when a spider or process_spider_input() method + # (from other spider middleware) raises an exception. + + # Should return either None or an iterable of Request or item objects. + pass + + def process_start_requests(self, start_requests, spider): + # Called with the start requests of the spider, and works + # similarly to the process_spider_output() method, except + # that it doesn’t have a response associated. + + # Must return only requests (not items). + for r in start_requests: + yield r + + def spider_opened(self, spider): + spider.logger.info("Spider opened: %s" % spider.name) + + +class Scrapy02DownloaderMiddleware: + # Not all methods need to be defined. If a method is not defined, + # scrapy acts as if the downloader middleware does not modify the + # passed objects. + + @classmethod + def from_crawler(cls, crawler): + # This method is used by Scrapy to create your spiders. + s = cls() + crawler.signals.connect(s.spider_opened, signal=signals.spider_opened) + return s + + def process_request(self, request, spider): + # Called for each request that goes through the downloader + # middleware. + + # Must either: + # - return None: continue processing this request + # - or return a Response object + # - or return a Request object + # - or raise IgnoreRequest: process_exception() methods of + # installed downloader middleware will be called + return None + + def process_response(self, request, response, spider): + # Called with the response returned from the downloader. + + # Must either; + # - return a Response object + # - return a Request object + # - or raise IgnoreRequest + return response + + def process_exception(self, request, exception, spider): + # Called when a download handler or a process_request() + # (from other downloader middleware) raises an exception. + + # Must either: + # - return None: continue processing this exception + # - return a Response object: stops process_exception() chain + # - return a Request object: stops process_exception() chain + pass + + def spider_opened(self, spider): + spider.logger.info("Spider opened: %s" % spider.name) diff --git a/python爬虫/scrapy/scrapy02/scrapy02/pipelines.py b/python爬虫/scrapy/scrapy02/scrapy02/pipelines.py new file mode 100644 index 0000000..a38fe78 --- /dev/null +++ b/python爬虫/scrapy/scrapy02/scrapy02/pipelines.py @@ -0,0 +1,90 @@ +# Define your item pipelines here +# +# Don't forget to add your pipeline to the ITEM_PIPELINES setting +# See: https://docs.scrapy.org/en/latest/topics/item-pipeline.html + + +# useful for handling different item types with a single interface +from itemadapter import ItemAdapter +import pymysql +from scrapy02.settings import MYSQL +import pymongo + +""" +存储数据的方案： + 1.csv + 2.mysql + 3.mongodb + 4.文件存储 +""" + + +class Scrapy02Pipeline: + def open_spider(self, spider): + print("数据爬取开始") + self.f = open("shuangseqiu.csv", mode="a", encoding="utf-8") + + def close_spider(self, spider): + print("数据爬取结束") + if self.f: + self.f.close() + + def process_item(self, item, spider): + # csv写入 + self.f.write(f"{item['qihao']},{'_'.join(item['red_ball'])},{item['blue_ball']}\n") + return item + + +class Scrapy02MySQLPipeline: + def open_spider(self, spider): + print("数据爬取开始") + self.conn = pymysql.connect( + host=MYSQL["host"], + port=MYSQL["port"], + user=MYSQL["user"], + password=MYSQL["password"], + database=MYSQL["database"] + ) + + def close_spider(self, spider): + print("数据爬取结束") + self.conn.close() + + def process_item(self, item, spider): + # mysql写入 + try: + print("1") + cursor = self.conn.cursor() + sql = "insert into caipiao (qihao, red_ball, blue_ball) values (%s,%s,%s)" + cursor.execute(sql, (item['qihao'], '_'.join(item['red_ball']), item['blue_ball'])) + self.conn.commit() + except: + self.conn.rollback() + finally: + if cursor: + cursor.close() + return item + + +class Scrapy02MongoDbPipeline: + def open_spider(self, spider): + print("数据爬取开始") + self.client = pymongo.MongoClient(host="localhost", port=27017) + db = self.client["python"] # use database + # db.authenticate("python_admin","123123") #登录 + self.collection = db["caipiao"] # 指定集合 + + def close_spider(self, spider): + print("数据爬取结束") + self.client.close() + + def process_item(self, item, spider): + # mongodb写入 + document = { + "qihao": item["qihao"], + "red_ball": item["red_ball"], + "blue_ball": item["blue_ball"] + } + # 插入合并后的字典 + self.collection.insert_one(document) + return item diff --git a/python爬虫/scrapy/scrapy02/scrapy02/settings.py b/python爬虫/scrapy/scrapy02/scrapy02/settings.py new file mode 100644 index 0000000..83aeb52 --- /dev/null +++ b/python爬虫/scrapy/scrapy02/scrapy02/settings.py @@ -0,0 +1,104 @@ +# Scrapy settings for scrapy02 project +# +# For simplicity, this file contains only settings considered important or +# commonly used. You can find more settings consulting the documentation: +# +# https://docs.scrapy.org/en/latest/topics/settings.html +# https://docs.scrapy.org/en/latest/topics/downloader-middleware.html +# https://docs.scrapy.org/en/latest/topics/spider-middleware.html + +BOT_NAME = "scrapy02" + +SPIDER_MODULES = ["scrapy02.spiders"] +NEWSPIDER_MODULE = "scrapy02.spiders" +LOG_LEVEL = "WARNING" + +# 配置mysql +MYSQL = { + "host": "localhost", + "port": 3306, + "user": "root", + "password": "123123", + "database": "spider" +} + +# Crawl responsibly by identifying yourself (and your website) on the user-agent +# USER_AGENT = "scrapy02 (+http://www.yourdomain.com)" + +# Obey robots.txt rules +ROBOTSTXT_OBEY = True + +# Configure maximum concurrent requests performed by Scrapy (default: 16) +# CONCURRENT_REQUESTS = 32 + +# Configure a delay for requests for the same website (default: 0) +# See https://docs.scrapy.org/en/latest/topics/settings.html#download-delay +# See also autothrottle settings and docs +# DOWNLOAD_DELAY = 3 +# The download delay setting will honor only one of: +# CONCURRENT_REQUESTS_PER_DOMAIN = 16 +# CONCURRENT_REQUESTS_PER_IP = 16 + +# Disable cookies (enabled by default) +# COOKIES_ENABLED = False + +# Disable Telnet Console (enabled by default) +# TELNETCONSOLE_ENABLED = False + +# Override the default request headers: +# DEFAULT_REQUEST_HEADERS = { +# "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8", +# "Accept-Language": "en", +# } + +# Enable or disable spider middlewares +# See https://docs.scrapy.org/en/latest/topics/spider-middleware.html +# SPIDER_MIDDLEWARES = { +# "scrapy02.middlewares.Scrapy02SpiderMiddleware": 543, +# } + +# Enable or disable downloader middlewares +# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html +# DOWNLOADER_MIDDLEWARES = { +# "scrapy02.middlewares.Scrapy02DownloaderMiddleware": 543, +# } + +# Enable or disable extensions +# See https://docs.scrapy.org/en/latest/topics/extensions.html +# EXTENSIONS = { +# "scrapy.extensions.telnet.TelnetConsole": None, +# } + +# Configure item pipelines +# See https://docs.scrapy.org/en/latest/topics/item-pipeline.html +ITEM_PIPELINES = { + # "scrapy02.pipelines.Scrapy02Pipeline": 300, + # "scrapy02.pipelines.Scrapy02MySQLPipeline": 301, + "scrapy02.pipelines.Scrapy02MongoDbPipeline": 302, +} + +# Enable and configure the AutoThrottle extension (disabled by default) +# See https://docs.scrapy.org/en/latest/topics/autothrottle.html +# AUTOTHROTTLE_ENABLED = True +# The initial download delay +# AUTOTHROTTLE_START_DELAY = 5 +# The maximum download delay to be set in case of high latencies +# AUTOTHROTTLE_MAX_DELAY = 60 +# The average number of requests Scrapy should be sending in parallel to +# each remote server +# AUTOTHROTTLE_TARGET_CONCURRENCY = 1.0 +# Enable showing throttling stats for every response received: +# AUTOTHROTTLE_DEBUG = False + +# Enable and configure HTTP caching (disabled by default) +# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html#httpcache-middleware-settings +# HTTPCACHE_ENABLED = True +# HTTPCACHE_EXPIRATION_SECS = 0 +# HTTPCACHE_DIR = "httpcache" +# HTTPCACHE_IGNORE_HTTP_CODES = [] +# HTTPCACHE_STORAGE = "scrapy.extensions.httpcache.FilesystemCacheStorage" + +# Set settings whose default value is deprecated to a future-proof value +REQUEST_FINGERPRINTER_IMPLEMENTATION = "2.7" +TWISTED_REACTOR = "twisted.internet.asyncioreactor.AsyncioSelectorReactor" +FEED_EXPORT_ENCODING = "utf-8" diff --git a/python爬虫/scrapy/scrapy02/scrapy02/spiders/__init__.py b/python爬虫/scrapy/scrapy02/scrapy02/spiders/__init__.py new file mode 100644 index 0000000..ebd689a --- /dev/null +++ b/python爬虫/scrapy/scrapy02/scrapy02/spiders/__init__.py @@ -0,0 +1,4 @@ +# This package will contain the spiders of your Scrapy project +# +# Please refer to the documentation for information on how to create and manage +# your spiders. diff --git a/python爬虫/scrapy/scrapy02/scrapy02/spiders/shuangseqiu.py b/python爬虫/scrapy/scrapy02/scrapy02/spiders/shuangseqiu.py new file mode 100644 index 0000000..4a37a60 --- /dev/null +++ b/python爬虫/scrapy/scrapy02/scrapy02/spiders/shuangseqiu.py @@ -0,0 +1,31 @@ +import scrapy +from scrapy02.items import Scrapy02Item + + +class ShuangseqiuSpider(scrapy.Spider): + name = "shuangseqiu" + allowed_domains = ["500.com"] + start_urls = ["https://datachart.500.com/ssq/"] + + def parse(self, response, **kwargs): + # print(response.text) + li_list = response.xpath('//*[@id="tdata"]/tr') + for li in li_list: + # scrapy支持css与xpath混用 + red_ball = li.css('.chartBall01::text').extract() + blue_ball = li.css('.chartBall02::text').extract_first() + qihao = li.xpath('./td[1]/text()').extract_first() + if not red_ball: continue + + cai = Scrapy02Item() + cai["qihao"] = qihao + cai["red_ball"] = red_ball + cai["blue_ball"] = blue_ball + yield cai + + # dict = { + # "qihao": qihao, + # "red_ball": red_ball, + # "blue_ball": blue_ball + # } + # yield dict diff --git a/python爬虫/scrapy/scrapy02/shuangseqiu.csv b/python爬虫/scrapy/scrapy02/shuangseqiu.csv new file mode 100644 index 0000000..8304b82 --- /dev/null +++ b/python爬虫/scrapy/scrapy02/shuangseqiu.csv @@ -0,0 +1,30 @@ +24069 ,6_13_20_21_24_32,6 +24070 ,4_13_18_20_22_28,5 +24071 ,2_8_19_28_30_31,14 +24072 ,1_14_20_21_23_27,6 +24073 ,3_9_12_18_28_30,1 +24074 ,7_8_10_22_24_32,7 +24075 ,3_5_8_18_22_28,1 +24076 ,3_22_24_27_29_32,15 +24077 ,1_4_6_14_17_22,8 +24078 ,5_9_14_21_22_26,12 +24079 ,2_3_6_7_16_26,4 +24080 ,6_11_12_27_29_30,13 +24081 ,1_6_12_17_23_25,4 +24082 ,1_2_13_16_17_29,16 +24083 ,3_9_14_29_32_33,15 +24084 ,1_8_10_13_19_29,13 +24085 ,1_5_15_21_23_27,15 +24086 ,17_19_20_23_25_31,2 +24087 ,3_9_18_19_20_26,11 +24088 ,3_8_10_17_30_32,10 +24089 ,3_6_9_15_18_31,1 +24090 ,7_11_17_24_31_32,12 +24091 ,13_15_16_19_20_24,10 +24092 ,3_8_11_12_18_29,5 +24093 ,1_5_7_11_12_15,12 +24094 ,6_13_17_22_25_27,9 +24095 ,4_6_9_14_16_21,3 +24096 ,2_4_14_18_23_27,13 +24097 ,4_10_12_13_18_30,3 +24098 ,3_8_10_20_30_31,2 diff --git a/python爬虫/scrapy/scrapy03/scrapy.cfg b/python爬虫/scrapy/scrapy03/scrapy.cfg new file mode 100644 index 0000000..0524b38 --- /dev/null +++ b/python爬虫/scrapy/scrapy03/scrapy.cfg @@ -0,0 +1,11 @@ +# Automatically created by: scrapy startproject +# +# For more information about the [deploy] section see: +# https://scrapyd.readthedocs.io/en/latest/deploy.html + +[settings] +default = scrapy03.settings + +[deploy] +#url = http://localhost:6800/ +project = scrapy03 diff --git a/python爬虫/scrapy/scrapy03/scrapy03/__init__.py b/python爬虫/scrapy/scrapy03/scrapy03/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/python爬虫/scrapy/scrapy03/scrapy03/items.py b/python爬虫/scrapy/scrapy03/scrapy03/items.py new file mode 100644 index 0000000..3f47baf --- /dev/null +++ b/python爬虫/scrapy/scrapy03/scrapy03/items.py @@ -0,0 +1,12 @@ +# Define here the models for your scraped items +# +# See documentation in: +# https://docs.scrapy.org/en/latest/topics/items.html + +import scrapy + + +class Scrapy03Item(scrapy.Item): + # define the fields for your item here like: + # name = scrapy.Field() + pass diff --git a/python爬虫/scrapy/scrapy03/scrapy03/middlewares.py b/python爬虫/scrapy/scrapy03/scrapy03/middlewares.py new file mode 100644 index 0000000..b8309fe --- /dev/null +++ b/python爬虫/scrapy/scrapy03/scrapy03/middlewares.py @@ -0,0 +1,103 @@ +# Define here the models for your spider middleware +# +# See documentation in: +# https://docs.scrapy.org/en/latest/topics/spider-middleware.html + +from scrapy import signals + +# useful for handling different item types with a single interface +from itemadapter import is_item, ItemAdapter + + +class Scrapy03SpiderMiddleware: + # Not all methods need to be defined. If a method is not defined, + # scrapy acts as if the spider middleware does not modify the + # passed objects. + + @classmethod + def from_crawler(cls, crawler): + # This method is used by Scrapy to create your spiders. + s = cls() + crawler.signals.connect(s.spider_opened, signal=signals.spider_opened) + return s + + def process_spider_input(self, response, spider): + # Called for each response that goes through the spider + # middleware and into the spider. + + # Should return None or raise an exception. + return None + + def process_spider_output(self, response, result, spider): + # Called with the results returned from the Spider, after + # it has processed the response. + + # Must return an iterable of Request, or item objects. + for i in result: + yield i + + def process_spider_exception(self, response, exception, spider): + # Called when a spider or process_spider_input() method + # (from other spider middleware) raises an exception. + + # Should return either None or an iterable of Request or item objects. + pass + + def process_start_requests(self, start_requests, spider): + # Called with the start requests of the spider, and works + # similarly to the process_spider_output() method, except + # that it doesn’t have a response associated. + + # Must return only requests (not items). + for r in start_requests: + yield r + + def spider_opened(self, spider): + spider.logger.info("Spider opened: %s" % spider.name) + + +class Scrapy03DownloaderMiddleware: + # Not all methods need to be defined. If a method is not defined, + # scrapy acts as if the downloader middleware does not modify the + # passed objects. + + @classmethod + def from_crawler(cls, crawler): + # This method is used by Scrapy to create your spiders. + s = cls() + crawler.signals.connect(s.spider_opened, signal=signals.spider_opened) + return s + + def process_request(self, request, spider): + # Called for each request that goes through the downloader + # middleware. + + # Must either: + # - return None: continue processing this request + # - or return a Response object + # - or return a Request object + # - or raise IgnoreRequest: process_exception() methods of + # installed downloader middleware will be called + return None + + def process_response(self, request, response, spider): + # Called with the response returned from the downloader. + + # Must either; + # - return a Response object + # - return a Request object + # - or raise IgnoreRequest + return response + + def process_exception(self, request, exception, spider): + # Called when a download handler or a process_request() + # (from other downloader middleware) raises an exception. + + # Must either: + # - return None: continue processing this exception + # - return a Response object: stops process_exception() chain + # - return a Request object: stops process_exception() chain + pass + + def spider_opened(self, spider): + spider.logger.info("Spider opened: %s" % spider.name) diff --git a/python爬虫/scrapy/scrapy03/scrapy03/pipelines.py b/python爬虫/scrapy/scrapy03/scrapy03/pipelines.py new file mode 100644 index 0000000..1f565db --- /dev/null +++ b/python爬虫/scrapy/scrapy03/scrapy03/pipelines.py @@ -0,0 +1,13 @@ +# Define your item pipelines here +# +# Don't forget to add your pipeline to the ITEM_PIPELINES setting +# See: https://docs.scrapy.org/en/latest/topics/item-pipeline.html + + +# useful for handling different item types with a single interface +from itemadapter import ItemAdapter + + +class Scrapy03Pipeline: + def process_item(self, item, spider): + return item diff --git a/python爬虫/scrapy/scrapy03/scrapy03/settings.py b/python爬虫/scrapy/scrapy03/scrapy03/settings.py new file mode 100644 index 0000000..7ff8301 --- /dev/null +++ b/python爬虫/scrapy/scrapy03/scrapy03/settings.py @@ -0,0 +1,93 @@ +# Scrapy settings for scrapy03 project +# +# For simplicity, this file contains only settings considered important or +# commonly used. You can find more settings consulting the documentation: +# +# https://docs.scrapy.org/en/latest/topics/settings.html +# https://docs.scrapy.org/en/latest/topics/downloader-middleware.html +# https://docs.scrapy.org/en/latest/topics/spider-middleware.html + +BOT_NAME = "scrapy03" + +SPIDER_MODULES = ["scrapy03.spiders"] +NEWSPIDER_MODULE = "scrapy03.spiders" +LOG_LEVEL = 'WARNING' + +# Crawl responsibly by identifying yourself (and your website) on the user-agent +#USER_AGENT = "scrapy03 (+http://www.yourdomain.com)" + +# Obey robots.txt rules +ROBOTSTXT_OBEY = True + +# Configure maximum concurrent requests performed by Scrapy (default: 16) +#CONCURRENT_REQUESTS = 32 + +# Configure a delay for requests for the same website (default: 0) +# See https://docs.scrapy.org/en/latest/topics/settings.html#download-delay +# See also autothrottle settings and docs +#DOWNLOAD_DELAY = 3 +# The download delay setting will honor only one of: +#CONCURRENT_REQUESTS_PER_DOMAIN = 16 +#CONCURRENT_REQUESTS_PER_IP = 16 + +# Disable cookies (enabled by default) +#COOKIES_ENABLED = False + +# Disable Telnet Console (enabled by default) +#TELNETCONSOLE_ENABLED = False + +# Override the default request headers: +#DEFAULT_REQUEST_HEADERS = { +# "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8", +# "Accept-Language": "en", +#} + +# Enable or disable spider middlewares +# See https://docs.scrapy.org/en/latest/topics/spider-middleware.html +#SPIDER_MIDDLEWARES = { +# "scrapy03.middlewares.Scrapy03SpiderMiddleware": 543, +#} + +# Enable or disable downloader middlewares +# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html +#DOWNLOADER_MIDDLEWARES = { +# "scrapy03.middlewares.Scrapy03DownloaderMiddleware": 543, +#} + +# Enable or disable extensions +# See https://docs.scrapy.org/en/latest/topics/extensions.html +#EXTENSIONS = { +# "scrapy.extensions.telnet.TelnetConsole": None, +#} + +# Configure item pipelines +# See https://docs.scrapy.org/en/latest/topics/item-pipeline.html +#ITEM_PIPELINES = { +# "scrapy03.pipelines.Scrapy03Pipeline": 300, +#} + +# Enable and configure the AutoThrottle extension (disabled by default) +# See https://docs.scrapy.org/en/latest/topics/autothrottle.html +#AUTOTHROTTLE_ENABLED = True +# The initial download delay +#AUTOTHROTTLE_START_DELAY = 5 +# The maximum download delay to be set in case of high latencies +#AUTOTHROTTLE_MAX_DELAY = 60 +# The average number of requests Scrapy should be sending in parallel to +# each remote server +#AUTOTHROTTLE_TARGET_CONCURRENCY = 1.0 +# Enable showing throttling stats for every response received: +#AUTOTHROTTLE_DEBUG = False + +# Enable and configure HTTP caching (disabled by default) +# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html#httpcache-middleware-settings +#HTTPCACHE_ENABLED = True +#HTTPCACHE_EXPIRATION_SECS = 0 +#HTTPCACHE_DIR = "httpcache" +#HTTPCACHE_IGNORE_HTTP_CODES = [] +#HTTPCACHE_STORAGE = "scrapy.extensions.httpcache.FilesystemCacheStorage" + +# Set settings whose default value is deprecated to a future-proof value +REQUEST_FINGERPRINTER_IMPLEMENTATION = "2.7" +TWISTED_REACTOR = "twisted.internet.asyncioreactor.AsyncioSelectorReactor" +FEED_EXPORT_ENCODING = "utf-8" diff --git a/python爬虫/scrapy/scrapy03/scrapy03/spiders/__init__.py b/python爬虫/scrapy/scrapy03/scrapy03/spiders/__init__.py new file mode 100644 index 0000000..ebd689a --- /dev/null +++ b/python爬虫/scrapy/scrapy03/scrapy03/spiders/__init__.py @@ -0,0 +1,4 @@ +# This package will contain the spiders of your Scrapy project +# +# Please refer to the documentation for information on how to create and manage +# your spiders. diff --git a/python爬虫/scrapy/scrapy03/scrapy03/spiders/ershouche.py b/python爬虫/scrapy/scrapy03/scrapy03/spiders/ershouche.py new file mode 100644 index 0000000..2ddb9a0 --- /dev/null +++ b/python爬虫/scrapy/scrapy03/scrapy03/spiders/ershouche.py @@ -0,0 +1,26 @@ +import scrapy +from scrapy.linkextractors.lxmlhtml import LxmlLinkExtractor + +class ErshoucheSpider(scrapy.Spider): + name = "ershouche" + allowed_domains = ["car.autohome.com.cn"] + start_urls = ["https://car.autohome.com.cn/2sc/beijing/list/"] + + def parse(self, response,**kwargs): + # li_list = response.xpath("//div[@class='piclist']/ul/li") + # for li in li_list: + # name = li.xpath("./div[2]/a/text()").extract_first() + # href = li.xpath("./div[2]/a/@href").extract_first() + # print(name, href) + # yield scrapy.Request( + # url=response.joinurl(href), + # callback=self.detail_parse + # ) + # 新逻辑 + le = LxmlLinkExtractor() + + + + + def detail_parse(self, response,**kwargs): + pass \ No newline at end of file diff --git a/python爬虫/scrapy/scrapy04/scrapy.cfg b/python爬虫/scrapy/scrapy04/scrapy.cfg new file mode 100644 index 0000000..a4f72d8 --- /dev/null +++ b/python爬虫/scrapy/scrapy04/scrapy.cfg @@ -0,0 +1,11 @@ +# Automatically created by: scrapy startproject +# +# For more information about the [deploy] section see: +# https://scrapyd.readthedocs.io/en/latest/deploy.html + +[settings] +default = scrapy04.settings + +[deploy] +#url = http://localhost:6800/ +project = scrapy04 diff --git a/python爬虫/scrapy/scrapy04/scrapy04/__init__.py b/python爬虫/scrapy/scrapy04/scrapy04/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/python爬虫/scrapy/scrapy04/scrapy04/items.py b/python爬虫/scrapy/scrapy04/scrapy04/items.py new file mode 100644 index 0000000..92542c0 --- /dev/null +++ b/python爬虫/scrapy/scrapy04/scrapy04/items.py @@ -0,0 +1,12 @@ +# Define here the models for your scraped items +# +# See documentation in: +# https://docs.scrapy.org/en/latest/topics/items.html + +import scrapy + + +class Scrapy04Item(scrapy.Item): + # define the fields for your item here like: + # name = scrapy.Field() + pass diff --git a/python爬虫/scrapy/scrapy04/scrapy04/middlewares.py b/python爬虫/scrapy/scrapy04/scrapy04/middlewares.py new file mode 100644 index 0000000..e9f7bab --- /dev/null +++ b/python爬虫/scrapy/scrapy04/scrapy04/middlewares.py @@ -0,0 +1,103 @@ +# Define here the models for your spider middleware +# +# See documentation in: +# https://docs.scrapy.org/en/latest/topics/spider-middleware.html + +from scrapy import signals + +# useful for handling different item types with a single interface +from itemadapter import is_item, ItemAdapter + + +class Scrapy04SpiderMiddleware: + # Not all methods need to be defined. If a method is not defined, + # scrapy acts as if the spider middleware does not modify the + # passed objects. + + @classmethod + def from_crawler(cls, crawler): + # This method is used by Scrapy to create your spiders. + s = cls() + crawler.signals.connect(s.spider_opened, signal=signals.spider_opened) + return s + + def process_spider_input(self, response, spider): + # Called for each response that goes through the spider + # middleware and into the spider. + + # Should return None or raise an exception. + return None + + def process_spider_output(self, response, result, spider): + # Called with the results returned from the Spider, after + # it has processed the response. + + # Must return an iterable of Request, or item objects. + for i in result: + yield i + + def process_spider_exception(self, response, exception, spider): + # Called when a spider or process_spider_input() method + # (from other spider middleware) raises an exception. + + # Should return either None or an iterable of Request or item objects. + pass + + def process_start_requests(self, start_requests, spider): + # Called with the start requests of the spider, and works + # similarly to the process_spider_output() method, except + # that it doesn’t have a response associated. + + # Must return only requests (not items). + for r in start_requests: + yield r + + def spider_opened(self, spider): + spider.logger.info("Spider opened: %s" % spider.name) + + +class Scrapy04DownloaderMiddleware: + # Not all methods need to be defined. If a method is not defined, + # scrapy acts as if the downloader middleware does not modify the + # passed objects. + + @classmethod + def from_crawler(cls, crawler): + # This method is used by Scrapy to create your spiders. + s = cls() + crawler.signals.connect(s.spider_opened, signal=signals.spider_opened) + return s + + def process_request(self, request, spider): + # Called for each request that goes through the downloader + # middleware. + + # Must either: + # - return None: continue processing this request + # - or return a Response object + # - or return a Request object + # - or raise IgnoreRequest: process_exception() methods of + # installed downloader middleware will be called + return None + + def process_response(self, request, response, spider): + # Called with the response returned from the downloader. + + # Must either; + # - return a Response object + # - return a Request object + # - or raise IgnoreRequest + return response + + def process_exception(self, request, exception, spider): + # Called when a download handler or a process_request() + # (from other downloader middleware) raises an exception. + + # Must either: + # - return None: continue processing this exception + # - return a Response object: stops process_exception() chain + # - return a Request object: stops process_exception() chain + pass + + def spider_opened(self, spider): + spider.logger.info("Spider opened: %s" % spider.name) diff --git a/python爬虫/scrapy/scrapy04/scrapy04/pipelines.py b/python爬虫/scrapy/scrapy04/scrapy04/pipelines.py new file mode 100644 index 0000000..58fe61b --- /dev/null +++ b/python爬虫/scrapy/scrapy04/scrapy04/pipelines.py @@ -0,0 +1,13 @@ +# Define your item pipelines here +# +# Don't forget to add your pipeline to the ITEM_PIPELINES setting +# See: https://docs.scrapy.org/en/latest/topics/item-pipeline.html + + +# useful for handling different item types with a single interface +from itemadapter import ItemAdapter + + +class Scrapy04Pipeline: + def process_item(self, item, spider): + return item diff --git a/python爬虫/scrapy/scrapy04/scrapy04/settings.py b/python爬虫/scrapy/scrapy04/scrapy04/settings.py new file mode 100644 index 0000000..1979209 --- /dev/null +++ b/python爬虫/scrapy/scrapy04/scrapy04/settings.py @@ -0,0 +1,93 @@ +# Scrapy settings for scrapy04 project +# +# For simplicity, this file contains only settings considered important or +# commonly used. You can find more settings consulting the documentation: +# +# https://docs.scrapy.org/en/latest/topics/settings.html +# https://docs.scrapy.org/en/latest/topics/downloader-middleware.html +# https://docs.scrapy.org/en/latest/topics/spider-middleware.html + +BOT_NAME = "scrapy04" + +SPIDER_MODULES = ["scrapy04.spiders"] +NEWSPIDER_MODULE = "scrapy04.spiders" +LOG_LEVEL = "WARNING" + +# Crawl responsibly by identifying yourself (and your website) on the user-agent +#USER_AGENT = "scrapy04 (+http://www.yourdomain.com)" + +# Obey robots.txt rules +ROBOTSTXT_OBEY = True + +# Configure maximum concurrent requests performed by Scrapy (default: 16) +#CONCURRENT_REQUESTS = 32 + +# Configure a delay for requests for the same website (default: 0) +# See https://docs.scrapy.org/en/latest/topics/settings.html#download-delay +# See also autothrottle settings and docs +#DOWNLOAD_DELAY = 3 +# The download delay setting will honor only one of: +#CONCURRENT_REQUESTS_PER_DOMAIN = 16 +#CONCURRENT_REQUESTS_PER_IP = 16 + +# Disable cookies (enabled by default) +#COOKIES_ENABLED = False + +# Disable Telnet Console (enabled by default) +#TELNETCONSOLE_ENABLED = False + +# Override the default request headers: +#DEFAULT_REQUEST_HEADERS = { +# "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8", +# "Accept-Language": "en", +#} + +# Enable or disable spider middlewares +# See https://docs.scrapy.org/en/latest/topics/spider-middleware.html +#SPIDER_MIDDLEWARES = { +# "scrapy04.middlewares.Scrapy04SpiderMiddleware": 543, +#} + +# Enable or disable downloader middlewares +# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html +#DOWNLOADER_MIDDLEWARES = { +# "scrapy04.middlewares.Scrapy04DownloaderMiddleware": 543, +#} + +# Enable or disable extensions +# See https://docs.scrapy.org/en/latest/topics/extensions.html +#EXTENSIONS = { +# "scrapy.extensions.telnet.TelnetConsole": None, +#} + +# Configure item pipelines +# See https://docs.scrapy.org/en/latest/topics/item-pipeline.html +#ITEM_PIPELINES = { +# "scrapy04.pipelines.Scrapy04Pipeline": 300, +#} + +# Enable and configure the AutoThrottle extension (disabled by default) +# See https://docs.scrapy.org/en/latest/topics/autothrottle.html +#AUTOTHROTTLE_ENABLED = True +# The initial download delay +#AUTOTHROTTLE_START_DELAY = 5 +# The maximum download delay to be set in case of high latencies +#AUTOTHROTTLE_MAX_DELAY = 60 +# The average number of requests Scrapy should be sending in parallel to +# each remote server +#AUTOTHROTTLE_TARGET_CONCURRENCY = 1.0 +# Enable showing throttling stats for every response received: +#AUTOTHROTTLE_DEBUG = False + +# Enable and configure HTTP caching (disabled by default) +# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html#httpcache-middleware-settings +#HTTPCACHE_ENABLED = True +#HTTPCACHE_EXPIRATION_SECS = 0 +#HTTPCACHE_DIR = "httpcache" +#HTTPCACHE_IGNORE_HTTP_CODES = [] +#HTTPCACHE_STORAGE = "scrapy.extensions.httpcache.FilesystemCacheStorage" + +# Set settings whose default value is deprecated to a future-proof value +REQUEST_FINGERPRINTER_IMPLEMENTATION = "2.7" +TWISTED_REACTOR = "twisted.internet.asyncioreactor.AsyncioSelectorReactor" +FEED_EXPORT_ENCODING = "utf-8" diff --git a/python爬虫/scrapy/scrapy04/scrapy04/spiders/__init__.py b/python爬虫/scrapy/scrapy04/scrapy04/spiders/__init__.py new file mode 100644 index 0000000..ebd689a --- /dev/null +++ b/python爬虫/scrapy/scrapy04/scrapy04/spiders/__init__.py @@ -0,0 +1,4 @@ +# This package will contain the spiders of your Scrapy project +# +# Please refer to the documentation for information on how to create and manage +# your spiders. diff --git a/python爬虫/scrapy/scrapy04/scrapy04/spiders/a17k.py b/python爬虫/scrapy/scrapy04/scrapy04/spiders/a17k.py new file mode 100644 index 0000000..e331617 --- /dev/null +++ b/python爬虫/scrapy/scrapy04/scrapy04/spiders/a17k.py @@ -0,0 +1,36 @@ +import scrapy + + +class A17kSpider(scrapy.Spider): + name = "17k" + allowed_domains = ["www.17k.com"] + start_urls = ["http://www.17k.com/"] + + def start_requests(self): + url = "https://passport.17k.com/ck/user/login" # 登录页面url，需要F12勾选保留日志 + name = "18742526670" + password = "abc88888888" + cookies = """ + set_cookies ="accessToken=avatarUrl%3Dhttps%253A%252F%252Fcdn.static.17k.com%252Fuser%252Favatar%252F18%252F98%252F61%252F99416198.jpg-88x88%253Fv%253D1667958854000%26id%3D99416198%26nickname%3Ddsjhb4353%26e%3D1740277543%26s%3Dc92fb8c95d438c9e; expires=Sun, 23-Feb-2025 02:25:43 GMT; Max-Age=15552000; path=/; domain=17k.com" + """ + dict={} + list = cookies.split("; ") + for li in list: + k, v = li.split("=") + dict[k.strip()]=v.strip() + + + yield scrapy.Request( + url=self.start_urls, + cookies=dict, + + # method="post", + # body="loginName=18742526670&password=abc88888888", # 字符串，可在f12中复制 + # callback=self.parse + ) + + def parse(self, response): + yield scrapy.Request(url=A17kSpider.start_urls[0], callback=self.parse_detail) + + def parse_detail(self, response): + print(response.text) diff --git a/python爬虫/scrapy/scrapy04/scrapy04/spiders/request.py b/python爬虫/scrapy/scrapy04/scrapy04/spiders/request.py new file mode 100644 index 0000000..f4141d2 --- /dev/null +++ b/python爬虫/scrapy/scrapy04/scrapy04/spiders/request.py @@ -0,0 +1,7 @@ +import requests + +re = requests.get("https://www.17k.com/", headers={ + "Cookie": """acw_tc=2760829c17247223199787197e955af4967a09151cf263b020ed11530b3a05; GUID=7fcdf02e-d9b6-4e9a-a853-3e40fdc041f1; acw_sc__v2=66cd2c9022caf54464293b12b74ff4e91646d41c; BAIDU_SSP_lcr=https://www.bing.com/; sajssdk_2015_cross_new_user=1; sensorsdata2015jssdkcross=%7B%22distinct_id%22%3A%227fcdf02e-d9b6-4e9a-a853-3e40fdc041f1%22%2C%22%24device_id%22%3A%221919176265423-012e8869177da4-4c657b58-2073600-19191762655376%22%2C%22props%22%3A%7B%22%24latest_traffic_source_type%22%3A%22%E8%87%AA%E7%84%B6%E6%90%9C%E7%B4%A2%E6%B5%81%E9%87%8F%22%2C%22%24latest_referrer%22%3A%22https%3A%2F%2Fwww.bing.com%2F%22%2C%22%24latest_referrer_host%22%3A%22www.bing.com%22%2C%22%24latest_search_keyword%22%3A%22%E6%9C%AA%E5%8F%96%E5%88%B0%E5%80%BC%22%7D%7D; Hm_lvt_9793f42b498361373512340937deb2a0=1724722325; Hm_lpvt_9793f42b498361373512340937deb2a0=1724722325; HMACCOUNT=5124896214E027AE; ssxmod_itna=eqjhD57KDIxmopDzgDUjftgDCwqiw5Au05n9KDsqDcYxA5D8D6DQeGTbus5dWdt76GPLW4vQDittFj8rXae3p8gvW=ZEx0aDbqGkonWi4GGUxBYDQxAYDGDDpkDj4ibDY+tODjnz/Zl61KDpxGrDlKDRx0749KDbxDaDGaksjDxdnF8DeKD0xD1K9OGDDPDaxy4DGy464nxm6DDEnI1ChAG3/O49=0D6xG1DQ5Ds242O9O25XDs92LXRIROK8YDvxDk=bvH3FxC/h5ORbhaGYrF5Yx5E0extBDxo0RDOpibqZr7rY2ZmBk4tGDrhNKDSYpN3ADD=; ssxmod_itna2=eqjhD57KDIxmopDzgDUjftgDCwqiw5Au05nKikAdDlh4QFd08D+6YD==""" + }) + +print(re.text) diff --git a/python爬虫/scrapy/scrapy常用命令.md b/python爬虫/scrapy/scrapy常用命令.md new file mode 100644 index 0000000..92f5d2f --- /dev/null +++ b/python爬虫/scrapy/scrapy常用命令.md @@ -0,0 +1,10 @@ + + + +### 创建项目 + scrapy startproject project_name +### 创建spider + scrapy genspider spider_name domain + # 爬虫名，作用域（爬取范围） +### 运行爬虫 + scrapy crawl spider_name \ No newline at end of file diff --git a/python爬虫/selenium各种操作.py b/python爬虫/selenium各种操作.py new file mode 100644 index 0000000..25ca724 --- /dev/null +++ b/python爬虫/selenium各种操作.py @@ -0,0 +1,41 @@ +from selenium.webdriver import Chrome, Keys # 键盘操作 +from selenium.webdriver.chrome.options import Options +import time +from selenium.webdriver.common.by import By + + +# chrom_dirverpath = 'C:\Users\zy187\IdeaProjects\python\venv\Scripts\chromedriver.exe' +web = Chrome() + +option = Options() +option.add_argument('--disable_blink_features=AutomationControlled') + +web.get('http://lagou.com') + +# 找到某个元素，点击它 +test_poet1 = web.find_element(By.XPATH, r'//*[@id="changeCityBox"]/p[1]/a') +# el = web.find_element_by_xPath('') +test_poet1.click() +# 防止不能加载不出来 +time.sleep(1) + +# 找到输入框，输入内容 +输入回车，点击搜索 +web.find_element(By.XPATH, r'//*[@id="search_input"]').send_keys('python', Keys.ENTER) + +time.sleep(5) +# 查找数据内容，获取数据 +al_list = web.find_elements(By.XPATH,'//*[@id="jobList"]/div[1]/div[1]/div[1]/div[1]') +print(al_list[1].text) +time.sleep(1000) +# # 注意，多个数据要用elements +for al in al_list: + # 跳转 + al.find_element(By.TAG_NAME,('a')).click() + # 窗口转换 + + web.switch_to.window(web.window_handles[-1]) + + time.sleep(1) + +web.close() +time.sleep(10000) diff --git a/python爬虫/selenium模块.py b/python爬虫/selenium模块.py new file mode 100644 index 0000000..8f220d0 --- /dev/null +++ b/python爬虫/selenium模块.py @@ -0,0 +1,22 @@ +# 导包 +from selenium import webdriver +from time import sleep + +# 创建浏览器驱动对象, 以下为创建不同浏览器驱动对象 +driver = webdriver.Chrome() # Chrome浏览器 + +# driver = webdriver.Firefox() # Firefox浏览器 + +# driver = webdriver.Edge() # Edge浏览器 + +# driver = webdriver.Ie() # Internet Explorer浏览器 + +# driver = webdriver.Opera() # Opera浏览器 + +# driver = webdriver.PhantomJS() # PhantomJS +# 打开指定网址 +driver.get('https://www.bilibili.com') +# 休眠3秒 +sleep(3) +# 关闭浏览器驱动对象 +driver.quit() diff --git a/python爬虫/selenium窗口之间的切换.py b/python爬虫/selenium窗口之间的切换.py new file mode 100644 index 0000000..3fc23ff --- /dev/null +++ b/python爬虫/selenium窗口之间的切换.py @@ -0,0 +1,41 @@ +from selenium.webdriver import Chrome, Keys +from selenium.webdriver.common.by import By +import time + +chrom_dirverpath = 'C:\Users\zy187\IdeaProjects\python\venv\Scripts\chromedriver.exe' +web = Chrome(chromedriver_path=chrom_dirverpath) + +# web.get('http://lagou.com') +# web.find_element(By.XPATH, '//*[@id="cboxClose"]').click() +# time.sleep(1) +# web.find_element(By.XPATH, '//*[@id="search_input"]').send_keys('python', Keys.ENTER) +# time.sleep(1) +# # 打开新的标签页 +# web.find_element(By.XPATH, '').click() +# time.sleep(1) +# # selenium 新窗口默认不切换 +# web.switch_to.window(web.window_handles[-1]) # 选最后一个 +# +# # 在新窗口中提取内容 +# # ... +# # 关掉窗口 +# web.close() +# # 视角返回原窗口 +# web.switch_to.window(web.window_handles[0]) + + +# 2 91看剧程序中有iframe +# web.get('https://www.91kanju.com/vod-play/54812-1-2.html') +# # 处理iframe 必须先找到iframe。然后视角跳转iframe +# iframe = web.find_element(By.XPATH, '') # iframe地址 +# web.switch_to.frame(iframe) +# # 取内容 +# tx = web.find_element(By.XPATH, '').text +# # 返回视角 +# web.switch_to.default_content() # 切换默认视角，也就是原视角 + +# 执行js程序 +web.execute_script('window.scrollTo(0,document.body.scrollHeight)') # 滚轮向下滚动一屏高度代码 + +time.sleep(10000) +web.close() diff --git a/python爬虫/代理.py b/python爬虫/代理.py new file mode 100644 index 0000000..a1dfd12 --- /dev/null +++ b/python爬虫/代理.py @@ -0,0 +1,11 @@ +import requests + +# 47.92.113.71:80 #ip:端口 +proxies = { + # "http":"", + "https": "https://47.92.113.71:80" + # 格式http类型：”http类型+代理“ +} +r = requests.get("https://www.baidu.com", proxies=proxies) +r.encoding = r.apparent_encoding +print(r.text) diff --git a/python爬虫/协程.py b/python爬虫/协程.py new file mode 100644 index 0000000..a2d90e0 --- /dev/null +++ b/python爬虫/协程.py @@ -0,0 +1,66 @@ +import asyncio +import time + + +async def func1(): + print("hellword") + await asyncio.sleep(3) # await是挂起，异步操作代码 + print("hellword1") + + +async def func2(): + print("hellword2") + await asyncio.sleep(2) # await是挂起，异步操作代码 + print("hellword3") + + +async def func3(): + print("hellword4") + await asyncio.sleep(4) # await是挂起，异步操作代码 + print("hellword5") + + +async def main(): + tasks = [asyncio.create_task(func1()), + asyncio.create_task(func2()), + asyncio.create_task(func3())] + await asyncio.wait(tasks) + + +if __name__ == '__main__': + t1 = time.time() + asyncio.run(main()) + t2 = time.time() + print(t2 - t1) + +# async def func1(): +# print("hellword") +# # time.sleep(3) # 出现同步操作时候，异步会中断 +# await asyncio.sleep(3)# await是挂起，异步操作代码 +# print("hellword1") +# +# +# async def func2(): +# print("hellword2") +# # time.sleep(2) +# await asyncio.sleep(2)# await是挂起，异步操作代码 +# print("hellword3") +# +# +# async def func3(): +# print("hellword4") +# # time.sleep(4) +# await asyncio.sleep(4)# await是挂起，异步操作代码 +# print("hellword5") + + +# if __name__ == '__main__': +# f1 = func1() +# f2 = func2() +# f3 = func3() +# t1 = time.time()3 +# tasks = [f1, f2, f3] +# # 一次启动多个任务 +# asyncio.run(asyncio.wait(tasks)) +# t2 = time.time() +# print(t2-t1) diff --git a/python爬虫/基于bs4库信息提取.py b/python爬虫/基于bs4库信息提取.py new file mode 100644 index 0000000..4b3b4ad --- /dev/null +++ b/python爬虫/基于bs4库信息提取.py @@ -0,0 +1,51 @@ +import requests +from bs4 import BeautifulSoup + +url = "https://python123.io/ws/demo.html" +header = { + "User-agent": 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/106.0.0.0 Safari/537.36 Edg/106.0.1370.52'} +try: + r = requests.get(url, headers=header) + r.raise_for_status() # 检验是否出错 + r.encoding = r.apparent_encoding # 编码一致 +except: + print("出现异常") + +demo = r.text +soup = BeautifulSoup(demo, 'html.parser') + +# 寻找a标签中的href内容 +for link in soup.find_all("a"): + print(link.get('href')) + +print(soup.find_all('a')) # 查找a标签的内容 +print(soup.find_all(['a', 'b'])) # 查找a、b 标签的内容,列表形式查询，列表形式发出 +for tag in soup.find_all(True): + print(tag.name)# 查询内容为True ,显示标签所有内容 + +print(soup.find_all('p','course'))# 寻找p标签中属性有course值的标签 +print(soup.find_all(id='link1'))# 寻找属性id=link1的标签，需要完整给出搜索内容 + +print(soup.find_all('a',recursive=False))#结果为空，关掉recursive只检索儿子节点的内容 + + + + + + + + + + + + + + + + + + + + + +r.close() diff --git a/python爬虫/基于bs4库对html格式化与编码.py b/python爬虫/基于bs4库对html格式化与编码.py new file mode 100644 index 0000000..9f12373 --- /dev/null +++ b/python爬虫/基于bs4库对html格式化与编码.py @@ -0,0 +1,18 @@ +import requests +from bs4 import BeautifulSoup + +url = "https://python123.io/ws/demo.html" +header = { + "User-agent": 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/106.0.0.0 Safari/537.36 Edg/106.0.1370.52'} +try: + r = requests.get(url, headers=header) + r.raise_for_status() # 检验是否出错 + r.encoding = r.apparent_encoding # 编码一致 +except: + print("出现异常") + +demo = r.text +soup = BeautifulSoup(demo, 'html.parser') +print(soup.prettify()) + +r.close() diff --git a/python爬虫/基于bs4库对html遍历.py b/python爬虫/基于bs4库对html遍历.py new file mode 100644 index 0000000..4efadca --- /dev/null +++ b/python爬虫/基于bs4库对html遍历.py @@ -0,0 +1,51 @@ +import requests +from bs4 import BeautifulSoup + +url = "https://python123.io/ws/demo.html" +try: + r = requests.get(url) + r.raise_for_status() + r.encoding = r.apparent_encoding +except: + print("出现异常") + +demo = r.text +soup = BeautifulSoup(demo, "html.parser") + +# 下行遍历 +print(soup.head) # This is a python demo page +print(soup.head.contents) # [This is a python demo page] + +print(soup.body) +print(soup.body.contents) +print(len(soup.body.contents)) # body标签儿子节点有5个 +print(soup.body.contents[1]) # 检索body第一个儿子节点 + +# 遍历儿子节点 +for child in soup.body.children: + print(child) + +# 遍历子孙节点 +for childs in soup.body.descendants: + print(childs) + +# 上行遍历 +print(soup.a.parent) # 返回a节点的父节点 +for parent in soup.a.parents: + if parent is None: + print(parent) + else: + print(parent.name) + +# 平行遍历 +print(soup.a.next_sibling) # 结果为and ，平行遍历能遍历到NavigableString类型 +print(soup.a.previous_sibling) +for sibling in soup.a.next_siblings: + print(sibling) +# 结果为 +# and +# Advanced Python +# . +for siblings in soup.a.previous_siblings: + print(siblings) +# 结果为 Python is a wonderful general-purpose programming language. You can learn Python from novice to professional by tracking the following courses: diff --git a/python爬虫/多线程、多进程.py b/python爬虫/多线程、多进程.py new file mode 100644 index 0000000..19520d7 --- /dev/null +++ b/python爬虫/多线程、多进程.py @@ -0,0 +1,38 @@ +# 引包 +from threading import Thread #线程类 +from multiprocessing import Process #进程类 + + +# def func(): +# for i in range(1000): +# print("func", i) +# +# +# if __name__ == '__main__': +# t = Thread(target=func) +# t.start() +# for i in range(1000): +# print('main', i) + +# class MyThread(Thread): +# def run(self): +# for i in range(1000): +# print('子函数', i) +# +# +# if __name__ == '__main__': +# t = MyThread() +# t.start() +# for i in range(1000): +# print('主_函数', i) + +def func(name): + for i in range(1000): + print(name, i) + + +if __name__ == '__main__': + t = Process(target=func,args=("周杰伦",)) + t.start() + for i in range(1000): + print('main', i) \ No newline at end of file diff --git a/python爬虫/异步http请求.py b/python爬虫/异步http请求.py new file mode 100644 index 0000000..73797d3 --- /dev/null +++ b/python爬虫/异步http请求.py @@ -0,0 +1,33 @@ +import asyncio +import aiohttp + +# 案例优美图库 + +urls = [ + 'http://kr.shanghai-jiuxin.com/file/bizhi/20220927/vif3daynop3.jpg', + 'http://kr.shanghai-jiuxin.com/file/bizhi/20220927/0yrighfazhu.jpg', + 'http://kr.shanghai-jiuxin.com/file/bizhi/20220927/rggtiwgnyzj.jpg' +] + + +async def aiodownload(url): + # 发送请求、得到图片内容、保存图片 + # s = aiohttp.ClientSession()# 等价于request模块 + name = url.rsplit('/', 1)[1] + async with aiohttp.ClientSession() as session: + async with session.get(url) as r: + # 请求完,写入文件 + with open(name, mode='wb') as f: + t = await r.content.read() + f.write(t) # 读取是异步的，需要await + + +async def main(): + tasks = [] + for url in urls: + tasks.append(aiodownload(url)) + + await asyncio.wait(tasks) + +if __name__ == '__main__': + asyncio.run(main()) diff --git a/python爬虫/爬虫协程.py b/python爬虫/爬虫协程.py new file mode 100644 index 0000000..ed3b8f4 --- /dev/null +++ b/python爬虫/爬虫协程.py @@ -0,0 +1,25 @@ +import asyncio +import requests + + +async def download(url): + print('start') + await asyncio.sleep(2) # 网络请求，不能用requests.get() + print('end') + + +async def main(): + urls = [ + 'http://www.baidu.com', + 'http://www.bilibli.com', + 'http://www.163.com' + ] + tasks = [] + for url in urls: + d = download(url) + tasks.append(tasks) + + await asyncio.wait(d) + +if __name__ == '__main__': + asyncio.run(main()) \ No newline at end of file diff --git a/python爬虫/爬虫权威指南.ipynb b/python爬虫/爬虫权威指南.ipynb new file mode 100644 index 0000000..79acdc4 --- /dev/null +++ b/python爬虫/爬虫权威指南.ipynb @@ -0,0 +1,272 @@ +{ + "cells": [ + { + "metadata": {}, + "cell_type": "markdown", + "source": "### 子标签与父标签练习", + "id": "f8ac5dcb35b0ea7b" + }, + { + "cell_type": "code", + "id": "initial_id", + "metadata": { + "collapsed": true, + "ExecuteTime": { + "end_time": "2025-04-19T01:29:54.860227Z", + "start_time": "2025-04-19T01:29:53.792880Z" + } + }, + "source": [ + "import requests\n", + "from bs4 import BeautifulSoup\n", + "\n", + "url = 'https://www.pythonscraping.com/pages/page3.html'\n", + "res = requests.get(url)\n", + "\n", + "soup = BeautifulSoup(res.text, 'html.parser')\n", + "\n", + "# for child in soup.find('table', {'id': 'giftList'}).tr: # 这种写法获取第一个tr\n", + "# print(child)\n", + "# for child in soup.find('table', {'id': 'giftList'}).tr.next_siblings: # 这种写法获取除第一个tr外的所有tr\n", + "# print(child)\n", + "for child in soup.find_all(lambda tag: len(tag.attrs) == 2)[:2]: # lambda 表达式，获取tag有两个的标签\n", + " print(child)\n" + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "Vegetable Basket\n", + "\n", + "This vegetable basket is the perfect gift for your health conscious (or overweight) friends!\n", + "Now with super-colorful bell peppers!\n", + "\n", + "$15.00\n", + "\n", + "\n", + "\n" + ] + } + ], + "execution_count": 11 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "### 内链外链爬取", + "id": "823840fbf3bb10e6" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-19T02:36:49.111144Z", + "start_time": "2025-04-19T02:36:47.998458Z" + } + }, + "cell_type": "code", + "source": [ + "import requests\n", + "from bs4 import BeautifulSoup\n", + "import random\n", + "import re\n", + "from urllib.parse import urljoin, urlparse\n", + "\n", + "url = \"https://www.oreilly.com/\"\n", + "\n", + "pages = set()\n", + "random.seed = 42\n", + "\n", + "\n", + "# 获取内链列表\n", + "def get_internal_links(url):\n", + " try:\n", + " # 发送 HTTP 请求获取网页内容\n", + " response = requests.get(url)\n", + " response.raise_for_status() # 检查请求是否成功\n", + " html_content = response.text\n", + "\n", + " # 使用 BeautifulSoup 解析 HTML\n", + " soup = BeautifulSoup(html_content, 'html.parser')\n", + "\n", + " # 获取网页的域名\n", + " base_url = '{uri.scheme}://{uri.netloc}'.format(uri=urlparse(url))\n", + " internal_links = set()\n", + "\n", + " # 查找所有 标签\n", + " for a_tag in soup.find_all('a', href=True):\n", + " href = a_tag['href']\n", + " # 将相对 URL 转换为绝对 URL\n", + " full_url = urljoin(base_url, href)\n", + "\n", + " # 判断链接是否是内链\n", + " if urlparse(full_url).netloc == urlparse(base_url).netloc:\n", + " internal_links.add(full_url)\n", + "\n", + " return list(internal_links)\n", + "\n", + " except requests.exceptions.RequestException as e:\n", + " print(f\"请求错误: {e}\")\n", + " return []\n", + "\n", + "\n", + "def get_external_links(url):\n", + " try:\n", + " # 发送 HTTP 请求获取网页内容\n", + " response = requests.get(url)\n", + " response.raise_for_status() # 检查请求是否成功\n", + " html_content = response.text\n", + "\n", + " # 使用 BeautifulSoup 解析 HTML\n", + " soup = BeautifulSoup(html_content, 'html.parser')\n", + "\n", + " # 获取网页的域名\n", + " base_url = '{uri.scheme}://{uri.netloc}'.format(uri=urlparse(url))\n", + " external_links = set()\n", + "\n", + " # 查找所有 标签\n", + " for a_tag in soup.find_all('a', href=True):\n", + " href = a_tag['href']\n", + " # 将相对 URL 转换为绝对 URL\n", + " full_url = urljoin(base_url, href)\n", + "\n", + " # 判断链接是否是外链\n", + " if urlparse(full_url).netloc != urlparse(base_url).netloc:\n", + " external_links.add(full_url)\n", + "\n", + " return list(external_links)\n", + "\n", + " except requests.exceptions.RequestException as e:\n", + " print(f\"请求错误: {e}\")\n", + " return []\n", + "\n", + "\n", + "# internal_return_list = get_internal_links(url)\n", + "# print(internal_return_list)\n", + "external_return_list = get_external_links(url)\n", + "print(external_return_list)\n" + ], + "id": "8fb78f7b36cf38af", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['https://learning.oreilly.com/search/?query=author%3A%22Kelsey%20Hightower%22&extended_publisher_data=true&highlight=true&include_assessments=false&include_case_studies=true&include_courses=true&include_playlists=true&include_collections=true&include_notebooks=true&include_sandboxes=true&include_scenarios=true&is_academic_institution_account=false&source=user&sort=date_added&facet_json=true&json_facets=true&page=0&include_facets=false', 'https://www.amazon.com/OReilly-Media-Inc/dp/B087YYHL5C/ref=sr_1_2?dchild=1&keywords=oreilly&qid=1604964116&s=mobile-apps&sr=1-2', 'https://play.google.com/store/apps/details?id=com.safariflow.queue', 'https://learning.oreilly.com/search/?query=author%3A%22Bruno%20Gon%C3%A7alves%22&extended_publisher_data=true&highlight=true&include_assessments=false&include_case_studies=true&include_courses=true&include_playlists=true&include_collections=true&include_notebooks=true&include_sandboxes=true&include_scenarios=true&is_academic_institution_account=false&source=user&sort=date_added&facet_json=true&json_facets=true&page=0&include_facets=false', 'https://www.linkedin.com/company/oreilly-media', 'https://www.oreilly.co.jp/index.shtml', 'https://channelstore.roku.com/details/c9d25fa651f0ad84e484b0dfd4b20172:856a240ad268961983e91ae52c1e1e5c/oreilly', 'https://learning.oreilly.com/search/?query=author%3A%22Ken%20Kousen%22&extended_publisher_data=true&highlight=true&include_assessments=false&include_case_studies=true&include_courses=true&include_playlists=true&include_collections=true&include_notebooks=true&include_sandboxes=true&include_scenarios=true&is_academic_institution_account=false&source=user&sort=date_added&facet_json=true&json_facets=true&page=0&include_facets=false', 'https://learning.oreilly.com/search/?query=author%3A%22Neal%20Ford%22&extended_publisher_data=true&highlight=true&include_assessments=false&include_case_studies=true&include_courses=true&include_playlists=true&include_collections=true&include_notebooks=true&include_sandboxes=true&include_scenarios=true&is_academic_institution_account=false&source=user&sort=date_added&facet_json=true&json_facets=true&page=0&include_facets=false', 'https://learning.oreilly.com/search/?query=author%3A%22Arianne%20Dee%22&extended_publisher_data=true&highlight=true&include_assessments=false&include_case_studies=true&include_courses=true&include_playlists=true&include_collections=true&include_notebooks=true&include_sandboxes=true&include_scenarios=true&is_academic_institution_account=false&source=suggestion&sort=date_added&facet_json=true&json_facets=true&page=0&include_facets=false', 'https://learning.oreilly.com/search/?query=author%3A%22Sari%20Greene%22&extended_publisher_data=true&highlight=true&include_assessments=false&include_case_studies=true&include_courses=true&include_playlists=true&include_collections=true&include_notebooks=true&include_sandboxes=true&include_scenarios=true&is_academic_institution_account=false&source=user&sort=date_added&facet_json=true&json_facets=true&page=0&include_facets=false', 'https://learning.oreilly.com/start-trial/', 'https://itunes.apple.com/us/app/safari-to-go/id881697395', 'https://www.youtube.com/user/OreillyMedia']\n" + ] + } + ], + "execution_count": 13 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": "### 结构化爬虫模板", + "id": "9a7b773c865a8a43" + }, + { + "metadata": { + "jupyter": { + "is_executing": true + } + }, + "cell_type": "code", + "source": [ + "import requests\n", + "import re\n", + "from bs4 import BeautifulSoup\n", + "\n", + "\n", + "class Website:\n", + " def __init__(self, name, url, targetPattern, absoluteUrl, titleTag, bodyTag):\n", + " self.url = url\n", + " self.name = name\n", + " self.targetPattern = targetPattern\n", + " self.absoluteUrl = absoluteUrl\n", + " self.titleTag = titleTag\n", + " self.bodyTag = bodyTag\n", + "\n", + "class Content:\n", + " def __init__(self, url, title, body):\n", + " self.url = url\n", + " self.title = title\n", + " self.body = body\n", + "\n", + " def print(self):\n", + " print(\"URL: {}\".format(self.url))\n", + " print(\"Title: {}\".format(self.title))\n", + " print(\"Body: {}\".format(self.body))\n", + " print(\"-----\")\n", + " \n", + "class Crawler:\n", + " def __init__(self, site):\n", + " self.site = site\n", + " self.visited = []\n", + " \n", + " def getPages(self, url):\n", + " try:\n", + " req = requests.get(url)\n", + " except requests.exceptions.RequestException as e:\n", + " return None\n", + " \n", + " def safeGet(self,pageObj,selector):\n", + " selectedElems = pageObj.select(selector)\n", + " if selectedElems is not None and len(selectedElems) > 0:\n", + " return '\\n'.join([elem.get_text() for elem in selectedElems])\n", + " else:\n", + " return ''\n", + " \n", + " def parse(self, url):\n", + " soup = self.getPages(url)\n", + " if soup is not None:\n", + " title = self.safeGet(soup, self.site.titleTag)\n", + " body = self.safeGet(soup, self.site.bodyTag)\n", + " if title != '' and body != '':\n", + " content = Content(url, title, body)\n", + " content.print()\n", + " \n", + "\n", + " def crawl(self):\n", + " soup = self.getPages(self.site.url)\n", + " targetPages = soup.findAll('a', href=re.compile(self.site.targetPattern))\n", + " for targetPage in targetPages:\n", + " targetPage = targetPage.attrs['href']\n", + " if targetPage not in self.visited:\n", + " self.visited.append(targetPage)\n", + " if not self.site.absoluteUrl:\n", + " targetPage = '{}{}'.format(self.site.url, targetPage)\n", + " self.parse(targetPage)\n", + " \n", + "reuters = Website('Reuters','https://www.reuters.com', '^(/article/)', False, 'h1', 'div.StandarArticleBody_body_1gnLA')\n", + "crawler = Crawler(reuters)\n", + "crawler.crawl()" + ], + "id": "845de096617b4e36", + "outputs": [], + "execution_count": null + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/python爬虫/线程池.py b/python爬虫/线程池.py new file mode 100644 index 0000000..3a93c97 --- /dev/null +++ b/python爬虫/线程池.py @@ -0,0 +1,14 @@ +# 线程池：一次性开辟一些线程，我们用户直接给线程池子提交任务，线程任务的调度交给线程池来完成 +from concurrent.futures import ThreadPoolExecutor,ProcessPoolExecutor + +def fn(name): + for i in range(1000): + print(name,i) + +if __name__ == '__main__': + # 创建线程池 + with ThreadPoolExecutor(50) as t: + for i in range(100): + t.submit(fn,name=f'线程{i}') + # 线程执行完，才执行下一条 + print('123') \ No newline at end of file diff --git a/python爬虫/防盗链处理.py b/python爬虫/防盗链处理.py new file mode 100644 index 0000000..11d60f3 --- /dev/null +++ b/python爬虫/防盗链处理.py @@ -0,0 +1,23 @@ +# 梨视频 +''' +1.拿到contID +2.拿到videoStatus返回的json. -> srvURL +3.srcURL里面的内容修整 +4.下载视频 +''' +import requests + +url = 'https://www.pearvideo.com/video_1718165' +contID = url.split("_")[1] # 通过_切割，http...是【0】，109...是【1】 + +videoStatusURL = f"https://www.pearvideo.com/videoStatus.jsp?contId={contID}&mrd=0.26596909307424266" + +header = { + 'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/107.0.0.0 Safari/537.36 Edg/107.0.1418.35', + # 防盗链： 溯源，当前请求的上一级是谁 + 'Referer': url +} +resp = requests.get(videoStatusURL, headers=header) +print(resp.text) + +resp.close() diff --git a/render.html b/render.html new file mode 100644 index 0000000..48794e6 --- /dev/null +++ b/render.html @@ -0,0 +1,175 @@ + + + + + Awesome-pyecharts + + + + + +
    + + + diff --git a/刷题/二分法查数据.py b/刷题/二分法查数据.py new file mode 100644 index 0000000..955e338 --- /dev/null +++ b/刷题/二分法查数据.py @@ -0,0 +1,17 @@ +array = [1, 2, 3, 4, 5, 6, 7, 8, 100] + +def binary_search(low, high, target_num): + mid = (low + high) // 2 + if low > high: + return None # 如果找不到数字，返回None + if target_num > array[mid]: + return binary_search(mid + 1, high, target_num) # 向右查找 + elif target_num < array[mid]: + return binary_search(low, mid - 1, target_num) # 向左查找 + else: + print(target_num, mid) + return mid # 找到数字，返回其索引 + +# 使用修改后的函数查找数字 +result = binary_search(0, len(array)-1, 3) +print(result if result is not None else "Number not found") diff --git a/流程图案例.puml b/流程图案例.puml new file mode 100644 index 0000000..5d5622f --- /dev/null +++ b/流程图案例.puml @@ -0,0 +1,21 @@ +@startuml +start + +:用户访问登录页面; +if (用户已注册?) then (是) + :输入用户名和密码; + if (验证成功?) then (是) + :跳转到用户主页; + stop + else (否) + :显示错误信息; + :返回登录页面; + endif +else (否) + :跳转到注册页面; + :完成注册; + :返回登录页面; +endif + +stop +@enduml \ No newline at end of file diff --git a/滚去学习.py b/滚去学习.py new file mode 100644 index 0000000..2bfeca4 --- /dev/null +++ b/滚去学习.py @@ -0,0 +1,18 @@ +import time + +sentence = "滚去学习" +for char in sentence.split(): + allChar = [] + for y in range(12, -12, -1): + lst = [] + lst_con = '' + for x in range(-30, 30): + formula = ((x * 0.05) ** 2 + (y * 0.1) ** 2 - 1) ** 3 - (x * 0.05) ** 2 * (y * 0.1) ** 3 + if formula <= 0: + lst_con += char[(x) % len(char)] + else: + lst_con += ' ' + lst.append(lst_con) + allChar += lst + print('\n'.join(allChar)) + time.sleep(1) diff --git a/练习与案例/10_全国疫情地图.py b/练习与案例/10_全国疫情地图.py new file mode 100644 index 0000000..1b9a2b5 --- /dev/null +++ b/练习与案例/10_全国疫情地图.py @@ -0,0 +1,42 @@ +import json + +# 打开文件 +from pyecharts.charts import Map + +from pyecharts.options import * + +f = open("D:/program/疫情.txt", 'r', encoding="UTF-8") +data = f.read() +f.close() +# json转python +data_dict = json.loads(data) +# 从字典中取得省份名称 +province_data_list = data_dict["areaTree"][0]['children'] +# 组装省份名与确诊人数为元组，并将各个省份的数据填入列表内 +data_list = [] # 用于存放绘图需要的内容 +for province_data in province_data_list: + province_name = province_data["name"] + province_confirm = province_data["total"]["confirm"] + data_list.append((province_name, province_confirm)) +# print(data_list) +# 生成地图 +map = Map() +# 向地图中添加数据 +map.add("省份确诊人数", data_list, 'china') +# 设置全局变量 +map.set_global_opts( + title_opts=TitleOpts(title="全国疫情地图"), + visualmap_opts=VisualMapOpts( + is_show=True, # 是否显示 + is_piecewise=True, # 是否分段 + pieces=[ + {"min": 1, "max": 99, "lable": "1-99", "color": "#CCFFFF"}, + {"min": 100, "max": 999, "lable": "100-999", "color": "#FF6A6A"}, + {"min": 1000, "max": 4999, "lable": "1000-4999", "color": "#EE6363"}, + {"min": 5000, "max": 49999, "lable": "5000-49999", "color": "#CD5555"}, + {"min": 50000, "lable": "50000+", "color": "#8B3A3A"} + ] + ) +) +# 生成图表 +map.render("全国疫情地图.html") \ No newline at end of file diff --git a/练习与案例/10_折线图.py b/练习与案例/10_折线图.py new file mode 100644 index 0000000..95e1248 --- /dev/null +++ b/练习与案例/10_折线图.py @@ -0,0 +1,76 @@ +# 数据处理 +import json + +from pyecharts.charts import Line +from pyecharts.options import TitleOpts, LabelOpts + +f_us = open("D:/program/美国.txt", 'r', encoding="UTF-8") +f_jp = open("D:/program/日本.txt", 'r', encoding="UTF-8") +f_yd = open("D:/program/印度.txt", 'r', encoding="UTF-8") +us_data = f_us.read() +jp_data = f_jp.read() +yd_data = f_yd.read() +# 去掉不符合JSON的开头 +us_data = us_data.replace("jsonp_1629344292311_69436(", "") +jp_data = jp_data.replace("jsonp_1629350871167_29498(", "") +yd_data = yd_data.replace("jsonp_1629350745930_63180(", "") +# 去掉不符合JSON的结尾 +us_data = us_data[:-2] # 切片 +jp_data = jp_data[:-2] +yd_data = yd_data[:-2] +# JSON转Python字典 +us_dict = json.loads(us_data) +jp_dict = json.loads(jp_data) +yd_dict = json.loads(yd_data) +# print(type(us_dict)) +# print(us_dict) +# print(jp_dict) +# print(yd_dict) +# 获取trend key +us_trend_data = us_dict['data'][0]['trend'] +jp_trend_data = jp_dict['data'][0]['trend'] +yd_trend_data = yd_dict['data'][0]['trend'] +# print(us_trend_data) +# 获取日期数据，用于x轴，取2020年（到315下标结束） +us_x_data = us_trend_data['updateDate'][:314] +jp_x_data = jp_trend_data['updateDate'][:315] +yd_x_data = yd_trend_data['updateDate'][:269] +# us_x_data = us_x_data[:314] +# jp_x_data = jp_x_data[:315] +# yd_x_data = yd_x_data[:269] +# print(us_x_data) +# print(jp_x_data) +# print(yd_x_data) + +# 获取确诊数据，用于y轴，取2020年（到315结束） +us_y_data = us_trend_data['list'][0]['data'][:314] +jp_y_data = jp_trend_data['list'][0]['data'][:315] +yd_y_data = yd_trend_data['list'][0]['data'][:269] +# us_y_data = us_y_data[:314] +# jp_y_data = jp_y_data[:315] +# yd_y_data = yd_y_data[:269] + +# 生成图表 +line = Line() # 构建折线图对象 +# 添加x轴数据 +line.add_xaxis(us_x_data) +# line.add_xaxis(jp_x_data) +# line.add_xaxis(yd_x_data) +# 添加y轴数据 +line.add_yaxis("美国确诊人口", us_y_data, label_opts=LabelOpts(is_show=False)) # 不显示数据（系统配置） +line.add_yaxis("日本确诊人口", jp_y_data) +line.add_yaxis("印度确诊人口", yd_y_data) + +# 设置全局选项 +line.set_global_opts( + # 标题 + title_opts=TitleOpts(title="2020年美印日三国确诊人数对比折线图", pos_left="center", pos_bottom="1%") +) + +# 调用render方法生成图标 +line.render("折线图.html") + +# 关闭文件 +f_yd.close() +f_us.close() +f_jp.close() diff --git a/练习与案例/10_辽宁省疫情地图.py b/练习与案例/10_辽宁省疫情地图.py new file mode 100644 index 0000000..25c4595 --- /dev/null +++ b/练习与案例/10_辽宁省疫情地图.py @@ -0,0 +1,41 @@ +import json + +# 打开文件 +from pyecharts.charts import Map +from pyecharts.options import * + +f = open("D:/program/疫情.txt", 'r', encoding="UTF-8") +data = f.read() +f.close() +# json转python +data_dict = json.loads(data) +# 获取辽宁省数据 +liaoning_data_list = data_dict["areaTree"][0]["children"][17]["children"] +# 组装城市名与确诊人数为元组，并各城市数据添加到列表中 +data_list = [] +for liaoning_data in liaoning_data_list: + city_name = liaoning_data["name"] + "市" + city_data = liaoning_data['total']['confirm'] + data_list.append((city_name, city_data)) +# print(data_list) + +# 创建图表 +liaoning_map = Map() +# 图表导入数据 +liaoning_map.add("城市疫情人数", data_list, '辽宁') +# 设置全局变量 +liaoning_map.set_global_opts( + title_opts=TitleOpts("辽宁疫情地图"), + visualmap_opts=VisualMapOpts( + is_show=True, # 是否显示 + is_piecewise=True, # 是否分段 + pieces=[ + {"min": 1, "max": 9, "liable": "1-9", "color": "#CCFFFF"}, + {"min": 10, "max": 49, "liable": "100-999", "color": "#FF6A6A"}, + {"min": 50, "max": 499, "liable": "1000-4999", "color": "#EE6363"}, + {"min": 99, "liable": "5000-49999", "color": "#CD5555"}, + ] + ) +) + +liaoning_map.render("辽宁省疫情地图.html") diff --git a/练习与案例/11_学生信息录入.py b/练习与案例/11_学生信息录入.py new file mode 100644 index 0000000..daf22aa --- /dev/null +++ b/练习与案例/11_学生信息录入.py @@ -0,0 +1,20 @@ +class Student: + + def __init__(self, name, age, address): + self.name = name + self.age = age + self.address = address + print("学生姓名:" + age + "年龄:" + age + "地址:" + address) + +k = 0 +stu = [0] * 10 +for k in range(1,10): + print("请输入姓名") + name = input() + print("请输入年龄") + age = input() + print("请输入地址") + address = input() + stu[k] = Student(name, age, address) + k += 1 + diff --git a/练习与案例/11python数据分析案例/2011年1月销售数据.txt b/练习与案例/11python数据分析案例/2011年1月销售数据.txt new file mode 100644 index 0000000..05a019e --- /dev/null +++ b/练习与案例/11python数据分析案例/2011年1月销售数据.txt @@ -0,0 +1,1009 @@ +2011-01-01,4b34218c-9f37-4e66-b33e-327ecd5fb897,1689,湖南省 +2011-01-01,5b6a6417-9a16-4243-9704-255719074bff,2353,河北省 +2011-01-01,ae240260-68a9-4e59-b4c9-206be4c08a8d,2565,湖北省 +2011-01-01,c833e851-880f-4e05-9de5-b547f5ffc5e1,2877,山东省 +2011-01-01,dd27e822-884c-4d20-a309-986f6a90e2b9,947,安徽省 +2011-01-01,8e43e3c5-44bf-4219-8a59-f512607aeefe,815,河北省 +2011-01-01,b6882f5f-fb10-4210-9e45-288dd2239594,1363,广东省 +2011-01-01,fd5056a8-8223-4d02-9988-04e1b41a57e8,2149,江苏省 +2011-01-01,d022df35-3c0e-4753-bccb-37e125a5922b,1739,福建省 +2011-01-01,a480686a-77ff-497e-9e32-0f6d9ba3eadd,2999,江苏省 +2011-01-01,f9bd54d9-6d2d-418b-8a2f-0dc22d3e5f69,2084,河北省 +2011-01-01,c32ff7d2-5ace-47cb-82b8-2d3c20d0fe5d,1408,云南省 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"92204883-9c91-4117-a2bd-1a05a9aba69f", "money": 2304, "province": "河北省"} +{"date": "2011-02-28", "order_id": "fe8f5a16-83d1-4bf1-98fe-3988a942dd6a", "money": 1011, "province": "安徽省"} +{"date": "2011-02-28", "order_id": "91cb8d91-66e8-4834-9fda-ead379e4cec8", "money": 1253, "province": "贵州省"} +{"date": "2011-02-28", "order_id": "7726afdc-c05e-4f4d-8f4d-376dc6d24522", "money": 1920, "province": "河南省"} +{"date": "2011-02-28", "order_id": "e7c0797c-609c-474a-82a5-7293f93594f6", "money": 630, "province": "山东省"} diff --git a/练习与案例/11python数据分析案例/data_define.py b/练习与案例/11python数据分析案例/data_define.py new file mode 100644 index 0000000..cc83177 --- /dev/null +++ b/练习与案例/11python数据分析案例/data_define.py @@ -0,0 +1,9 @@ +class Record: + def __init__(self, data, order_id, money, province): + self.data = data + self.order_id = order_id + self.money = money + self.province = province + + def __str__(self): + return f"{self.data},{self.order_id},{self.money},{self.province}" diff --git a/练习与案例/11python数据分析案例/file_define.py b/练习与案例/11python数据分析案例/file_define.py new file mode 100644 index 0000000..7b41fe8 --- /dev/null +++ b/练习与案例/11python数据分析案例/file_define.py @@ -0,0 +1,60 @@ +import json + +from data_define import Record + + +# 定义一个抽象类用于顶层设计 +class FileReader: + def read_data(self) -> list[Record]: + """督导的每一条数据都转换为Record对象，将他们都封装城list返货""" + pass + + +class TextFileReader(FileReader): + def __init__(self, path): + self.path = path # 定义成员变量记录文件路径 + + # 复写父类方法 + def read_data(self) -> list[Record]: + f = open(self.path, "r", encoding="utf-8") + record_list: list[Record] = [] + for line in f.readlines(): + line = line.strip() # 消除读取数据中每行的\n + data_list = line.split(",") + # print(line) + record = Record(data_list[0], data_list[1], int(data_list[2]), data_list[3]) + record_list.append(record) + f.close() + + return record_list + + +class JsonFileReader(FileReader): + def __init__(self, path): + self.path = path # 定义成员变量记录文件路径 + + # 复写父类方法 + def read_data(self) -> list[Record]: + f = open(self.path, "r", encoding="utf-8") + record_list: list[Record] = [] + for line in f.readlines(): + data_list = json.loads(line) + # print(line) + record = Record(data_list["date"], data_list["order_id"], data_list["money"], data_list["province"]) + record_list.append(record) + f.close() + + return record_list + + +if __name__ == "__main__": + text_file_reader = TextFileReader("2011年1月销售数据.txt") + text_file_reader1 = JsonFileReader("2011年2月销售数据JSON.txt") + + list1 = text_file_reader.read_data() + list2 = text_file_reader1.read_data() + + for l in list1: + print(l) + for j in list2: + print(j) \ No newline at end of file diff --git a/练习与案例/11python数据分析案例/main.py b/练习与案例/11python数据分析案例/main.py new file mode 100644 index 0000000..88e25af --- /dev/null +++ b/练习与案例/11python数据分析案例/main.py @@ -0,0 +1,53 @@ +from file_define import FileReader, TextFileReader, JsonFileReader +from data_define import Record +from pyecharts.charts import Bar +from pyecharts.options import * +from pyecharts.globals import ThemeType +from pymysql import Connection + +text_file_reader = TextFileReader("2011年1月销售数据.txt") +text_file_reader1 = JsonFileReader("2011年2月销售数据JSON.txt") + +jan_data: list[Record] = text_file_reader.read_data() +feb_data: list[Record] = text_file_reader1.read_data() + +# 将2个月数据合并为1个list存储 +all_data: list[Record] = jan_data + feb_data + +# # 开始进行数据计算 +# data_dict = {} +# for record in all_data: +# if record.data in data_dict.keys(): +# # 当前已有记录，与旧记录累加 +# data_dict[record.data] += record.money +# else: +# data_dict[record.data] = record.money +# +# # 可视化图彪开发 +# bar = Bar(init_opts=InitOpts(theme=ThemeType.LIGHT)) # 柱状图 +# bar.add_xaxis(list(data_dict.keys())) +# bar.add_yaxis("销售额",list(data_dict.values()),label_opts=LabelOpts(is_show=False)) +# bar.set_global_opts( +# title_opts=TitleOpts(title="每日销售额") +# ) +# bar.render("每日销售额.html") + +# 将数据写入到数据库中 +conn = Connection( + host="localhost", + port=3306, + user="root", + password="123123", + autocommit=True +) + +cursur = conn.cursor() + +conn.select_db("py_sql") + +for record in all_data: + sql=f"insert into orders(order_date,order_id,money,province) " \ + f"values('{record.data}','{record.order_id}',{record.money},'{record.province}')" + cursur.execute(sql) + +conn.close() \ No newline at end of file diff --git a/练习与案例/11python数据分析案例/每日销售额.html b/练习与案例/11python数据分析案例/每日销售额.html new file mode 100644 index 0000000..ca6bc38 --- /dev/null +++ b/练习与案例/11python数据分析案例/每日销售额.html @@ -0,0 +1,257 @@ + + + + + Awesome-pyecharts + + + + +
    + + + diff --git a/练习与案例/12从数据库读取文件.py b/练习与案例/12从数据库读取文件.py new file mode 100644 index 0000000..d939088 --- /dev/null +++ b/练习与案例/12从数据库读取文件.py @@ -0,0 +1,26 @@ +from pymysql import Connection + +conn = Connection( + host="localhost", + port=3306, + user="root", + password="123123", + autocommit=True +) + +corsur=conn.cursor() + +conn.select_db('py_sql') + +corsur.execute('select * from orders') + +result = corsur.fetchall() +# print(result) +with open("result.txt",'w',encoding='utf-8') as f: + for l in result: + l = str(l).strip("(").strip(")") + f.write(l) + f.write("\n") + + +conn.close() \ No newline at end of file diff --git a/练习与案例/13spark练习/13spark练级.py b/练习与案例/13spark练习/13spark练级.py new file mode 100644 index 0000000..c70a4b2 --- /dev/null +++ b/练习与案例/13spark练习/13spark练级.py @@ -0,0 +1,21 @@ +from pyspark import SparkConf, SparkContext +import os + +os.environ["PYSPARK_PYTHON"] = "D:\programtool\conda\python" + +conf = SparkConf().setMaster("local[*]").setAppName("practise_spark_app") +sc = SparkContext(conf=conf) + +# 读取文件 +rdd = sc.textFile("hello.txt") +# 取出全部单词 +word_rdd = rdd.flatMap(lambda x: x.split(" ")) +# print(word_rdd.collect()) +# 将单词转为二元元组，单词为key,value为1 +word_with_one_rdd = word_rdd.map(lambda x: (x, 1)) +# print(word_with_one_rdd.collect()) +# 分组求和 同名的值相加 +result_rdd = word_with_one_rdd.reduceByKey(lambda a, b: a + b) +print(result_rdd) + +sc.stop() diff --git a/练习与案例/13spark练习/hello.txt b/练习与案例/13spark练习/hello.txt new file mode 100644 index 0000000..c37683f --- /dev/null +++ b/练习与案例/13spark练习/hello.txt @@ -0,0 +1,5 @@ +itheima itheima itcast itheima +spark python spark python itheima +itheima itcast itcast itheima python +python python spark pyspark pyspark +itheima python pyspark itcast spark \ No newline at end of file diff --git a/练习与案例/13spark练习/orders.txt b/练习与案例/13spark练习/orders.txt new file mode 100644 index 0000000..51e2d77 --- /dev/null +++ b/练习与案例/13spark练习/orders.txt @@ -0,0 +1,11 @@ +{"id":1,"timestamp":"2019-05-08T01:03.00Z","category":"平板电脑","areaName":"北京","money":"1450"}|{"id":2,"timestamp":"2019-05-08T01:01.00Z","category":"手机","areaName":"北京","money":"1450"}|{"id":3,"timestamp":"2019-05-08T01:03.00Z","category":"手机","areaName":"北京","money":"8412"} +{"id":4,"timestamp":"2019-05-08T05:01.00Z","category":"电脑","areaName":"上海","money":"1513"}|{"id":5,"timestamp":"2019-05-08T01:03.00Z","category":"家电","areaName":"北京","money":"1550"}|{"id":6,"timestamp":"2019-05-08T01:01.00Z","category":"电脑","areaName":"杭州","money":"1550"} +{"id":7,"timestamp":"2019-05-08T01:03.00Z","category":"电脑","areaName":"北京","money":"5611"}|{"id":8,"timestamp":"2019-05-08T03:01.00Z","category":"家电","areaName":"北京","money":"4410"}|{"id":9,"timestamp":"2019-05-08T01:03.00Z","category":"家具","areaName":"郑州","money":"1120"} +{"id":10,"timestamp":"2019-05-08T01:01.00Z","category":"家具","areaName":"北京","money":"6661"}|{"id":11,"timestamp":"2019-05-08T05:03.00Z","category":"家具","areaName":"杭州","money":"1230"}|{"id":12,"timestamp":"2019-05-08T01:01.00Z","category":"书籍","areaName":"北京","money":"5550"} +{"id":13,"timestamp":"2019-05-08T01:03.00Z","category":"书籍","areaName":"北京","money":"5550"}|{"id":14,"timestamp":"2019-05-08T01:01.00Z","category":"电脑","areaName":"北京","money":"1261"}|{"id":15,"timestamp":"2019-05-08T03:03.00Z","category":"电脑","areaName":"杭州","money":"6660"} +{"id":16,"timestamp":"2019-05-08T01:01.00Z","category":"电脑","areaName":"天津","money":"6660"}|{"id":17,"timestamp":"2019-05-08T01:03.00Z","category":"书籍","areaName":"北京","money":"9000"}|{"id":18,"timestamp":"2019-05-08T05:01.00Z","category":"书籍","areaName":"北京","money":"1230"} +{"id":19,"timestamp":"2019-05-08T01:03.00Z","category":"电脑","areaName":"杭州","money":"5551"}|{"id":20,"timestamp":"2019-05-08T01:01.00Z","category":"电脑","areaName":"北京","money":"2450"} +{"id":21,"timestamp":"2019-05-08T01:03.00Z","category":"食品","areaName":"北京","money":"5520"}|{"id":22,"timestamp":"2019-05-08T01:01.00Z","category":"食品","areaName":"北京","money":"6650"} +{"id":23,"timestamp":"2019-05-08T01:03.00Z","category":"服饰","areaName":"杭州","money":"1240"}|{"id":24,"timestamp":"2019-05-08T01:01.00Z","category":"食品","areaName":"天津","money":"5600"} +{"id":25,"timestamp":"2019-05-08T01:03.00Z","category":"食品","areaName":"北京","money":"7801"}|{"id":26,"timestamp":"2019-05-08T01:01.00Z","category":"服饰","areaName":"北京","money":"9000"} 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8 http://www.itcast.cn +20:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +20:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 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21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +20:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +20:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +20:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +20:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +19:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +19:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +19:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +18:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +18:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +18:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +18:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +18:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +18:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +18:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +18:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +18:00:07 598816707234844 数据湖 2 2 http://www.itcast.cn +18:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +18:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +18:00:07 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +18:00:07 9975666857142764 java 3 3 http://www.itcast.cn +18:00:07 980289257562675 scala 2 3 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hadoop 1 2 http://www.itcast.cn +16:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +16:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +16:00:08 2982199073774412 传智播客 8 3 http://www.itcast.cn +16:00:08 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +16:00:08 5228056822071097 传智播客 14 5 http://www.itcast.cn +16:00:08 6140463203615646 博学谷 62 36 http://www.itcast.cn +16:00:08 8561366108033201 IDEA 3 2 http://www.itcast.cn +16:00:08 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +16:00:08 1797943298449139 flume 8 5 http://www.itcast.cn +16:00:08 00717725924582846 itcast 1 2 http://www.itcast.cn +16:00:08 41416219018952116 bigdata 2 6 http://www.itcast.cn +16:00:08 9975666857142764 IDEA 2 2 http://www.itcast.cn +16:00:08 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +16:00:08 7423866288265172 bigdata 3 13 http://www.itcast.cn +16:00:08 0616877776407358 itcast 2 9 http://www.itcast.cn +16:00:08 3933365481995287 flume 6 3 http://www.itcast.cn +16:00:08 8242389147671512 数据仓库 2 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bigdata 7 3 http://www.itcast.cn +15:00:08 6248455356965147 DataLake 3 1 http://www.itcast.cn +15:00:08 07165349589199138 bigdata 20 24 http://www.itcast.cn +15:00:08 2155385437198864 itheima 1 4 http://www.itcast.cn +15:00:08 9516207646884747 传智汇 1 1 http://www.itcast.cn +15:00:08 03151010454922942 院校帮 14 31 http://www.itcast.cn +15:00:08 33445072154055155 传智播客 1 1 http://www.itcast.cn +15:00:08 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +15:00:08 25387369164541234 itcast 3 2 http://www.itcast.cn +15:00:08 2879613716025987 bigdata 2 3 http://www.itcast.cn +15:00:08 598816707234844 数据湖 2 2 http://www.itcast.cn +15:00:08 6943214457930995 kafka 1 16 http://www.itcast.cn +15:00:08 0907685968180253 院校帮 5 2 http://www.itcast.cn +15:00:08 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +15:00:08 9975666857142764 java 3 3 http://www.itcast.cn +15:00:08 980289257562675 scala 2 3 http://www.itcast.cn +15:00:08 13247246443688898 itcast 11 13 http://www.itcast.cn +15:00:08 07594220010824798 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scala 4 1 http://www.itcast.cn +15:00:09 2982199073774412 传智播客 8 3 http://www.itcast.cn +15:00:09 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +15:00:09 5228056822071097 传智播客 14 5 http://www.itcast.cn +15:00:09 6140463203615646 博学谷 62 36 http://www.itcast.cn +15:00:09 8561366108033201 IDEA 3 2 http://www.itcast.cn +15:00:09 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +15:00:09 1797943298449139 flume 8 5 http://www.itcast.cn +15:00:09 00717725924582846 itcast 1 2 http://www.itcast.cn +15:00:09 41416219018952116 bigdata 2 6 http://www.itcast.cn +15:00:09 9975666857142764 IDEA 2 2 http://www.itcast.cn +15:00:09 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +15:00:09 7423866288265172 bigdata 3 13 http://www.itcast.cn +15:00:09 0616877776407358 itcast 2 9 http://www.itcast.cn +15:00:09 3933365481995287 flume 6 3 http://www.itcast.cn +15:00:09 8242389147671512 数据仓库 2 3 http://www.itcast.cn +14:00:09 8248403977107859 传智汇 1 1 http://www.itcast.cn +14:00:09 6239728533154822 itheima 7 9 http://www.itcast.cn +14:00:09 6551182914925117 itcast 6 4 http://www.itcast.cn +14:00:09 2345161545038265 传智汇 2 1 http://www.itcast.cn +14:00:09 06478452674857782 hadoop 4 1 http://www.itcast.cn +14:00:09 23405445793591878 博学谷 4 5 http://www.itcast.cn +14:00:09 23457845712802688 hadoop 4 1 http://www.itcast.cn +14:00:09 4625224675315291 spark 2 6 http://www.itcast.cn +14:00:09 048731119953599966 itheima 10 44 http://www.itcast.cn +14:00:09 48530765688455246 hadoop 26 3 http://www.itcast.cn +14:00:09 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +14:00:09 11515839301781111 spark 4 3 http://www.itcast.cn +14:00:09 26706283607513126 java 5 6 http://www.itcast.cn +14:00:09 01532039495118448 hadoop 1 1 http://www.itcast.cn +14:00:09 0014362172758659586 hadoop 64 21 http://www.itcast.cn +14:00:09 8958844460084823 itcast 6 3 http://www.itcast.cn +14:00:09 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +14:00:09 01532039495118448 scala 1 2 http://www.itcast.cn +14:00:09 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +14:00:09 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +14:00:09 7993461044162651 传智汇 7 2 http://www.itcast.cn +14:00:09 7940115548226505 c语言 6 6 http://www.itcast.cn +14:00:09 866575159856572 传智汇 8 2 http://www.itcast.cn +14:00:09 46394240497431355 院校帮 42 26 http://www.itcast.cn +14:00:09 20251553549853485 itcast 2 1 http://www.itcast.cn +14:00:09 5388089767668996 院校帮 9 7 http://www.itcast.cn +14:00:09 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +14:00:09 9998054335177979 传智播客 2 9 http://www.itcast.cn +14:00:09 7332328301924345 java 6 8 http://www.itcast.cn +14:00:09 9026201537815861 itheima 13 24 http://www.itcast.cn +14:00:09 1421205460982763 IT培训 8 2 http://www.itcast.cn +14:00:09 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +14:00:09 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +14:00:09 05687877046704298 传智播客 5 29 http://www.itcast.cn +14:00:09 7594960465891712 c语言 2 2 http://www.itcast.cn +14:00:09 09766368846776196 spark 1 1 http://www.itcast.cn +14:00:09 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +14:00:09 7139261067744087 itheima 5 4 http://www.itcast.cn +14:00:09 8181820631750396 itheima 5 2 http://www.itcast.cn +14:00:09 28556208222257873 DataLake 3 15 http://www.itcast.cn +14:00:09 3648075681022645 数据湖 4 18 http://www.itcast.cn +14:00:09 6317584696510536 c语言 1 1 http://www.itcast.cn +14:00:09 17326342867997962 itheima 115 65 http://www.itcast.cn +14:00:09 35804326352621896 java 3 1 http://www.itcast.cn +14:00:09 35494681591404975 hadoop 2 3 http://www.itcast.cn +14:00:09 07321773511158924 itheima 2 4 http://www.itcast.cn +14:00:09 43080219994871455 c语言 1 1 http://www.itcast.cn +14:00:09 09826806962227619 IDEA 20 22 http://www.itcast.cn +14:00:09 6625608472079179 itheima 1 1 http://www.itcast.cn +14:00:09 7954902679225404 博学谷 7 3 http://www.itcast.cn +14:00:09 9717831746543397 bigdata 7 3 http://www.itcast.cn +14:00:09 6248455356965147 DataLake 3 1 http://www.itcast.cn +14:00:09 07165349589199138 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1 http://www.itcast.cn +13:00:10 06478452674857782 hadoop 4 1 http://www.itcast.cn +13:00:10 23405445793591878 博学谷 4 5 http://www.itcast.cn +13:00:10 23457845712802688 hadoop 4 1 http://www.itcast.cn +13:00:10 4625224675315291 spark 2 6 http://www.itcast.cn +13:00:10 048731119953599966 itheima 10 44 http://www.itcast.cn +13:00:10 48530765688455246 hadoop 26 3 http://www.itcast.cn +13:00:10 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +13:00:10 11515839301781111 spark 4 3 http://www.itcast.cn +13:00:10 26706283607513126 java 5 6 http://www.itcast.cn +13:00:10 01532039495118448 hadoop 1 1 http://www.itcast.cn +13:00:10 0014362172758659586 hadoop 64 21 http://www.itcast.cn +13:00:10 8958844460084823 itcast 6 3 http://www.itcast.cn +13:00:10 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +13:00:10 01532039495118448 scala 1 2 http://www.itcast.cn +13:00:10 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +13:00:10 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +13:00:10 7993461044162651 传智汇 7 2 http://www.itcast.cn +13:00:10 7940115548226505 c语言 6 6 http://www.itcast.cn +12:00:10 866575159856572 传智汇 8 2 http://www.itcast.cn +12:00:10 46394240497431355 院校帮 42 26 http://www.itcast.cn +12:00:10 20251553549853485 itcast 2 1 http://www.itcast.cn +12:00:10 5388089767668996 院校帮 9 7 http://www.itcast.cn +12:00:10 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +12:00:10 9998054335177979 传智播客 2 9 http://www.itcast.cn +12:00:10 7332328301924345 java 6 8 http://www.itcast.cn +12:00:10 9026201537815861 itheima 13 24 http://www.itcast.cn +12:00:10 1421205460982763 IT培训 8 2 http://www.itcast.cn +12:00:10 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +12:00:10 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +12:00:10 05687877046704298 传智播客 5 29 http://www.itcast.cn +12:00:10 7594960465891712 c语言 2 2 http://www.itcast.cn +12:00:10 09766368846776196 spark 1 1 http://www.itcast.cn +12:00:10 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +12:00:10 7139261067744087 itheima 5 4 http://www.itcast.cn +12:00:10 8181820631750396 itheima 5 2 http://www.itcast.cn +12:00:10 28556208222257873 DataLake 3 15 http://www.itcast.cn +12:00:10 3648075681022645 数据湖 4 18 http://www.itcast.cn +12:00:10 6317584696510536 c语言 1 1 http://www.itcast.cn +12:00:10 17326342867997962 itheima 115 65 http://www.itcast.cn +12:00:10 35804326352621896 java 3 1 http://www.itcast.cn +12:00:10 35494681591404975 hadoop 2 3 http://www.itcast.cn +12:00:10 07321773511158924 itheima 2 4 http://www.itcast.cn +12:00:10 43080219994871455 c语言 1 1 http://www.itcast.cn +12:00:10 09826806962227619 IDEA 20 22 http://www.itcast.cn +12:00:10 6625608472079179 itheima 1 1 http://www.itcast.cn +12:00:10 7954902679225404 博学谷 7 3 http://www.itcast.cn +12:00:10 9717831746543397 bigdata 7 3 http://www.itcast.cn +12:00:10 6248455356965147 DataLake 3 1 http://www.itcast.cn +12:00:10 07165349589199138 bigdata 20 24 http://www.itcast.cn +12:00:10 2155385437198864 itheima 1 4 http://www.itcast.cn +12:00:10 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19701804785360144 传智专修学院 1 1 http://www.itcast.cn +12:00:10 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +12:00:10 016121060750067695 bigdata 2 4 http://www.itcast.cn +12:00:10 5622880127464453 bigdata 7 2 http://www.itcast.cn +12:00:10 7256222512839713 java 5 3 http://www.itcast.cn +12:00:10 4597407597846744 bigdata 4 1 http://www.itcast.cn +12:00:10 9097516432743482 kafka 1 1 http://www.itcast.cn +12:00:10 7584207738042873 itheima 2 1 http://www.itcast.cn +12:00:10 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +12:00:10 7044693659960919 数据仓库 10 8 http://www.itcast.cn +12:00:10 15984948747597305 传智汇 2 4 http://www.itcast.cn +12:00:10 44801909258572364 hadoop 1 2 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 7256222512839713 java 5 3 http://www.itcast.cn +12:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +12:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +12:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +12:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +12:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +12:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +12:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 7256222512839713 java 5 3 http://www.itcast.cn +12:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +12:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +12:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +12:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +12:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +12:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +12:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 7256222512839713 java 5 3 http://www.itcast.cn +12:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +12:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +12:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +12:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:12 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:12 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:12 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:12 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:12 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:12 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:12 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:12 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:12 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:12 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:12 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:12 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:12 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:12 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:12 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:12 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:12 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:12 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:12 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:12 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:12 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:12 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:12 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:12 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:12 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:12 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:12 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:12 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:13 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:13 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:13 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:13 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:13 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:13 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:13 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:13 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:13 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:13 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:13 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:13 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:13 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:13 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:13 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:13 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:13 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:13 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:13 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:13 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:13 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:13 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:13 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:13 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:14 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:14 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:14 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:14 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:14 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:14 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:14 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:14 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:14 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:14 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:14 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:14 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:14 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:14 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:14 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:14 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:14 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:14 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:14 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:14 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:14 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:14 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:15 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:15 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:15 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:15 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:15 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:15 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:15 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:15 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:15 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:15 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:15 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:15 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:15 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:15 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:15 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:15 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:15 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:15 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:15 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:15 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:15 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:15 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:16 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:16 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:16 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:16 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:16 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:16 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:16 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:16 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:16 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:16 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:16 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:16 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:16 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:16 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:16 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:16 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:16 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:16 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:16 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:16 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:16 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:16 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:16 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:16 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:16 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:16 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:16 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:16 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:16 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:16 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:16 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:16 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:16 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:16 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:16 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:16 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:16 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:16 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:16 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:16 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:16 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:16 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:16 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:16 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:17 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:17 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:17 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:17 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:17 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:17 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:17 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:17 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:17 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:17 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:17 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:17 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:17 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:17 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:17 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:17 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:17 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+21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +21:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +21:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +21:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +21:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +21:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +21:00:07 25387369164541234 itcast 3 2 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6 http://www.itcast.cn +23:00:00 9975666857142764 IDEA 2 2 http://www.itcast.cn +23:00:00 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +23:00:00 7423866288265172 bigdata 3 13 http://www.itcast.cn +23:00:00 0616877776407358 itcast 2 9 http://www.itcast.cn +23:00:00 3933365481995287 flume 6 3 http://www.itcast.cn +23:00:00 8242389147671512 数据仓库 2 3 http://www.itcast.cn +23:00:00 8248403977107859 传智汇 1 1 http://www.itcast.cn +23:00:00 6239728533154822 itheima 7 9 http://www.itcast.cn +23:00:00 6551182914925117 itcast 6 4 http://www.itcast.cn +23:00:00 2345161545038265 传智汇 2 1 http://www.itcast.cn +23:00:00 06478452674857782 hadoop 4 1 http://www.itcast.cn +23:00:00 23405445793591878 博学谷 4 5 http://www.itcast.cn +23:00:00 23457845712802688 hadoop 4 1 http://www.itcast.cn +23:00:00 4625224675315291 spark 2 6 http://www.itcast.cn +23:00:00 048731119953599966 itheima 10 44 http://www.itcast.cn +23:00:00 48530765688455246 hadoop 26 3 http://www.itcast.cn +23:00:00 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +23:00:00 11515839301781111 spark 4 3 http://www.itcast.cn +23:00:00 26706283607513126 java 5 6 http://www.itcast.cn +23:00:00 01532039495118448 hadoop 1 1 http://www.itcast.cn +23:00:01 0014362172758659586 hadoop 64 21 http://www.itcast.cn +23:00:01 8958844460084823 itcast 6 3 http://www.itcast.cn +23:00:01 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +23:00:01 01532039495118448 scala 1 2 http://www.itcast.cn +23:00:01 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +23:00:01 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +23:00:01 7993461044162651 传智汇 7 2 http://www.itcast.cn +23:00:01 7940115548226505 c语言 6 6 http://www.itcast.cn +23:00:01 866575159856572 传智汇 8 2 http://www.itcast.cn +23:00:01 46394240497431355 院校帮 42 26 http://www.itcast.cn +23:00:01 20251553549853485 itcast 2 1 http://www.itcast.cn +23:00:01 5388089767668996 院校帮 9 7 http://www.itcast.cn +23:00:01 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +23:00:01 9998054335177979 传智播客 2 9 http://www.itcast.cn +23:00:02 7332328301924345 java 6 8 http://www.itcast.cn +23:00:02 9026201537815861 itheima 13 24 http://www.itcast.cn +23:00:02 1421205460982763 IT培训 8 2 http://www.itcast.cn +23:00:02 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +23:00:02 05687877046704298 传智播客 5 29 http://www.itcast.cn +23:00:02 7594960465891712 c语言 2 2 http://www.itcast.cn +23:00:02 09766368846776196 spark 1 1 http://www.itcast.cn +23:00:02 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +23:00:02 7139261067744087 itheima 5 4 http://www.itcast.cn +23:00:02 8181820631750396 itheima 5 2 http://www.itcast.cn +23:00:02 28556208222257873 DataLake 3 15 http://www.itcast.cn +23:00:02 3648075681022645 数据湖 4 18 http://www.itcast.cn +23:00:02 6317584696510536 c语言 1 1 http://www.itcast.cn +23:00:02 17326342867997962 itheima 115 65 http://www.itcast.cn +23:00:03 35804326352621896 java 3 1 http://www.itcast.cn +23:00:03 35494681591404975 hadoop 2 3 http://www.itcast.cn +23:00:03 07321773511158924 itheima 2 4 http://www.itcast.cn +23:00:03 43080219994871455 c语言 1 1 http://www.itcast.cn +23:00:03 09826806962227619 IDEA 20 22 http://www.itcast.cn +23:00:03 6625608472079179 itheima 1 1 http://www.itcast.cn +23:00:03 7954902679225404 博学谷 7 3 http://www.itcast.cn +23:00:03 9717831746543397 bigdata 7 3 http://www.itcast.cn +23:00:03 6248455356965147 DataLake 3 1 http://www.itcast.cn +23:00:03 07165349589199138 bigdata 20 24 http://www.itcast.cn +23:00:03 2155385437198864 itheima 1 4 http://www.itcast.cn +22:00:03 9516207646884747 传智汇 1 1 http://www.itcast.cn +22:00:03 03151010454922942 院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 itcast 3 2 http://www.itcast.cn +22:00:04 2879613716025987 bigdata 2 3 http://www.itcast.cn +22:00:04 598816707234844 数据湖 2 2 http://www.itcast.cn +22:00:04 6943214457930995 kafka 1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +22:00:04 9975666857142764 java 3 3 http://www.itcast.cn +22:00:04 980289257562675 scala 2 3 http://www.itcast.cn +22:00:04 13247246443688898 itcast 11 13 http://www.itcast.cn +22:00:04 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +22:00:04 041495093190586196 itcast 10 8 http://www.itcast.cn +22:00:04 376189760947982 博学谷 3 3 http://www.itcast.cn +22:00:04 09215584418987899 院校帮 2 17 http://www.itcast.cn +22:00:04 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +22:00:04 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +22:00:04 016121060750067695 bigdata 2 4 http://www.itcast.cn +22:00:05 5622880127464453 bigdata 7 2 http://www.itcast.cn +22:00:05 7256222512839713 java 5 3 http://www.itcast.cn +22:00:05 4597407597846744 bigdata 4 1 http://www.itcast.cn +22:00:05 9097516432743482 kafka 1 1 http://www.itcast.cn +22:00:05 7584207738042873 itheima 2 1 http://www.itcast.cn +22:00:05 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +22:00:05 7044693659960919 数据仓库 10 8 http://www.itcast.cn +22:00:05 15984948747597305 传智汇 2 4 http://www.itcast.cn +22:00:05 44801909258572364 hadoop 1 2 http://www.itcast.cn +22:00:05 41641664258866384 博学谷 7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +22:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +22:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +22:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +22:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +22:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +22:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +22:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +22:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +22:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +22:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +22:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +21:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +21:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +21:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +21:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +21:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +21:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +21:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +21:00:07 26706283607513126 java 5 6 http://www.itcast.cn +21:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +21:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +21:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +21:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +21:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +21:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +21:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +21:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +21:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +21:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +21:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +21:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +21:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +21:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +21:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +21:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +21:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +21:00:07 598816707234844 数据湖 2 2 http://www.itcast.cn +21:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +21:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +21:00:07 0554004435565833 黑马程序员 3 2 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8 http://www.itcast.cn +20:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +20:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +20:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +20:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +20:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +20:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +20:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +20:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +20:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +20:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +20:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +20:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +20:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +20:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +20:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +20:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +20:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +19:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +19:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +19:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +00:00:00 2982199073774412 传智播客 8 3 http://www.itcast.cn +00:00:00 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +00:00:00 5228056822071097 传智播客 14 5 http://www.itcast.cn +00:00:00 6140463203615646 博学谷 62 36 http://www.itcast.cn +00:00:00 8561366108033201 IDEA 3 2 http://www.itcast.cn +00:00:00 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +23:00:00 1797943298449139 flume 8 5 http://www.itcast.cn +23:00:00 00717725924582846 itcast 1 2 http://www.itcast.cn +23:00:00 41416219018952116 bigdata 2 6 http://www.itcast.cn +23:00:00 9975666857142764 IDEA 2 2 http://www.itcast.cn +23:00:00 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +23:00:00 7423866288265172 bigdata 3 13 http://www.itcast.cn +23:00:00 0616877776407358 itcast 2 9 http://www.itcast.cn +23:00:00 3933365481995287 flume 6 3 http://www.itcast.cn +23:00:00 8242389147671512 数据仓库 2 3 http://www.itcast.cn +23:00:00 8248403977107859 传智汇 1 1 http://www.itcast.cn +23:00:00 6239728533154822 itheima 7 9 http://www.itcast.cn +23:00:00 6551182914925117 itcast 6 4 http://www.itcast.cn +23:00:00 2345161545038265 传智汇 2 1 http://www.itcast.cn +23:00:00 06478452674857782 hadoop 4 1 http://www.itcast.cn +23:00:00 23405445793591878 博学谷 4 5 http://www.itcast.cn +23:00:00 23457845712802688 hadoop 4 1 http://www.itcast.cn +23:00:00 4625224675315291 spark 2 6 http://www.itcast.cn +23:00:00 048731119953599966 itheima 10 44 http://www.itcast.cn +23:00:00 48530765688455246 hadoop 26 3 http://www.itcast.cn +23:00:00 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +23:00:00 11515839301781111 spark 4 3 http://www.itcast.cn +23:00:00 26706283607513126 java 5 6 http://www.itcast.cn +23:00:00 01532039495118448 hadoop 1 1 http://www.itcast.cn +23:00:01 0014362172758659586 hadoop 64 21 http://www.itcast.cn +23:00:01 8958844460084823 itcast 6 3 http://www.itcast.cn +23:00:01 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +23:00:01 01532039495118448 scala 1 2 http://www.itcast.cn +23:00:01 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +23:00:01 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +23:00:01 7993461044162651 传智汇 7 2 http://www.itcast.cn +23:00:01 7940115548226505 c语言 6 6 http://www.itcast.cn +23:00:01 866575159856572 传智汇 8 2 http://www.itcast.cn +23:00:01 46394240497431355 院校帮 42 26 http://www.itcast.cn +23:00:01 20251553549853485 itcast 2 1 http://www.itcast.cn +23:00:01 5388089767668996 院校帮 9 7 http://www.itcast.cn +23:00:01 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +23:00:01 9998054335177979 传智播客 2 9 http://www.itcast.cn +23:00:02 7332328301924345 java 6 8 http://www.itcast.cn +23:00:02 9026201537815861 itheima 13 24 http://www.itcast.cn +23:00:02 1421205460982763 IT培训 8 2 http://www.itcast.cn +23:00:02 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 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7 3 http://www.itcast.cn +23:00:03 9717831746543397 bigdata 7 3 http://www.itcast.cn +23:00:03 6248455356965147 DataLake 3 1 http://www.itcast.cn +23:00:03 07165349589199138 bigdata 20 24 http://www.itcast.cn +23:00:03 2155385437198864 itheima 1 4 http://www.itcast.cn +22:00:03 9516207646884747 传智汇 1 1 http://www.itcast.cn +22:00:03 03151010454922942 院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 itcast 3 2 http://www.itcast.cn +22:00:04 2879613716025987 bigdata 2 3 http://www.itcast.cn +22:00:04 598816707234844 数据湖 2 2 http://www.itcast.cn +22:00:04 6943214457930995 kafka 1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +22:00:04 9975666857142764 java 3 3 http://www.itcast.cn +22:00:04 980289257562675 scala 2 3 http://www.itcast.cn +22:00:04 13247246443688898 itcast 11 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7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +22:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +22:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +22:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +22:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +22:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +22:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +22:00:07 8248403977107859 传智汇 1 1 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scala 1 2 http://www.itcast.cn +21:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +21:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +21:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +21:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +21:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 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传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +20:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +20:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +20:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +20:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +20:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +20:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +20:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +20:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +20:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +20:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +20:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +20:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +20:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +20:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +20:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +19:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +19:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +19:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +00:00:00 2982199073774412 传智播客 8 3 http://www.itcast.cn +00:00:00 07594220010824798 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1 http://www.itcast.cn +23:00:00 06478452674857782 hadoop 4 1 http://www.itcast.cn +23:00:00 23405445793591878 博学谷 4 5 http://www.itcast.cn +23:00:00 23457845712802688 hadoop 4 1 http://www.itcast.cn +23:00:00 4625224675315291 spark 2 6 http://www.itcast.cn +23:00:00 048731119953599966 itheima 10 44 http://www.itcast.cn +23:00:00 48530765688455246 hadoop 26 3 http://www.itcast.cn +23:00:00 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +23:00:00 11515839301781111 spark 4 3 http://www.itcast.cn +23:00:00 26706283607513126 java 5 6 http://www.itcast.cn +23:00:00 01532039495118448 hadoop 1 1 http://www.itcast.cn +23:00:01 0014362172758659586 hadoop 64 21 http://www.itcast.cn +23:00:01 8958844460084823 itcast 6 3 http://www.itcast.cn +23:00:01 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +23:00:01 01532039495118448 scala 1 2 http://www.itcast.cn +23:00:01 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +23:00:01 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +23:00:01 7993461044162651 传智汇 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6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +22:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +22:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +22:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +22:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +22:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +22:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +22:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +22:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +22:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +21:00:07 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866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 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http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +20:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +20:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +20:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +20:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +19:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +19:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +19:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +00:00:00 2982199073774412 传智播客 8 3 http://www.itcast.cn +00:00:00 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +00:00:00 5228056822071097 传智播客 14 5 http://www.itcast.cn +00:00:00 6140463203615646 博学谷 62 36 http://www.itcast.cn +00:00:00 8561366108033201 IDEA 3 2 http://www.itcast.cn +00:00:00 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +23:00:00 1797943298449139 flume 8 5 http://www.itcast.cn +23:00:00 00717725924582846 itcast 1 2 http://www.itcast.cn +23:00:00 41416219018952116 bigdata 2 6 http://www.itcast.cn +23:00:00 9975666857142764 IDEA 2 2 http://www.itcast.cn +23:00:00 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +23:00:00 7423866288265172 bigdata 3 13 http://www.itcast.cn +23:00:00 0616877776407358 itcast 2 9 http://www.itcast.cn +23:00:00 3933365481995287 flume 6 3 http://www.itcast.cn +23:00:00 8242389147671512 数据仓库 2 3 http://www.itcast.cn +23:00:00 8248403977107859 传智汇 1 1 http://www.itcast.cn +23:00:00 6239728533154822 itheima 7 9 http://www.itcast.cn +23:00:00 6551182914925117 itcast 6 4 http://www.itcast.cn +23:00:00 2345161545038265 传智汇 2 1 http://www.itcast.cn +23:00:00 06478452674857782 hadoop 4 1 http://www.itcast.cn +23:00:00 23405445793591878 博学谷 4 5 http://www.itcast.cn +23:00:00 23457845712802688 hadoop 4 1 http://www.itcast.cn +23:00:00 4625224675315291 spark 2 6 http://www.itcast.cn +23:00:00 048731119953599966 itheima 10 44 http://www.itcast.cn +23:00:00 48530765688455246 hadoop 26 3 http://www.itcast.cn +23:00:00 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +23:00:00 11515839301781111 spark 4 3 http://www.itcast.cn +23:00:00 26706283607513126 java 5 6 http://www.itcast.cn +23:00:00 01532039495118448 hadoop 1 1 http://www.itcast.cn +23:00:01 0014362172758659586 hadoop 64 21 http://www.itcast.cn +23:00:01 8958844460084823 itcast 6 3 http://www.itcast.cn +23:00:01 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +23:00:01 01532039495118448 scala 1 2 http://www.itcast.cn +23:00:01 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +23:00:01 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +23:00:01 7993461044162651 传智汇 7 2 http://www.itcast.cn +23:00:01 7940115548226505 c语言 6 6 http://www.itcast.cn +23:00:01 866575159856572 传智汇 8 2 http://www.itcast.cn +23:00:01 46394240497431355 院校帮 42 26 http://www.itcast.cn +23:00:01 20251553549853485 itcast 2 1 http://www.itcast.cn +23:00:01 5388089767668996 院校帮 9 7 http://www.itcast.cn +23:00:01 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +23:00:01 9998054335177979 传智播客 2 9 http://www.itcast.cn +23:00:02 7332328301924345 java 6 8 http://www.itcast.cn +23:00:02 9026201537815861 itheima 13 24 http://www.itcast.cn +23:00:02 1421205460982763 IT培训 8 2 http://www.itcast.cn +23:00:02 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +23:00:02 05687877046704298 传智播客 5 29 http://www.itcast.cn +23:00:02 7594960465891712 c语言 2 2 http://www.itcast.cn +23:00:02 09766368846776196 spark 1 1 http://www.itcast.cn +23:00:02 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +23:00:02 7139261067744087 itheima 5 4 http://www.itcast.cn +23:00:02 8181820631750396 itheima 5 2 http://www.itcast.cn +23:00:02 28556208222257873 DataLake 3 15 http://www.itcast.cn +23:00:02 3648075681022645 数据湖 4 18 http://www.itcast.cn +23:00:02 6317584696510536 c语言 1 1 http://www.itcast.cn +23:00:02 17326342867997962 itheima 115 65 http://www.itcast.cn +23:00:03 35804326352621896 java 3 1 http://www.itcast.cn +23:00:03 35494681591404975 hadoop 2 3 http://www.itcast.cn +23:00:03 07321773511158924 itheima 2 4 http://www.itcast.cn +23:00:03 43080219994871455 c语言 1 1 http://www.itcast.cn +23:00:03 09826806962227619 IDEA 20 22 http://www.itcast.cn +23:00:03 6625608472079179 itheima 1 1 http://www.itcast.cn +23:00:03 7954902679225404 博学谷 7 3 http://www.itcast.cn +23:00:03 9717831746543397 bigdata 7 3 http://www.itcast.cn +23:00:03 6248455356965147 DataLake 3 1 http://www.itcast.cn +23:00:03 07165349589199138 bigdata 20 24 http://www.itcast.cn +23:00:03 2155385437198864 itheima 1 4 http://www.itcast.cn +22:00:03 9516207646884747 传智汇 1 1 http://www.itcast.cn +22:00:03 03151010454922942 院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 itcast 3 2 http://www.itcast.cn +22:00:04 2879613716025987 bigdata 2 3 http://www.itcast.cn +22:00:04 598816707234844 数据湖 2 2 http://www.itcast.cn +22:00:04 6943214457930995 kafka 1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +22:00:04 9975666857142764 java 3 3 http://www.itcast.cn +22:00:04 980289257562675 scala 2 3 http://www.itcast.cn +22:00:04 13247246443688898 itcast 11 13 http://www.itcast.cn +22:00:04 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +22:00:04 041495093190586196 itcast 10 8 http://www.itcast.cn +22:00:04 376189760947982 博学谷 3 3 http://www.itcast.cn +22:00:04 09215584418987899 院校帮 2 17 http://www.itcast.cn +22:00:04 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +22:00:04 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +22:00:04 016121060750067695 bigdata 2 4 http://www.itcast.cn +22:00:05 5622880127464453 bigdata 7 2 http://www.itcast.cn +22:00:05 7256222512839713 java 5 3 http://www.itcast.cn +22:00:05 4597407597846744 bigdata 4 1 http://www.itcast.cn +22:00:05 9097516432743482 kafka 1 1 http://www.itcast.cn +22:00:05 7584207738042873 itheima 2 1 http://www.itcast.cn +22:00:05 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +22:00:05 7044693659960919 数据仓库 10 8 http://www.itcast.cn +22:00:05 15984948747597305 传智汇 2 4 http://www.itcast.cn +22:00:05 44801909258572364 hadoop 1 2 http://www.itcast.cn +22:00:05 41641664258866384 博学谷 7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +22:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +22:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +22:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +22:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +22:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +22:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +22:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +22:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +22:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +22:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +22:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +21:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +21:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +21:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +21:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +21:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +21:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +21:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +21:00:07 26706283607513126 java 5 6 http://www.itcast.cn +21:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +21:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +21:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +21:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +21:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +21:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +21:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +21:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +21:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +21:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +21:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +21:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +21:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +21:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +21:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +21:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +21:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +21:00:07 598816707234844 数据湖 2 2 http://www.itcast.cn +21:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +21:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +21:00:07 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +21:00:07 9975666857142764 java 3 3 http://www.itcast.cn +21:00:07 980289257562675 scala 2 3 http://www.itcast.cn +20:00:07 13247246443688898 itcast 11 13 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +20:00:07 041495093190586196 itcast 10 8 http://www.itcast.cn +20:00:07 376189760947982 博学谷 3 3 http://www.itcast.cn +20:00:07 09215584418987899 院校帮 2 17 http://www.itcast.cn +20:00:07 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +20:00:07 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +20:00:07 016121060750067695 bigdata 2 4 http://www.itcast.cn +20:00:07 5622880127464453 bigdata 7 2 http://www.itcast.cn +20:00:07 7256222512839713 java 5 3 http://www.itcast.cn +20:00:07 4597407597846744 bigdata 4 1 http://www.itcast.cn +20:00:07 9097516432743482 kafka 1 1 http://www.itcast.cn +20:00:07 7584207738042873 itheima 2 1 http://www.itcast.cn +20:00:07 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +20:00:07 7044693659960919 数据仓库 10 8 http://www.itcast.cn +20:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +20:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +20:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +20:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +20:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +20:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +20:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +20:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +20:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +20:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +20:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +20:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +20:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 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http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +20:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +20:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +19:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +19:00:07 9717831746543397 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6248455356965147 DataLake 3 1 http://www.itcast.cn +23:00:03 07165349589199138 bigdata 20 24 http://www.itcast.cn +23:00:03 2155385437198864 itheima 1 4 http://www.itcast.cn +22:00:03 9516207646884747 传智汇 1 1 http://www.itcast.cn +22:00:03 03151010454922942 院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 itcast 3 2 http://www.itcast.cn +22:00:04 2879613716025987 bigdata 2 3 http://www.itcast.cn +22:00:04 598816707234844 数据湖 2 2 http://www.itcast.cn +22:00:04 6943214457930995 kafka 1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +22:00:04 9975666857142764 java 3 3 http://www.itcast.cn +22:00:04 980289257562675 scala 2 3 http://www.itcast.cn +22:00:04 13247246443688898 itcast 11 13 http://www.itcast.cn +22:00:04 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +22:00:04 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6551182914925117 itcast 6 4 http://www.itcast.cn +22:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +22:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +21:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +21:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +21:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +21:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +21:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +21:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +21:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +21:00:07 26706283607513126 java 5 6 http://www.itcast.cn +21:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +21:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +21:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +21:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +21:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +21:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn 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6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 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http://www.itcast.cn +13:00:10 48530765688455246 hadoop 26 3 http://www.itcast.cn +13:00:10 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +13:00:10 11515839301781111 spark 4 3 http://www.itcast.cn +13:00:10 26706283607513126 java 5 6 http://www.itcast.cn +13:00:10 01532039495118448 hadoop 1 1 http://www.itcast.cn +13:00:10 0014362172758659586 hadoop 64 21 http://www.itcast.cn +13:00:10 8958844460084823 itcast 6 3 http://www.itcast.cn +13:00:10 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +13:00:10 01532039495118448 scala 1 2 http://www.itcast.cn +13:00:10 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +13:00:10 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +13:00:10 7993461044162651 传智汇 7 2 http://www.itcast.cn +13:00:10 7940115548226505 c语言 6 6 http://www.itcast.cn +12:00:10 866575159856572 传智汇 8 2 http://www.itcast.cn +12:00:10 46394240497431355 院校帮 42 26 http://www.itcast.cn +12:00:10 20251553549853485 itcast 2 1 http://www.itcast.cn +12:00:10 5388089767668996 院校帮 9 7 http://www.itcast.cn +12:00:10 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +12:00:10 9998054335177979 传智播客 2 9 http://www.itcast.cn +12:00:10 7332328301924345 java 6 8 http://www.itcast.cn +12:00:10 9026201537815861 itheima 13 24 http://www.itcast.cn +12:00:10 1421205460982763 IT培训 8 2 http://www.itcast.cn +12:00:10 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +12:00:10 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +12:00:10 05687877046704298 传智播客 5 29 http://www.itcast.cn +12:00:10 7594960465891712 c语言 2 2 http://www.itcast.cn +12:00:10 09766368846776196 spark 1 1 http://www.itcast.cn +12:00:10 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +12:00:10 7139261067744087 itheima 5 4 http://www.itcast.cn +12:00:10 8181820631750396 itheima 5 2 http://www.itcast.cn +12:00:10 28556208222257873 DataLake 3 15 http://www.itcast.cn +12:00:10 3648075681022645 数据湖 4 18 http://www.itcast.cn +12:00:10 6317584696510536 c语言 1 1 http://www.itcast.cn +12:00:10 17326342867997962 itheima 115 65 http://www.itcast.cn +12:00:10 35804326352621896 java 3 1 http://www.itcast.cn +12:00:10 35494681591404975 hadoop 2 3 http://www.itcast.cn +12:00:10 07321773511158924 itheima 2 4 http://www.itcast.cn +12:00:10 43080219994871455 c语言 1 1 http://www.itcast.cn +12:00:10 09826806962227619 IDEA 20 22 http://www.itcast.cn +12:00:10 6625608472079179 itheima 1 1 http://www.itcast.cn +12:00:10 7954902679225404 博学谷 7 3 http://www.itcast.cn +12:00:10 9717831746543397 bigdata 7 3 http://www.itcast.cn +12:00:10 6248455356965147 DataLake 3 1 http://www.itcast.cn +12:00:10 07165349589199138 bigdata 20 24 http://www.itcast.cn +12:00:10 2155385437198864 itheima 1 4 http://www.itcast.cn +12:00:10 9516207646884747 传智汇 1 1 http://www.itcast.cn +12:00:10 03151010454922942 院校帮 14 31 http://www.itcast.cn +12:00:10 33445072154055155 传智播客 1 1 http://www.itcast.cn +12:00:10 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +12:00:10 25387369164541234 itcast 3 2 http://www.itcast.cn +12:00:10 2879613716025987 bigdata 2 3 http://www.itcast.cn +12:00:10 598816707234844 数据湖 2 2 http://www.itcast.cn +12:00:10 6943214457930995 kafka 1 16 http://www.itcast.cn +12:00:10 0907685968180253 院校帮 5 2 http://www.itcast.cn +12:00:10 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +12:00:10 9975666857142764 java 3 3 http://www.itcast.cn +12:00:10 980289257562675 scala 2 3 http://www.itcast.cn +12:00:10 13247246443688898 itcast 11 13 http://www.itcast.cn +12:00:10 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +12:00:10 041495093190586196 itcast 10 8 http://www.itcast.cn +12:00:10 376189760947982 博学谷 3 3 http://www.itcast.cn +12:00:10 09215584418987899 院校帮 2 17 http://www.itcast.cn +12:00:10 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +12:00:10 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +12:00:10 016121060750067695 bigdata 2 4 http://www.itcast.cn +12:00:10 5622880127464453 bigdata 7 2 http://www.itcast.cn +12:00:10 7256222512839713 java 5 3 http://www.itcast.cn +12:00:10 4597407597846744 bigdata 4 1 http://www.itcast.cn +12:00:10 9097516432743482 kafka 1 1 http://www.itcast.cn +12:00:10 7584207738042873 itheima 2 1 http://www.itcast.cn +12:00:10 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +12:00:10 7044693659960919 数据仓库 10 8 http://www.itcast.cn +12:00:10 15984948747597305 传智汇 2 4 http://www.itcast.cn +12:00:10 44801909258572364 hadoop 1 2 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 7256222512839713 java 5 3 http://www.itcast.cn +12:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +12:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +12:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +12:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +12:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +12:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +12:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 7256222512839713 java 5 3 http://www.itcast.cn +12:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +12:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +12:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +12:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +12:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +12:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +12:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 7256222512839713 java 5 3 http://www.itcast.cn +12:00:11 4597407597846744 bigdata 4 1 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http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 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1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 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9975666857142764 java 3 3 http://www.itcast.cn +21:00:07 980289257562675 scala 2 3 http://www.itcast.cn +20:00:07 13247246443688898 itcast 11 13 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +20:00:07 041495093190586196 itcast 10 8 http://www.itcast.cn +20:00:07 376189760947982 博学谷 3 3 http://www.itcast.cn +20:00:07 09215584418987899 院校帮 2 17 http://www.itcast.cn +20:00:07 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +20:00:07 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +20:00:07 016121060750067695 bigdata 2 4 http://www.itcast.cn +20:00:07 5622880127464453 bigdata 7 2 http://www.itcast.cn +20:00:07 7256222512839713 java 5 3 http://www.itcast.cn +20:00:07 4597407597846744 bigdata 4 1 http://www.itcast.cn +20:00:07 9097516432743482 kafka 1 1 http://www.itcast.cn +20:00:07 7584207738042873 itheima 2 1 http://www.itcast.cn +20:00:07 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +20:00:07 7044693659960919 数据仓库 10 8 http://www.itcast.cn +20:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +20:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +20:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +20:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +20:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +20:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +20:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +20:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +20:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +20:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +20:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +20:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +20:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +20:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +20:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +20:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +20:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 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7 3 http://www.itcast.cn +23:00:03 9717831746543397 bigdata 7 3 http://www.itcast.cn +23:00:03 6248455356965147 DataLake 3 1 http://www.itcast.cn +23:00:03 07165349589199138 bigdata 20 24 http://www.itcast.cn +23:00:03 2155385437198864 itheima 1 4 http://www.itcast.cn +22:00:03 9516207646884747 传智汇 1 1 http://www.itcast.cn +22:00:03 03151010454922942 院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 itcast 3 2 http://www.itcast.cn +22:00:04 2879613716025987 bigdata 2 3 http://www.itcast.cn +22:00:04 598816707234844 数据湖 2 2 http://www.itcast.cn +22:00:04 6943214457930995 kafka 1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +22:00:04 9975666857142764 java 3 3 http://www.itcast.cn +22:00:04 980289257562675 scala 2 3 http://www.itcast.cn +22:00:04 13247246443688898 itcast 11 13 http://www.itcast.cn +22:00:04 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +22:00:04 041495093190586196 itcast 10 8 http://www.itcast.cn +22:00:04 376189760947982 博学谷 3 3 http://www.itcast.cn +22:00:04 09215584418987899 院校帮 2 17 http://www.itcast.cn +22:00:04 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +22:00:04 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +22:00:04 016121060750067695 bigdata 2 4 http://www.itcast.cn +22:00:05 5622880127464453 bigdata 7 2 http://www.itcast.cn +22:00:05 7256222512839713 java 5 3 http://www.itcast.cn +22:00:05 4597407597846744 bigdata 4 1 http://www.itcast.cn +22:00:05 9097516432743482 kafka 1 1 http://www.itcast.cn +22:00:05 7584207738042873 itheima 2 1 http://www.itcast.cn +22:00:05 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +22:00:05 7044693659960919 数据仓库 10 8 http://www.itcast.cn +22:00:05 15984948747597305 传智汇 2 4 http://www.itcast.cn +22:00:05 44801909258572364 hadoop 1 2 http://www.itcast.cn +22:00:05 41641664258866384 博学谷 7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +22:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +22:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +22:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +22:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +22:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +22:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +22:00:07 8248403977107859 传智汇 1 1 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scala 1 2 http://www.itcast.cn +21:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +21:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +21:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +21:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +21:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +21:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +21:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +21:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +21:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +21:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +21:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +21:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +21:00:07 598816707234844 数据湖 2 2 http://www.itcast.cn +21:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +21:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +21:00:07 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +21:00:07 9975666857142764 java 3 3 http://www.itcast.cn +21:00:07 980289257562675 scala 2 3 http://www.itcast.cn +20:00:07 13247246443688898 itcast 11 13 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +20:00:07 041495093190586196 itcast 10 8 http://www.itcast.cn +20:00:07 376189760947982 博学谷 3 3 http://www.itcast.cn +20:00:07 09215584418987899 院校帮 2 17 http://www.itcast.cn +20:00:07 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +20:00:07 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +20:00:07 016121060750067695 bigdata 2 4 http://www.itcast.cn +20:00:07 5622880127464453 bigdata 7 2 http://www.itcast.cn +20:00:07 7256222512839713 java 5 3 http://www.itcast.cn +20:00:07 4597407597846744 bigdata 4 1 http://www.itcast.cn +20:00:07 9097516432743482 kafka 1 1 http://www.itcast.cn +20:00:07 7584207738042873 itheima 2 1 http://www.itcast.cn +20:00:07 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +20:00:07 7044693659960919 数据仓库 10 8 http://www.itcast.cn +20:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +20:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +20:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +20:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +20:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +20:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +20:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +20:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +20:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +20:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +20:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +20:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +20:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 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http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +19:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +19:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +19:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +00:00:00 2982199073774412 传智播客 8 3 http://www.itcast.cn +00:00:00 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +00:00:00 5228056822071097 传智播客 14 5 http://www.itcast.cn +00:00:00 6140463203615646 博学谷 62 36 http://www.itcast.cn +00:00:00 8561366108033201 IDEA 3 2 http://www.itcast.cn +00:00:00 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +23:00:00 1797943298449139 flume 8 5 http://www.itcast.cn +23:00:00 00717725924582846 itcast 1 2 http://www.itcast.cn +23:00:00 41416219018952116 bigdata 2 6 http://www.itcast.cn +23:00:00 9975666857142764 IDEA 2 2 http://www.itcast.cn +23:00:00 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +23:00:00 7423866288265172 bigdata 3 13 http://www.itcast.cn +23:00:00 0616877776407358 itcast 2 9 http://www.itcast.cn +23:00:00 3933365481995287 flume 6 3 http://www.itcast.cn +23:00:00 8242389147671512 数据仓库 2 3 http://www.itcast.cn +23:00:00 8248403977107859 传智汇 1 1 http://www.itcast.cn +23:00:00 6239728533154822 itheima 7 9 http://www.itcast.cn +23:00:00 6551182914925117 itcast 6 4 http://www.itcast.cn +23:00:00 2345161545038265 传智汇 2 1 http://www.itcast.cn +23:00:00 06478452674857782 hadoop 4 1 http://www.itcast.cn +23:00:00 23405445793591878 博学谷 4 5 http://www.itcast.cn +23:00:00 23457845712802688 hadoop 4 1 http://www.itcast.cn +23:00:00 4625224675315291 spark 2 6 http://www.itcast.cn +23:00:00 048731119953599966 itheima 10 44 http://www.itcast.cn +23:00:00 48530765688455246 hadoop 26 3 http://www.itcast.cn +23:00:00 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +23:00:00 11515839301781111 spark 4 3 http://www.itcast.cn +23:00:00 26706283607513126 java 5 6 http://www.itcast.cn +23:00:00 01532039495118448 hadoop 1 1 http://www.itcast.cn +23:00:01 0014362172758659586 hadoop 64 21 http://www.itcast.cn +23:00:01 8958844460084823 itcast 6 3 http://www.itcast.cn +23:00:01 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +23:00:01 01532039495118448 scala 1 2 http://www.itcast.cn +23:00:01 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +23:00:01 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +23:00:01 7993461044162651 传智汇 7 2 http://www.itcast.cn +23:00:01 7940115548226505 c语言 6 6 http://www.itcast.cn +23:00:01 866575159856572 传智汇 8 2 http://www.itcast.cn +23:00:01 46394240497431355 院校帮 42 26 http://www.itcast.cn +23:00:01 20251553549853485 itcast 2 1 http://www.itcast.cn +23:00:01 5388089767668996 院校帮 9 7 http://www.itcast.cn +23:00:01 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +23:00:01 9998054335177979 传智播客 2 9 http://www.itcast.cn +23:00:02 7332328301924345 java 6 8 http://www.itcast.cn +23:00:02 9026201537815861 itheima 13 24 http://www.itcast.cn +23:00:02 1421205460982763 IT培训 8 2 http://www.itcast.cn +23:00:02 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +23:00:02 05687877046704298 传智播客 5 29 http://www.itcast.cn +23:00:02 7594960465891712 c语言 2 2 http://www.itcast.cn +23:00:02 09766368846776196 spark 1 1 http://www.itcast.cn +23:00:02 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +23:00:02 7139261067744087 itheima 5 4 http://www.itcast.cn +23:00:02 8181820631750396 itheima 5 2 http://www.itcast.cn +23:00:02 28556208222257873 DataLake 3 15 http://www.itcast.cn +23:00:02 3648075681022645 数据湖 4 18 http://www.itcast.cn +23:00:02 6317584696510536 c语言 1 1 http://www.itcast.cn +23:00:02 17326342867997962 itheima 115 65 http://www.itcast.cn +23:00:03 35804326352621896 java 3 1 http://www.itcast.cn +23:00:03 35494681591404975 hadoop 2 3 http://www.itcast.cn +23:00:03 07321773511158924 itheima 2 4 http://www.itcast.cn +23:00:03 43080219994871455 c语言 1 1 http://www.itcast.cn +23:00:03 09826806962227619 IDEA 20 22 http://www.itcast.cn +23:00:03 6625608472079179 itheima 1 1 http://www.itcast.cn +23:00:03 7954902679225404 博学谷 7 3 http://www.itcast.cn +23:00:03 9717831746543397 bigdata 7 3 http://www.itcast.cn +23:00:03 6248455356965147 DataLake 3 1 http://www.itcast.cn +23:00:03 07165349589199138 bigdata 20 24 http://www.itcast.cn +23:00:03 2155385437198864 itheima 1 4 http://www.itcast.cn +22:00:03 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java 5 3 http://www.itcast.cn +22:00:05 4597407597846744 bigdata 4 1 http://www.itcast.cn +22:00:05 9097516432743482 kafka 1 1 http://www.itcast.cn +22:00:05 7584207738042873 itheima 2 1 http://www.itcast.cn +22:00:05 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +22:00:05 7044693659960919 数据仓库 10 8 http://www.itcast.cn +22:00:05 15984948747597305 传智汇 2 4 http://www.itcast.cn +22:00:05 44801909258572364 hadoop 1 2 http://www.itcast.cn +22:00:05 41641664258866384 博学谷 7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +22:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +22:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 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3 http://www.itcast.cn +21:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +21:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +21:00:07 26706283607513126 java 5 6 http://www.itcast.cn +21:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +21:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +21:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +21:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +21:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +21:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +21:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +21:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +21:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +21:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +21:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +21:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +21:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +21:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +21:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +21:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +21:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +21:00:07 598816707234844 数据湖 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1 http://www.itcast.cn +20:00:07 7584207738042873 itheima 2 1 http://www.itcast.cn +20:00:07 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +20:00:07 7044693659960919 数据仓库 10 8 http://www.itcast.cn +20:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +20:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +20:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +20:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +20:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +20:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +20:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +20:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +20:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +20:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +20:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +20:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +20:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +20:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +20:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +20:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +20:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +19:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +19:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +19:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +00:00:00 2982199073774412 传智播客 8 3 http://www.itcast.cn +00:00:00 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +00:00:00 5228056822071097 传智播客 14 5 http://www.itcast.cn +00:00:00 6140463203615646 博学谷 62 36 http://www.itcast.cn +00:00:00 8561366108033201 IDEA 3 2 http://www.itcast.cn +00:00:00 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +23:00:00 1797943298449139 flume 8 5 http://www.itcast.cn +23:00:00 00717725924582846 itcast 1 2 http://www.itcast.cn +23:00:00 41416219018952116 bigdata 2 6 http://www.itcast.cn +23:00:00 9975666857142764 IDEA 2 2 http://www.itcast.cn +23:00:00 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +23:00:00 7423866288265172 bigdata 3 13 http://www.itcast.cn +23:00:00 0616877776407358 itcast 2 9 http://www.itcast.cn +23:00:00 3933365481995287 flume 6 3 http://www.itcast.cn +23:00:00 8242389147671512 数据仓库 2 3 http://www.itcast.cn +23:00:00 8248403977107859 传智汇 1 1 http://www.itcast.cn +23:00:00 6239728533154822 itheima 7 9 http://www.itcast.cn +23:00:00 6551182914925117 itcast 6 4 http://www.itcast.cn +23:00:00 2345161545038265 传智汇 2 1 http://www.itcast.cn +23:00:00 06478452674857782 hadoop 4 1 http://www.itcast.cn +23:00:00 23405445793591878 博学谷 4 5 http://www.itcast.cn +23:00:00 23457845712802688 hadoop 4 1 http://www.itcast.cn +23:00:00 4625224675315291 spark 2 6 http://www.itcast.cn +23:00:00 048731119953599966 itheima 10 44 http://www.itcast.cn +23:00:00 48530765688455246 hadoop 26 3 http://www.itcast.cn +23:00:00 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +23:00:00 11515839301781111 spark 4 3 http://www.itcast.cn +23:00:00 26706283607513126 java 5 6 http://www.itcast.cn +23:00:00 01532039495118448 hadoop 1 1 http://www.itcast.cn +23:00:01 0014362172758659586 hadoop 64 21 http://www.itcast.cn +23:00:01 8958844460084823 itcast 6 3 http://www.itcast.cn +23:00:01 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +23:00:01 01532039495118448 scala 1 2 http://www.itcast.cn +23:00:01 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +23:00:01 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +23:00:01 7993461044162651 传智汇 7 2 http://www.itcast.cn +23:00:01 7940115548226505 c语言 6 6 http://www.itcast.cn +23:00:01 866575159856572 传智汇 8 2 http://www.itcast.cn +23:00:01 46394240497431355 院校帮 42 26 http://www.itcast.cn +23:00:01 20251553549853485 itcast 2 1 http://www.itcast.cn +23:00:01 5388089767668996 院校帮 9 7 http://www.itcast.cn +23:00:01 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +23:00:01 9998054335177979 传智播客 2 9 http://www.itcast.cn +23:00:02 7332328301924345 java 6 8 http://www.itcast.cn +23:00:02 9026201537815861 itheima 13 24 http://www.itcast.cn +23:00:02 1421205460982763 IT培训 8 2 http://www.itcast.cn +23:00:02 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +23:00:02 05687877046704298 传智播客 5 29 http://www.itcast.cn +23:00:02 7594960465891712 c语言 2 2 http://www.itcast.cn +23:00:02 09766368846776196 spark 1 1 http://www.itcast.cn +23:00:02 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +23:00:02 7139261067744087 itheima 5 4 http://www.itcast.cn +23:00:02 8181820631750396 itheima 5 2 http://www.itcast.cn +23:00:02 28556208222257873 DataLake 3 15 http://www.itcast.cn +23:00:02 3648075681022645 数据湖 4 18 http://www.itcast.cn +23:00:02 6317584696510536 c语言 1 1 http://www.itcast.cn +23:00:02 17326342867997962 itheima 115 65 http://www.itcast.cn +23:00:03 35804326352621896 java 3 1 http://www.itcast.cn +23:00:03 35494681591404975 hadoop 2 3 http://www.itcast.cn +23:00:03 07321773511158924 itheima 2 4 http://www.itcast.cn +23:00:03 43080219994871455 c语言 1 1 http://www.itcast.cn +23:00:03 09826806962227619 IDEA 20 22 http://www.itcast.cn +23:00:03 6625608472079179 itheima 1 1 http://www.itcast.cn +23:00:03 7954902679225404 博学谷 7 3 http://www.itcast.cn +23:00:03 9717831746543397 bigdata 7 3 http://www.itcast.cn +23:00:03 6248455356965147 DataLake 3 1 http://www.itcast.cn +23:00:03 07165349589199138 bigdata 20 24 http://www.itcast.cn +23:00:03 2155385437198864 itheima 1 4 http://www.itcast.cn +22:00:03 9516207646884747 传智汇 1 1 http://www.itcast.cn +22:00:03 03151010454922942 院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 itcast 3 2 http://www.itcast.cn +22:00:04 2879613716025987 bigdata 2 3 http://www.itcast.cn +22:00:04 598816707234844 数据湖 2 2 http://www.itcast.cn +22:00:04 6943214457930995 kafka 1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 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21 http://www.itcast.cn +21:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +21:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +21:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +21:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +21:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +21:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +21:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +21:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 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hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 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bigdata 7 3 http://www.itcast.cn +19:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +00:00:00 2982199073774412 传智播客 8 3 http://www.itcast.cn +00:00:00 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +00:00:00 5228056822071097 传智播客 14 5 http://www.itcast.cn +00:00:00 6140463203615646 博学谷 62 36 http://www.itcast.cn +00:00:00 8561366108033201 IDEA 3 2 http://www.itcast.cn +00:00:00 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +23:00:00 1797943298449139 flume 8 5 http://www.itcast.cn +23:00:00 00717725924582846 itcast 1 2 http://www.itcast.cn +23:00:00 41416219018952116 bigdata 2 6 http://www.itcast.cn +23:00:00 9975666857142764 IDEA 2 2 http://www.itcast.cn +23:00:00 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +23:00:00 7423866288265172 bigdata 3 13 http://www.itcast.cn +23:00:00 0616877776407358 itcast 2 9 http://www.itcast.cn +23:00:00 3933365481995287 flume 6 3 http://www.itcast.cn +23:00:00 8242389147671512 数据仓库 2 3 http://www.itcast.cn +23:00:00 8248403977107859 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01532039495118448 scala 1 2 http://www.itcast.cn +23:00:01 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +23:00:01 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +23:00:01 7993461044162651 传智汇 7 2 http://www.itcast.cn +23:00:01 7940115548226505 c语言 6 6 http://www.itcast.cn +23:00:01 866575159856572 传智汇 8 2 http://www.itcast.cn +23:00:01 46394240497431355 院校帮 42 26 http://www.itcast.cn +23:00:01 20251553549853485 itcast 2 1 http://www.itcast.cn +23:00:01 5388089767668996 院校帮 9 7 http://www.itcast.cn +23:00:01 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +23:00:01 9998054335177979 传智播客 2 9 http://www.itcast.cn +23:00:02 7332328301924345 java 6 8 http://www.itcast.cn +23:00:02 9026201537815861 itheima 13 24 http://www.itcast.cn +23:00:02 1421205460982763 IT培训 8 2 http://www.itcast.cn +23:00:02 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +23:00:02 05687877046704298 传智播客 5 29 http://www.itcast.cn +23:00:02 7594960465891712 c语言 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6248455356965147 DataLake 3 1 http://www.itcast.cn +23:00:03 07165349589199138 bigdata 20 24 http://www.itcast.cn +23:00:03 2155385437198864 itheima 1 4 http://www.itcast.cn +22:00:03 9516207646884747 传智汇 1 1 http://www.itcast.cn +22:00:03 03151010454922942 院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 itcast 3 2 http://www.itcast.cn +22:00:04 2879613716025987 bigdata 2 3 http://www.itcast.cn +22:00:04 598816707234844 数据湖 2 2 http://www.itcast.cn +22:00:04 6943214457930995 kafka 1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +22:00:04 9975666857142764 java 3 3 http://www.itcast.cn +22:00:04 980289257562675 scala 2 3 http://www.itcast.cn +22:00:04 13247246443688898 itcast 11 13 http://www.itcast.cn +22:00:04 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +22:00:04 041495093190586196 itcast 10 8 http://www.itcast.cn +22:00:04 376189760947982 博学谷 3 3 http://www.itcast.cn +22:00:04 09215584418987899 院校帮 2 17 http://www.itcast.cn +22:00:04 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +22:00:04 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +22:00:04 016121060750067695 bigdata 2 4 http://www.itcast.cn +22:00:05 5622880127464453 bigdata 7 2 http://www.itcast.cn +22:00:05 7256222512839713 java 5 3 http://www.itcast.cn +22:00:05 4597407597846744 bigdata 4 1 http://www.itcast.cn +22:00:05 9097516432743482 kafka 1 1 http://www.itcast.cn +22:00:05 7584207738042873 itheima 2 1 http://www.itcast.cn +22:00:05 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +22:00:05 7044693659960919 数据仓库 10 8 http://www.itcast.cn +22:00:05 15984948747597305 传智汇 2 4 http://www.itcast.cn +22:00:05 44801909258572364 hadoop 1 2 http://www.itcast.cn +22:00:05 41641664258866384 博学谷 7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +22:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +22:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +22:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +22:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +22:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +22:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +22:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +22:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +22:00:07 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+21:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +21:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +21:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +21:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +21:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +21:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +21:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +21:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +21:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +21:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +21:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +21:00:07 598816707234844 数据湖 2 2 http://www.itcast.cn +21:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +21:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +21:00:07 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +21:00:07 9975666857142764 java 3 3 http://www.itcast.cn +21:00:07 980289257562675 scala 2 3 http://www.itcast.cn +20:00:07 13247246443688898 itcast 11 13 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +20:00:07 041495093190586196 itcast 10 8 http://www.itcast.cn +20:00:07 376189760947982 博学谷 3 3 http://www.itcast.cn +20:00:07 09215584418987899 院校帮 2 17 http://www.itcast.cn +20:00:07 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +20:00:07 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +20:00:07 016121060750067695 bigdata 2 4 http://www.itcast.cn +20:00:07 5622880127464453 bigdata 7 2 http://www.itcast.cn +20:00:07 7256222512839713 java 5 3 http://www.itcast.cn +20:00:07 4597407597846744 bigdata 4 1 http://www.itcast.cn +20:00:07 9097516432743482 kafka 1 1 http://www.itcast.cn +20:00:07 7584207738042873 itheima 2 1 http://www.itcast.cn +20:00:07 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +20:00:07 7044693659960919 数据仓库 10 8 http://www.itcast.cn +20:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +20:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +20:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +20:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +20:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +20:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +20:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +20:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +20:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +20:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +20:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +20:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +20:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +20:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +20:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +20:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +20:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +19:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +19:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +19:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +00:00:00 2982199073774412 传智播客 8 3 http://www.itcast.cn +00:00:00 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +00:00:00 5228056822071097 传智播客 14 5 http://www.itcast.cn +00:00:00 6140463203615646 博学谷 62 36 http://www.itcast.cn +00:00:00 8561366108033201 IDEA 3 2 http://www.itcast.cn +00:00:00 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +23:00:00 1797943298449139 flume 8 5 http://www.itcast.cn +23:00:00 00717725924582846 itcast 1 2 http://www.itcast.cn +23:00:00 41416219018952116 bigdata 2 6 http://www.itcast.cn +23:00:00 9975666857142764 IDEA 2 2 http://www.itcast.cn +23:00:00 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +23:00:00 7423866288265172 bigdata 3 13 http://www.itcast.cn +23:00:00 0616877776407358 itcast 2 9 http://www.itcast.cn +23:00:00 3933365481995287 flume 6 3 http://www.itcast.cn +23:00:00 8242389147671512 数据仓库 2 3 http://www.itcast.cn +23:00:00 8248403977107859 传智汇 1 1 http://www.itcast.cn +23:00:00 6239728533154822 itheima 7 9 http://www.itcast.cn +23:00:00 6551182914925117 itcast 6 4 http://www.itcast.cn +23:00:00 2345161545038265 传智汇 2 1 http://www.itcast.cn +23:00:00 06478452674857782 hadoop 4 1 http://www.itcast.cn +23:00:00 23405445793591878 博学谷 4 5 http://www.itcast.cn +23:00:00 23457845712802688 hadoop 4 1 http://www.itcast.cn +23:00:00 4625224675315291 spark 2 6 http://www.itcast.cn +23:00:00 048731119953599966 itheima 10 44 http://www.itcast.cn +23:00:00 48530765688455246 hadoop 26 3 http://www.itcast.cn +23:00:00 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +23:00:00 11515839301781111 spark 4 3 http://www.itcast.cn +23:00:00 26706283607513126 java 5 6 http://www.itcast.cn +23:00:00 01532039495118448 hadoop 1 1 http://www.itcast.cn +23:00:01 0014362172758659586 hadoop 64 21 http://www.itcast.cn +23:00:01 8958844460084823 itcast 6 3 http://www.itcast.cn +23:00:01 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +23:00:01 01532039495118448 scala 1 2 http://www.itcast.cn +23:00:01 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +23:00:01 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +23:00:01 7993461044162651 传智汇 7 2 http://www.itcast.cn +23:00:01 7940115548226505 c语言 6 6 http://www.itcast.cn +23:00:01 866575159856572 传智汇 8 2 http://www.itcast.cn +23:00:01 46394240497431355 院校帮 42 26 http://www.itcast.cn +23:00:01 20251553549853485 itcast 2 1 http://www.itcast.cn +23:00:01 5388089767668996 院校帮 9 7 http://www.itcast.cn +23:00:01 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +23:00:01 9998054335177979 传智播客 2 9 http://www.itcast.cn +23:00:02 7332328301924345 java 6 8 http://www.itcast.cn +23:00:02 9026201537815861 itheima 13 24 http://www.itcast.cn +23:00:02 1421205460982763 IT培训 8 2 http://www.itcast.cn +23:00:02 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +23:00:02 05687877046704298 传智播客 5 29 http://www.itcast.cn +23:00:02 7594960465891712 c语言 2 2 http://www.itcast.cn +23:00:02 09766368846776196 spark 1 1 http://www.itcast.cn +23:00:02 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +23:00:02 7139261067744087 itheima 5 4 http://www.itcast.cn +23:00:02 8181820631750396 itheima 5 2 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http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +22:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +22:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +22:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +22:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +22:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +22:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +22:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +22:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +22:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +21:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +21:00:07 23457845712802688 hadoop 4 1 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http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 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44 http://www.itcast.cn +20:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +20:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +20:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +20:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +20:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +20:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +20:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +19:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +19:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +19:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +18:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +18:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +18:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +18:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +18:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +18:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +18:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +18:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +18:00:07 598816707234844 数据湖 2 2 http://www.itcast.cn +18:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +18:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +18:00:07 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +18:00:07 9975666857142764 java 3 3 http://www.itcast.cn +18:00:07 980289257562675 scala 2 3 http://www.itcast.cn +18:00:07 13247246443688898 itcast 11 13 http://www.itcast.cn +18:00:07 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +17:00:07 041495093190586196 itcast 10 8 http://www.itcast.cn +17:00:07 376189760947982 博学谷 3 3 http://www.itcast.cn +17:00:07 09215584418987899 院校帮 2 17 http://www.itcast.cn +17:00:07 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +17:00:07 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +17:00:07 016121060750067695 bigdata 2 4 http://www.itcast.cn +17:00:07 5622880127464453 bigdata 7 2 http://www.itcast.cn +17:00:07 7256222512839713 java 5 3 http://www.itcast.cn +17:00:07 4597407597846744 bigdata 4 1 http://www.itcast.cn +17:00:07 9097516432743482 kafka 1 1 http://www.itcast.cn +17:00:07 7584207738042873 itheima 2 1 http://www.itcast.cn +16:00:07 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +16:00:07 7044693659960919 数据仓库 10 8 http://www.itcast.cn +16:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +16:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +16:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +16:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +16:00:08 2982199073774412 传智播客 8 3 http://www.itcast.cn +16:00:08 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +16:00:08 5228056822071097 传智播客 14 5 http://www.itcast.cn +16:00:08 6140463203615646 博学谷 62 36 http://www.itcast.cn +16:00:08 8561366108033201 IDEA 3 2 http://www.itcast.cn +16:00:08 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +16:00:08 1797943298449139 flume 8 5 http://www.itcast.cn +16:00:08 00717725924582846 itcast 1 2 http://www.itcast.cn +16:00:08 41416219018952116 bigdata 2 6 http://www.itcast.cn +16:00:08 9975666857142764 IDEA 2 2 http://www.itcast.cn +16:00:08 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +16:00:08 7423866288265172 bigdata 3 13 http://www.itcast.cn +16:00:08 0616877776407358 itcast 2 9 http://www.itcast.cn +16:00:08 3933365481995287 flume 6 3 http://www.itcast.cn +16:00:08 8242389147671512 数据仓库 2 3 http://www.itcast.cn +16:00:08 8248403977107859 传智汇 1 1 http://www.itcast.cn +16:00:08 6239728533154822 itheima 7 9 http://www.itcast.cn +16:00:08 6551182914925117 itcast 6 4 http://www.itcast.cn +16:00:08 2345161545038265 传智汇 2 1 http://www.itcast.cn +16:00:08 06478452674857782 hadoop 4 1 http://www.itcast.cn +16:00:08 23405445793591878 博学谷 4 5 http://www.itcast.cn +16:00:08 23457845712802688 hadoop 4 1 http://www.itcast.cn +16:00:08 4625224675315291 spark 2 6 http://www.itcast.cn +16:00:08 048731119953599966 itheima 10 44 http://www.itcast.cn +16:00:08 48530765688455246 hadoop 26 3 http://www.itcast.cn +16:00:08 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +16:00:08 11515839301781111 spark 4 3 http://www.itcast.cn +16:00:08 26706283607513126 java 5 6 http://www.itcast.cn +16:00:08 01532039495118448 hadoop 1 1 http://www.itcast.cn +16:00:08 0014362172758659586 hadoop 64 21 http://www.itcast.cn +16:00:08 8958844460084823 itcast 6 3 http://www.itcast.cn +16:00:08 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +16:00:08 01532039495118448 scala 1 2 http://www.itcast.cn +16:00:08 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +16:00:08 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +16:00:08 7993461044162651 传智汇 7 2 http://www.itcast.cn +16:00:08 7940115548226505 c语言 6 6 http://www.itcast.cn +16:00:08 866575159856572 传智汇 8 2 http://www.itcast.cn +16:00:08 46394240497431355 院校帮 42 26 http://www.itcast.cn +16:00:08 20251553549853485 itcast 2 1 http://www.itcast.cn +16:00:08 5388089767668996 院校帮 9 7 http://www.itcast.cn +16:00:08 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +16:00:08 9998054335177979 传智播客 2 9 http://www.itcast.cn +16:00:08 7332328301924345 java 6 8 http://www.itcast.cn +16:00:08 9026201537815861 itheima 13 24 http://www.itcast.cn +16:00:08 1421205460982763 IT培训 8 2 http://www.itcast.cn +16:00:08 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +16:00:08 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +16:00:08 05687877046704298 传智播客 5 29 http://www.itcast.cn +16:00:08 7594960465891712 c语言 2 2 http://www.itcast.cn +16:00:08 09766368846776196 spark 1 1 http://www.itcast.cn +16:00:08 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +16:00:08 7139261067744087 itheima 5 4 http://www.itcast.cn +16:00:08 8181820631750396 itheima 5 2 http://www.itcast.cn +16:00:08 28556208222257873 DataLake 3 15 http://www.itcast.cn +16:00:08 3648075681022645 数据湖 4 18 http://www.itcast.cn +16:00:08 6317584696510536 c语言 1 1 http://www.itcast.cn +16:00:08 17326342867997962 itheima 115 65 http://www.itcast.cn +16:00:08 35804326352621896 java 3 1 http://www.itcast.cn +16:00:08 35494681591404975 hadoop 2 3 http://www.itcast.cn +16:00:08 07321773511158924 itheima 2 4 http://www.itcast.cn +16:00:08 43080219994871455 c语言 1 1 http://www.itcast.cn +16:00:08 09826806962227619 IDEA 20 22 http://www.itcast.cn +16:00:08 6625608472079179 itheima 1 1 http://www.itcast.cn +16:00:08 7954902679225404 博学谷 7 3 http://www.itcast.cn +15:00:08 9717831746543397 bigdata 7 3 http://www.itcast.cn +15:00:08 6248455356965147 DataLake 3 1 http://www.itcast.cn +15:00:08 07165349589199138 bigdata 20 24 http://www.itcast.cn +15:00:08 2155385437198864 itheima 1 4 http://www.itcast.cn +15:00:08 9516207646884747 传智汇 1 1 http://www.itcast.cn +15:00:08 03151010454922942 院校帮 14 31 http://www.itcast.cn +15:00:08 33445072154055155 传智播客 1 1 http://www.itcast.cn +15:00:08 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +15:00:08 25387369164541234 itcast 3 2 http://www.itcast.cn +15:00:08 2879613716025987 bigdata 2 3 http://www.itcast.cn +15:00:08 598816707234844 数据湖 2 2 http://www.itcast.cn +15:00:08 6943214457930995 kafka 1 16 http://www.itcast.cn +15:00:08 0907685968180253 院校帮 5 2 http://www.itcast.cn +15:00:08 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +15:00:08 9975666857142764 java 3 3 http://www.itcast.cn +15:00:08 980289257562675 scala 2 3 http://www.itcast.cn +15:00:08 13247246443688898 itcast 11 13 http://www.itcast.cn +15:00:08 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +15:00:08 041495093190586196 itcast 10 8 http://www.itcast.cn +15:00:08 376189760947982 博学谷 3 3 http://www.itcast.cn +15:00:08 09215584418987899 院校帮 2 17 http://www.itcast.cn +15:00:08 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +15:00:08 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +15:00:08 016121060750067695 bigdata 2 4 http://www.itcast.cn +15:00:08 5622880127464453 bigdata 7 2 http://www.itcast.cn +15:00:08 7256222512839713 java 5 3 http://www.itcast.cn +15:00:08 4597407597846744 bigdata 4 1 http://www.itcast.cn +15:00:08 9097516432743482 kafka 1 1 http://www.itcast.cn +15:00:08 7584207738042873 itheima 2 1 http://www.itcast.cn +15:00:08 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +15:00:08 7044693659960919 数据仓库 10 8 http://www.itcast.cn +15:00:08 15984948747597305 传智汇 2 4 http://www.itcast.cn +15:00:08 44801909258572364 hadoop 1 2 http://www.itcast.cn +15:00:08 41641664258866384 博学谷 7 1 http://www.itcast.cn +15:00:08 6185822016522959 scala 4 1 http://www.itcast.cn +15:00:09 2982199073774412 传智播客 8 3 http://www.itcast.cn +15:00:09 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +15:00:09 5228056822071097 传智播客 14 5 http://www.itcast.cn +15:00:09 6140463203615646 博学谷 62 36 http://www.itcast.cn +15:00:09 8561366108033201 IDEA 3 2 http://www.itcast.cn +15:00:09 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +15:00:09 1797943298449139 flume 8 5 http://www.itcast.cn +15:00:09 00717725924582846 itcast 1 2 http://www.itcast.cn +15:00:09 41416219018952116 bigdata 2 6 http://www.itcast.cn +15:00:09 9975666857142764 IDEA 2 2 http://www.itcast.cn +15:00:09 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +15:00:09 7423866288265172 bigdata 3 13 http://www.itcast.cn +15:00:09 0616877776407358 itcast 2 9 http://www.itcast.cn +15:00:09 3933365481995287 flume 6 3 http://www.itcast.cn +15:00:09 8242389147671512 数据仓库 2 3 http://www.itcast.cn +14:00:09 8248403977107859 传智汇 1 1 http://www.itcast.cn +14:00:09 6239728533154822 itheima 7 9 http://www.itcast.cn +14:00:09 6551182914925117 itcast 6 4 http://www.itcast.cn +14:00:09 2345161545038265 传智汇 2 1 http://www.itcast.cn +14:00:09 06478452674857782 hadoop 4 1 http://www.itcast.cn +14:00:09 23405445793591878 博学谷 4 5 http://www.itcast.cn +14:00:09 23457845712802688 hadoop 4 1 http://www.itcast.cn +14:00:09 4625224675315291 spark 2 6 http://www.itcast.cn +14:00:09 048731119953599966 itheima 10 44 http://www.itcast.cn +14:00:09 48530765688455246 hadoop 26 3 http://www.itcast.cn +14:00:09 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +14:00:09 11515839301781111 spark 4 3 http://www.itcast.cn +14:00:09 26706283607513126 java 5 6 http://www.itcast.cn +14:00:09 01532039495118448 hadoop 1 1 http://www.itcast.cn +14:00:09 0014362172758659586 hadoop 64 21 http://www.itcast.cn +14:00:09 8958844460084823 itcast 6 3 http://www.itcast.cn +14:00:09 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +14:00:09 01532039495118448 scala 1 2 http://www.itcast.cn +14:00:09 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +14:00:09 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +14:00:09 7993461044162651 传智汇 7 2 http://www.itcast.cn +14:00:09 7940115548226505 c语言 6 6 http://www.itcast.cn +14:00:09 866575159856572 传智汇 8 2 http://www.itcast.cn +14:00:09 46394240497431355 院校帮 42 26 http://www.itcast.cn +14:00:09 20251553549853485 itcast 2 1 http://www.itcast.cn +14:00:09 5388089767668996 院校帮 9 7 http://www.itcast.cn +14:00:09 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +14:00:09 9998054335177979 传智播客 2 9 http://www.itcast.cn +14:00:09 7332328301924345 java 6 8 http://www.itcast.cn +14:00:09 9026201537815861 itheima 13 24 http://www.itcast.cn +14:00:09 1421205460982763 IT培训 8 2 http://www.itcast.cn +14:00:09 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +14:00:09 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +14:00:09 05687877046704298 传智播客 5 29 http://www.itcast.cn +14:00:09 7594960465891712 c语言 2 2 http://www.itcast.cn +14:00:09 09766368846776196 spark 1 1 http://www.itcast.cn +14:00:09 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +14:00:09 7139261067744087 itheima 5 4 http://www.itcast.cn +14:00:09 8181820631750396 itheima 5 2 http://www.itcast.cn +14:00:09 28556208222257873 DataLake 3 15 http://www.itcast.cn +14:00:09 3648075681022645 数据湖 4 18 http://www.itcast.cn +14:00:09 6317584696510536 c语言 1 1 http://www.itcast.cn +14:00:09 17326342867997962 itheima 115 65 http://www.itcast.cn +14:00:09 35804326352621896 java 3 1 http://www.itcast.cn +14:00:09 35494681591404975 hadoop 2 3 http://www.itcast.cn +14:00:09 07321773511158924 itheima 2 4 http://www.itcast.cn +14:00:09 43080219994871455 c语言 1 1 http://www.itcast.cn +14:00:09 09826806962227619 IDEA 20 22 http://www.itcast.cn +14:00:09 6625608472079179 itheima 1 1 http://www.itcast.cn +14:00:09 7954902679225404 博学谷 7 3 http://www.itcast.cn +14:00:09 9717831746543397 bigdata 7 3 http://www.itcast.cn +14:00:09 6248455356965147 DataLake 3 1 http://www.itcast.cn +14:00:09 07165349589199138 bigdata 20 24 http://www.itcast.cn +14:00:09 2155385437198864 itheima 1 4 http://www.itcast.cn +14:00:09 9516207646884747 传智汇 1 1 http://www.itcast.cn +14:00:09 03151010454922942 院校帮 14 31 http://www.itcast.cn +14:00:09 33445072154055155 传智播客 1 1 http://www.itcast.cn +14:00:09 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +14:00:09 25387369164541234 itcast 3 2 http://www.itcast.cn +14:00:09 2879613716025987 bigdata 2 3 http://www.itcast.cn +14:00:09 598816707234844 数据湖 2 2 http://www.itcast.cn +14:00:09 6943214457930995 kafka 1 16 http://www.itcast.cn +14:00:09 0907685968180253 院校帮 5 2 http://www.itcast.cn +14:00:09 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +14:00:09 9975666857142764 java 3 3 http://www.itcast.cn +14:00:09 980289257562675 scala 2 3 http://www.itcast.cn +14:00:09 13247246443688898 itcast 11 13 http://www.itcast.cn +14:00:09 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +14:00:09 041495093190586196 itcast 10 8 http://www.itcast.cn +14:00:09 376189760947982 博学谷 3 3 http://www.itcast.cn +14:00:09 09215584418987899 院校帮 2 17 http://www.itcast.cn +14:00:09 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +14:00:09 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +14:00:09 016121060750067695 bigdata 2 4 http://www.itcast.cn +14:00:09 5622880127464453 bigdata 7 2 http://www.itcast.cn +14:00:09 7256222512839713 java 5 3 http://www.itcast.cn +14:00:09 4597407597846744 bigdata 4 1 http://www.itcast.cn +14:00:09 9097516432743482 kafka 1 1 http://www.itcast.cn +14:00:09 7584207738042873 itheima 2 1 http://www.itcast.cn +14:00:09 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +14:00:09 7044693659960919 数据仓库 10 8 http://www.itcast.cn +14:00:09 15984948747597305 传智汇 2 4 http://www.itcast.cn +14:00:09 44801909258572364 hadoop 1 2 http://www.itcast.cn +14:00:09 41641664258866384 博学谷 7 1 http://www.itcast.cn +14:00:10 6185822016522959 scala 4 1 http://www.itcast.cn +14:00:10 2982199073774412 传智播客 8 3 http://www.itcast.cn +14:00:10 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +14:00:10 5228056822071097 传智播客 14 5 http://www.itcast.cn +14:00:10 6140463203615646 博学谷 62 36 http://www.itcast.cn +14:00:10 8561366108033201 IDEA 3 2 http://www.itcast.cn +14:00:10 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +13:00:10 1797943298449139 flume 8 5 http://www.itcast.cn +13:00:10 00717725924582846 itcast 1 2 http://www.itcast.cn +13:00:10 41416219018952116 bigdata 2 6 http://www.itcast.cn +13:00:10 9975666857142764 IDEA 2 2 http://www.itcast.cn +13:00:10 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +13:00:10 7423866288265172 bigdata 3 13 http://www.itcast.cn +13:00:10 0616877776407358 itcast 2 9 http://www.itcast.cn +13:00:10 3933365481995287 flume 6 3 http://www.itcast.cn +13:00:10 8242389147671512 数据仓库 2 3 http://www.itcast.cn +13:00:10 8248403977107859 传智汇 1 1 http://www.itcast.cn +13:00:10 6239728533154822 itheima 7 9 http://www.itcast.cn +13:00:10 6551182914925117 itcast 6 4 http://www.itcast.cn +13:00:10 2345161545038265 传智汇 2 1 http://www.itcast.cn +13:00:10 06478452674857782 hadoop 4 1 http://www.itcast.cn +13:00:10 23405445793591878 博学谷 4 5 http://www.itcast.cn +13:00:10 23457845712802688 hadoop 4 1 http://www.itcast.cn +13:00:10 4625224675315291 spark 2 6 http://www.itcast.cn +13:00:10 048731119953599966 itheima 10 44 http://www.itcast.cn +13:00:10 48530765688455246 hadoop 26 3 http://www.itcast.cn +13:00:10 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +13:00:10 11515839301781111 spark 4 3 http://www.itcast.cn +13:00:10 26706283607513126 java 5 6 http://www.itcast.cn +13:00:10 01532039495118448 hadoop 1 1 http://www.itcast.cn +13:00:10 0014362172758659586 hadoop 64 21 http://www.itcast.cn +13:00:10 8958844460084823 itcast 6 3 http://www.itcast.cn +13:00:10 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +13:00:10 01532039495118448 scala 1 2 http://www.itcast.cn +13:00:10 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +13:00:10 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +13:00:10 7993461044162651 传智汇 7 2 http://www.itcast.cn +13:00:10 7940115548226505 c语言 6 6 http://www.itcast.cn +12:00:10 866575159856572 传智汇 8 2 http://www.itcast.cn +12:00:10 46394240497431355 院校帮 42 26 http://www.itcast.cn +12:00:10 20251553549853485 itcast 2 1 http://www.itcast.cn +12:00:10 5388089767668996 院校帮 9 7 http://www.itcast.cn +12:00:10 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +12:00:10 9998054335177979 传智播客 2 9 http://www.itcast.cn +12:00:10 7332328301924345 java 6 8 http://www.itcast.cn +12:00:10 9026201537815861 itheima 13 24 http://www.itcast.cn +12:00:10 1421205460982763 IT培训 8 2 http://www.itcast.cn +12:00:10 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +12:00:10 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +12:00:10 05687877046704298 传智播客 5 29 http://www.itcast.cn +12:00:10 7594960465891712 c语言 2 2 http://www.itcast.cn +12:00:10 09766368846776196 spark 1 1 http://www.itcast.cn +12:00:10 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +12:00:10 7139261067744087 itheima 5 4 http://www.itcast.cn +12:00:10 8181820631750396 itheima 5 2 http://www.itcast.cn +12:00:10 28556208222257873 DataLake 3 15 http://www.itcast.cn +12:00:10 3648075681022645 数据湖 4 18 http://www.itcast.cn +12:00:10 6317584696510536 c语言 1 1 http://www.itcast.cn +12:00:10 17326342867997962 itheima 115 65 http://www.itcast.cn +12:00:10 35804326352621896 java 3 1 http://www.itcast.cn +12:00:10 35494681591404975 hadoop 2 3 http://www.itcast.cn +12:00:10 07321773511158924 itheima 2 4 http://www.itcast.cn +12:00:10 43080219994871455 c语言 1 1 http://www.itcast.cn +12:00:10 09826806962227619 IDEA 20 22 http://www.itcast.cn +12:00:10 6625608472079179 itheima 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hadoop 1 2 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 7256222512839713 java 5 3 http://www.itcast.cn +12:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +12:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +12:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +12:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +12:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +12:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +12:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 7256222512839713 java 5 3 http://www.itcast.cn +12:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +12:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +12:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +12:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +12:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +12:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +12:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 7256222512839713 java 5 3 http://www.itcast.cn +12:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +12:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +12:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +12:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:12 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:12 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:12 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:12 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:12 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:12 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:12 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:12 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:12 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:12 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:12 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:12 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:12 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:12 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:12 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:12 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:12 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:12 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:12 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:12 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:12 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:12 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:12 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:12 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:12 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:12 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:12 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:12 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:13 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:13 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:13 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:13 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:13 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:13 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:13 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:13 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:13 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:13 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:13 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:13 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:13 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:13 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:13 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:13 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:13 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:13 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:13 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:13 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:13 15984948747597305 传智汇 2 4 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http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +21:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +21:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +21:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +21:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +21:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +21:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +21:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +21:00:07 598816707234844 数据湖 2 2 http://www.itcast.cn +21:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +21:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +21:00:07 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +21:00:07 9975666857142764 java 3 3 http://www.itcast.cn +21:00:07 980289257562675 scala 2 3 http://www.itcast.cn +20:00:07 13247246443688898 itcast 11 13 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +20:00:07 041495093190586196 itcast 10 8 http://www.itcast.cn +20:00:07 376189760947982 博学谷 3 3 http://www.itcast.cn +20:00:07 09215584418987899 院校帮 2 17 http://www.itcast.cn +20:00:07 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +20:00:07 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +20:00:07 016121060750067695 bigdata 2 4 http://www.itcast.cn +20:00:07 5622880127464453 bigdata 7 2 http://www.itcast.cn +20:00:07 7256222512839713 java 5 3 http://www.itcast.cn +20:00:07 4597407597846744 bigdata 4 1 http://www.itcast.cn +20:00:07 9097516432743482 kafka 1 1 http://www.itcast.cn +20:00:07 7584207738042873 itheima 2 1 http://www.itcast.cn +20:00:07 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7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +20:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +20:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +20:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +20:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +20:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +20:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +20:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +20:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +20:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +20:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +20:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +20:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +20:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +20:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +20:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +19:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +19:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +19:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +00:00:00 2982199073774412 传智播客 8 3 http://www.itcast.cn +00:00:00 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +00:00:00 5228056822071097 传智播客 14 5 http://www.itcast.cn +00:00:00 6140463203615646 博学谷 62 36 http://www.itcast.cn +00:00:00 8561366108033201 IDEA 3 2 http://www.itcast.cn +00:00:00 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +23:00:00 1797943298449139 flume 8 5 http://www.itcast.cn +23:00:00 00717725924582846 itcast 1 2 http://www.itcast.cn +23:00:00 41416219018952116 bigdata 2 6 http://www.itcast.cn +23:00:00 9975666857142764 IDEA 2 2 http://www.itcast.cn +23:00:00 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +23:00:00 7423866288265172 bigdata 3 13 http://www.itcast.cn +23:00:00 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2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +23:00:02 05687877046704298 传智播客 5 29 http://www.itcast.cn +23:00:02 7594960465891712 c语言 2 2 http://www.itcast.cn +23:00:02 09766368846776196 spark 1 1 http://www.itcast.cn +23:00:02 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +23:00:02 7139261067744087 itheima 5 4 http://www.itcast.cn +23:00:02 8181820631750396 itheima 5 2 http://www.itcast.cn +23:00:02 28556208222257873 DataLake 3 15 http://www.itcast.cn +23:00:02 3648075681022645 数据湖 4 18 http://www.itcast.cn +23:00:02 6317584696510536 c语言 1 1 http://www.itcast.cn +23:00:02 17326342867997962 itheima 115 65 http://www.itcast.cn +23:00:03 35804326352621896 java 3 1 http://www.itcast.cn +23:00:03 35494681591404975 hadoop 2 3 http://www.itcast.cn +23:00:03 07321773511158924 itheima 2 4 http://www.itcast.cn +23:00:03 43080219994871455 c语言 1 1 http://www.itcast.cn +23:00:03 09826806962227619 IDEA 20 22 http://www.itcast.cn +23:00:03 6625608472079179 itheima 1 1 http://www.itcast.cn +23:00:03 7954902679225404 博学谷 7 3 http://www.itcast.cn +23:00:03 9717831746543397 bigdata 7 3 http://www.itcast.cn +23:00:03 6248455356965147 DataLake 3 1 http://www.itcast.cn +23:00:03 07165349589199138 bigdata 20 24 http://www.itcast.cn +23:00:03 2155385437198864 itheima 1 4 http://www.itcast.cn +22:00:03 9516207646884747 传智汇 1 1 http://www.itcast.cn +22:00:03 03151010454922942 院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 itcast 3 2 http://www.itcast.cn +22:00:04 2879613716025987 bigdata 2 3 http://www.itcast.cn +22:00:04 598816707234844 数据湖 2 2 http://www.itcast.cn +22:00:04 6943214457930995 kafka 1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +22:00:04 9975666857142764 java 3 3 http://www.itcast.cn +22:00:04 980289257562675 scala 2 3 http://www.itcast.cn +22:00:04 13247246443688898 itcast 11 13 http://www.itcast.cn +22:00:04 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +22:00:04 041495093190586196 itcast 10 8 http://www.itcast.cn +22:00:04 376189760947982 博学谷 3 3 http://www.itcast.cn +22:00:04 09215584418987899 院校帮 2 17 http://www.itcast.cn +22:00:04 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +22:00:04 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +22:00:04 016121060750067695 bigdata 2 4 http://www.itcast.cn +22:00:05 5622880127464453 bigdata 7 2 http://www.itcast.cn +22:00:05 7256222512839713 java 5 3 http://www.itcast.cn +22:00:05 4597407597846744 bigdata 4 1 http://www.itcast.cn +22:00:05 9097516432743482 kafka 1 1 http://www.itcast.cn +22:00:05 7584207738042873 itheima 2 1 http://www.itcast.cn +22:00:05 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +22:00:05 7044693659960919 数据仓库 10 8 http://www.itcast.cn +22:00:05 15984948747597305 传智汇 2 4 http://www.itcast.cn +22:00:05 44801909258572364 hadoop 1 2 http://www.itcast.cn +22:00:05 41641664258866384 博学谷 7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +22:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +22:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +22:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +22:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +22:00:07 3933365481995287 flume 6 3 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6 3 http://www.itcast.cn +21:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +21:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +21:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +21:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +21:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +21:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +21:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 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7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +21:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +21:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +21:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +21:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +21:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +21:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +21:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +21:00:07 598816707234844 数据湖 2 2 http://www.itcast.cn +21:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +21:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +21:00:07 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +21:00:07 9975666857142764 java 3 3 http://www.itcast.cn +21:00:07 980289257562675 scala 2 3 http://www.itcast.cn +20:00:07 13247246443688898 itcast 11 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7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 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scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +20:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +20:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 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3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +23:00:01 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +23:00:01 7993461044162651 传智汇 7 2 http://www.itcast.cn +23:00:01 7940115548226505 c语言 6 6 http://www.itcast.cn +23:00:01 866575159856572 传智汇 8 2 http://www.itcast.cn +23:00:01 46394240497431355 院校帮 42 26 http://www.itcast.cn +23:00:01 20251553549853485 itcast 2 1 http://www.itcast.cn +23:00:01 5388089767668996 院校帮 9 7 http://www.itcast.cn +23:00:01 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +23:00:01 9998054335177979 传智播客 2 9 http://www.itcast.cn +23:00:02 7332328301924345 java 6 8 http://www.itcast.cn +23:00:02 9026201537815861 itheima 13 24 http://www.itcast.cn +23:00:02 1421205460982763 IT培训 8 2 http://www.itcast.cn +23:00:02 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +23:00:02 05687877046704298 传智播客 5 29 http://www.itcast.cn +23:00:02 7594960465891712 c语言 2 2 http://www.itcast.cn +23:00:02 09766368846776196 spark 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07165349589199138 bigdata 20 24 http://www.itcast.cn +23:00:03 2155385437198864 itheima 1 4 http://www.itcast.cn +22:00:03 9516207646884747 传智汇 1 1 http://www.itcast.cn +22:00:03 03151010454922942 院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 itcast 3 2 http://www.itcast.cn +22:00:04 2879613716025987 bigdata 2 3 http://www.itcast.cn +22:00:04 598816707234844 数据湖 2 2 http://www.itcast.cn +22:00:04 6943214457930995 kafka 1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +22:00:04 9975666857142764 java 3 3 http://www.itcast.cn +22:00:04 980289257562675 scala 2 3 http://www.itcast.cn +22:00:04 13247246443688898 itcast 11 13 http://www.itcast.cn +22:00:04 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +22:00:04 041495093190586196 itcast 10 8 http://www.itcast.cn +22:00:04 376189760947982 博学谷 3 3 http://www.itcast.cn +22:00:04 09215584418987899 院校帮 2 17 http://www.itcast.cn +22:00:04 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +22:00:04 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +22:00:04 016121060750067695 bigdata 2 4 http://www.itcast.cn +22:00:05 5622880127464453 bigdata 7 2 http://www.itcast.cn +22:00:05 7256222512839713 java 5 3 http://www.itcast.cn +22:00:05 4597407597846744 bigdata 4 1 http://www.itcast.cn +22:00:05 9097516432743482 kafka 1 1 http://www.itcast.cn +22:00:05 7584207738042873 itheima 2 1 http://www.itcast.cn +22:00:05 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +22:00:05 7044693659960919 数据仓库 10 8 http://www.itcast.cn +22:00:05 15984948747597305 传智汇 2 4 http://www.itcast.cn +22:00:05 44801909258572364 hadoop 1 2 http://www.itcast.cn +22:00:05 41641664258866384 博学谷 7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 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7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +21:00:07 2155385437198864 itheima 1 4 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bigdata 2 4 http://www.itcast.cn +22:00:05 5622880127464453 bigdata 7 2 http://www.itcast.cn +22:00:05 7256222512839713 java 5 3 http://www.itcast.cn +22:00:05 4597407597846744 bigdata 4 1 http://www.itcast.cn +22:00:05 9097516432743482 kafka 1 1 http://www.itcast.cn +22:00:05 7584207738042873 itheima 2 1 http://www.itcast.cn +22:00:05 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +22:00:05 7044693659960919 数据仓库 10 8 http://www.itcast.cn +22:00:05 15984948747597305 传智汇 2 4 http://www.itcast.cn +22:00:05 44801909258572364 hadoop 1 2 http://www.itcast.cn +22:00:05 41641664258866384 博学谷 7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +22:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +22:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 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http://www.itcast.cn +21:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +21:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +21:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +21:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +21:00:07 26706283607513126 java 5 6 http://www.itcast.cn +21:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +21:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +21:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +21:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +21:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +21:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +21:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +21:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +21:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +21:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +21:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +21:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +21:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +21:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +21:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +21:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +21:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +21:00:07 598816707234844 数据湖 2 2 http://www.itcast.cn +21:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +21:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +21:00:07 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +21:00:07 9975666857142764 java 3 3 http://www.itcast.cn +21:00:07 980289257562675 scala 2 3 http://www.itcast.cn +20:00:07 13247246443688898 itcast 11 13 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +20:00:07 041495093190586196 itcast 10 8 http://www.itcast.cn +20:00:07 376189760947982 博学谷 3 3 http://www.itcast.cn +20:00:07 09215584418987899 院校帮 2 17 http://www.itcast.cn +20:00:07 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +20:00:07 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +20:00:07 016121060750067695 bigdata 2 4 http://www.itcast.cn +20:00:07 5622880127464453 bigdata 7 2 http://www.itcast.cn +20:00:07 7256222512839713 java 5 3 http://www.itcast.cn +20:00:07 4597407597846744 bigdata 4 1 http://www.itcast.cn +20:00:07 9097516432743482 kafka 1 1 http://www.itcast.cn +20:00:07 7584207738042873 itheima 2 1 http://www.itcast.cn +20:00:07 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +20:00:07 7044693659960919 数据仓库 10 8 http://www.itcast.cn +20:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +20:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +20:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +20:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +20:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +20:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +20:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +20:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +20:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +20:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +20:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +20:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +20:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +20:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +20:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +20:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +20:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +19:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +19:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +19:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +00:00:00 2982199073774412 传智播客 8 3 http://www.itcast.cn +00:00:00 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +00:00:00 5228056822071097 传智播客 14 5 http://www.itcast.cn +00:00:00 6140463203615646 博学谷 62 36 http://www.itcast.cn +00:00:00 8561366108033201 IDEA 3 2 http://www.itcast.cn +00:00:00 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +23:00:00 1797943298449139 flume 8 5 http://www.itcast.cn +23:00:00 00717725924582846 itcast 1 2 http://www.itcast.cn +23:00:00 41416219018952116 bigdata 2 6 http://www.itcast.cn +23:00:00 9975666857142764 IDEA 2 2 http://www.itcast.cn +23:00:00 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +23:00:00 7423866288265172 bigdata 3 13 http://www.itcast.cn +23:00:00 0616877776407358 itcast 2 9 http://www.itcast.cn +23:00:00 3933365481995287 flume 6 3 http://www.itcast.cn +23:00:00 8242389147671512 数据仓库 2 3 http://www.itcast.cn +23:00:00 8248403977107859 传智汇 1 1 http://www.itcast.cn +23:00:00 6239728533154822 itheima 7 9 http://www.itcast.cn +23:00:00 6551182914925117 itcast 6 4 http://www.itcast.cn +23:00:00 2345161545038265 传智汇 2 1 http://www.itcast.cn +23:00:00 06478452674857782 hadoop 4 1 http://www.itcast.cn +23:00:00 23405445793591878 博学谷 4 5 http://www.itcast.cn +23:00:00 23457845712802688 hadoop 4 1 http://www.itcast.cn +23:00:00 4625224675315291 spark 2 6 http://www.itcast.cn +23:00:00 048731119953599966 itheima 10 44 http://www.itcast.cn +23:00:00 48530765688455246 hadoop 26 3 http://www.itcast.cn +23:00:00 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +23:00:00 11515839301781111 spark 4 3 http://www.itcast.cn +23:00:00 26706283607513126 java 5 6 http://www.itcast.cn +23:00:00 01532039495118448 hadoop 1 1 http://www.itcast.cn +23:00:01 0014362172758659586 hadoop 64 21 http://www.itcast.cn +23:00:01 8958844460084823 itcast 6 3 http://www.itcast.cn +23:00:01 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +23:00:01 01532039495118448 scala 1 2 http://www.itcast.cn +23:00:01 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +23:00:01 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +23:00:01 7993461044162651 传智汇 7 2 http://www.itcast.cn +23:00:01 7940115548226505 c语言 6 6 http://www.itcast.cn +23:00:01 866575159856572 传智汇 8 2 http://www.itcast.cn +23:00:01 46394240497431355 院校帮 42 26 http://www.itcast.cn +23:00:01 20251553549853485 itcast 2 1 http://www.itcast.cn +23:00:01 5388089767668996 院校帮 9 7 http://www.itcast.cn +23:00:01 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +23:00:01 9998054335177979 传智播客 2 9 http://www.itcast.cn +23:00:02 7332328301924345 java 6 8 http://www.itcast.cn +23:00:02 9026201537815861 itheima 13 24 http://www.itcast.cn +23:00:02 1421205460982763 IT培训 8 2 http://www.itcast.cn +23:00:02 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +23:00:02 05687877046704298 传智播客 5 29 http://www.itcast.cn +23:00:02 7594960465891712 c语言 2 2 http://www.itcast.cn +23:00:02 09766368846776196 spark 1 1 http://www.itcast.cn +23:00:02 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +23:00:02 7139261067744087 itheima 5 4 http://www.itcast.cn +23:00:02 8181820631750396 itheima 5 2 http://www.itcast.cn +23:00:02 28556208222257873 DataLake 3 15 http://www.itcast.cn +23:00:02 3648075681022645 数据湖 4 18 http://www.itcast.cn +23:00:02 6317584696510536 c语言 1 1 http://www.itcast.cn +23:00:02 17326342867997962 itheima 115 65 http://www.itcast.cn +23:00:03 35804326352621896 java 3 1 http://www.itcast.cn +23:00:03 35494681591404975 hadoop 2 3 http://www.itcast.cn +23:00:03 07321773511158924 itheima 2 4 http://www.itcast.cn +23:00:03 43080219994871455 c语言 1 1 http://www.itcast.cn +23:00:03 09826806962227619 IDEA 20 22 http://www.itcast.cn +23:00:03 6625608472079179 itheima 1 1 http://www.itcast.cn +23:00:03 7954902679225404 博学谷 7 3 http://www.itcast.cn +23:00:03 9717831746543397 bigdata 7 3 http://www.itcast.cn +23:00:03 6248455356965147 DataLake 3 1 http://www.itcast.cn +23:00:03 07165349589199138 bigdata 20 24 http://www.itcast.cn +23:00:03 2155385437198864 itheima 1 4 http://www.itcast.cn +22:00:03 9516207646884747 传智汇 1 1 http://www.itcast.cn +22:00:03 03151010454922942 院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 itcast 3 2 http://www.itcast.cn +22:00:04 2879613716025987 bigdata 2 3 http://www.itcast.cn +22:00:04 598816707234844 数据湖 2 2 http://www.itcast.cn +22:00:04 6943214457930995 kafka 1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +22:00:04 9975666857142764 java 3 3 http://www.itcast.cn +22:00:04 980289257562675 scala 2 3 http://www.itcast.cn +22:00:04 13247246443688898 itcast 11 13 http://www.itcast.cn +22:00:04 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +22:00:04 041495093190586196 itcast 10 8 http://www.itcast.cn +22:00:04 376189760947982 博学谷 3 3 http://www.itcast.cn +22:00:04 09215584418987899 院校帮 2 17 http://www.itcast.cn +22:00:04 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +22:00:04 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +22:00:04 016121060750067695 bigdata 2 4 http://www.itcast.cn +22:00:05 5622880127464453 bigdata 7 2 http://www.itcast.cn +22:00:05 7256222512839713 java 5 3 http://www.itcast.cn +22:00:05 4597407597846744 bigdata 4 1 http://www.itcast.cn +22:00:05 9097516432743482 kafka 1 1 http://www.itcast.cn +22:00:05 7584207738042873 itheima 2 1 http://www.itcast.cn +22:00:05 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +22:00:05 7044693659960919 数据仓库 10 8 http://www.itcast.cn +22:00:05 15984948747597305 传智汇 2 4 http://www.itcast.cn +22:00:05 44801909258572364 hadoop 1 2 http://www.itcast.cn +22:00:05 41641664258866384 博学谷 7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +22:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +22:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 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http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +21:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +21:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +21:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +21:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +21:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +21:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +21:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +21:00:07 598816707234844 数据湖 2 2 http://www.itcast.cn +21:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +21:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +21:00:07 0554004435565833 黑马程序员 3 2 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8 http://www.itcast.cn +20:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +20:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 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21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 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hadoop 1 2 http://www.itcast.cn +16:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +16:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +16:00:08 2982199073774412 传智播客 8 3 http://www.itcast.cn +16:00:08 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +16:00:08 5228056822071097 传智播客 14 5 http://www.itcast.cn +16:00:08 6140463203615646 博学谷 62 36 http://www.itcast.cn +16:00:08 8561366108033201 IDEA 3 2 http://www.itcast.cn +16:00:08 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +16:00:08 1797943298449139 flume 8 5 http://www.itcast.cn +16:00:08 00717725924582846 itcast 1 2 http://www.itcast.cn +16:00:08 41416219018952116 bigdata 2 6 http://www.itcast.cn +16:00:08 9975666857142764 IDEA 2 2 http://www.itcast.cn +16:00:08 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +16:00:08 7423866288265172 bigdata 3 13 http://www.itcast.cn +16:00:08 0616877776407358 itcast 2 9 http://www.itcast.cn +16:00:08 3933365481995287 flume 6 3 http://www.itcast.cn +16:00:08 8242389147671512 数据仓库 2 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19701804785360144 传智专修学院 1 1 http://www.itcast.cn +12:00:10 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +12:00:10 016121060750067695 bigdata 2 4 http://www.itcast.cn +12:00:10 5622880127464453 bigdata 7 2 http://www.itcast.cn +12:00:10 7256222512839713 java 5 3 http://www.itcast.cn +12:00:10 4597407597846744 bigdata 4 1 http://www.itcast.cn +12:00:10 9097516432743482 kafka 1 1 http://www.itcast.cn +12:00:10 7584207738042873 itheima 2 1 http://www.itcast.cn +12:00:10 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +12:00:10 7044693659960919 数据仓库 10 8 http://www.itcast.cn +12:00:10 15984948747597305 传智汇 2 4 http://www.itcast.cn +12:00:10 44801909258572364 hadoop 1 2 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 7256222512839713 java 5 3 http://www.itcast.cn +12:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +12:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +12:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +12:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +12:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +12:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +12:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 7256222512839713 java 5 3 http://www.itcast.cn +12:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +12:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +12:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +12:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +12:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +12:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +12:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 7256222512839713 java 5 3 http://www.itcast.cn +12:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +12:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +12:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +12:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:12 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:12 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:12 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:12 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:12 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:12 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:12 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:12 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:12 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:12 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:12 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:12 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:12 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:12 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:12 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:12 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:12 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:12 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:12 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:12 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:12 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:12 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:12 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:12 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:12 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:12 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:12 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:12 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:13 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:13 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:13 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:13 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:13 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:13 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:13 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:13 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:13 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:13 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:13 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:13 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:13 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:13 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:13 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:13 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:13 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:13 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:13 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:13 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:13 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:13 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:13 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:13 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:14 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:14 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:14 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:14 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:14 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:14 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:14 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:14 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:14 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:14 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:14 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:14 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:14 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:14 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:14 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:14 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:14 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:14 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:14 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:14 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:14 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:14 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:15 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:15 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:15 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:15 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:15 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:15 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:15 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:15 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:15 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:15 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:15 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:15 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:15 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:15 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:15 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:15 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:15 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:15 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:15 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:15 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:15 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:15 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:16 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:16 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:16 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:16 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:16 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:16 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:16 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:16 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:16 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:16 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17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +21:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +21:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +21:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +21:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +21:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +21:00:07 25387369164541234 itcast 3 2 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6 http://www.itcast.cn +23:00:00 9975666857142764 IDEA 2 2 http://www.itcast.cn +23:00:00 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +23:00:00 7423866288265172 bigdata 3 13 http://www.itcast.cn +23:00:00 0616877776407358 itcast 2 9 http://www.itcast.cn +23:00:00 3933365481995287 flume 6 3 http://www.itcast.cn +23:00:00 8242389147671512 数据仓库 2 3 http://www.itcast.cn +23:00:00 8248403977107859 传智汇 1 1 http://www.itcast.cn +23:00:00 6239728533154822 itheima 7 9 http://www.itcast.cn +23:00:00 6551182914925117 itcast 6 4 http://www.itcast.cn +23:00:00 2345161545038265 传智汇 2 1 http://www.itcast.cn +23:00:00 06478452674857782 hadoop 4 1 http://www.itcast.cn +23:00:00 23405445793591878 博学谷 4 5 http://www.itcast.cn +23:00:00 23457845712802688 hadoop 4 1 http://www.itcast.cn +23:00:00 4625224675315291 spark 2 6 http://www.itcast.cn +23:00:00 048731119953599966 itheima 10 44 http://www.itcast.cn +23:00:00 48530765688455246 hadoop 26 3 http://www.itcast.cn +23:00:00 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +23:00:00 11515839301781111 spark 4 3 http://www.itcast.cn +23:00:00 26706283607513126 java 5 6 http://www.itcast.cn +23:00:00 01532039495118448 hadoop 1 1 http://www.itcast.cn +23:00:01 0014362172758659586 hadoop 64 21 http://www.itcast.cn +23:00:01 8958844460084823 itcast 6 3 http://www.itcast.cn +23:00:01 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +23:00:01 01532039495118448 scala 1 2 http://www.itcast.cn +23:00:01 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +23:00:01 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +23:00:01 7993461044162651 传智汇 7 2 http://www.itcast.cn +23:00:01 7940115548226505 c语言 6 6 http://www.itcast.cn +23:00:01 866575159856572 传智汇 8 2 http://www.itcast.cn +23:00:01 46394240497431355 院校帮 42 26 http://www.itcast.cn +23:00:01 20251553549853485 itcast 2 1 http://www.itcast.cn +23:00:01 5388089767668996 院校帮 9 7 http://www.itcast.cn +23:00:01 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +23:00:01 9998054335177979 传智播客 2 9 http://www.itcast.cn +23:00:02 7332328301924345 java 6 8 http://www.itcast.cn +23:00:02 9026201537815861 itheima 13 24 http://www.itcast.cn +23:00:02 1421205460982763 IT培训 8 2 http://www.itcast.cn +23:00:02 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +23:00:02 05687877046704298 传智播客 5 29 http://www.itcast.cn +23:00:02 7594960465891712 c语言 2 2 http://www.itcast.cn +23:00:02 09766368846776196 spark 1 1 http://www.itcast.cn +23:00:02 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +23:00:02 7139261067744087 itheima 5 4 http://www.itcast.cn +23:00:02 8181820631750396 itheima 5 2 http://www.itcast.cn +23:00:02 28556208222257873 DataLake 3 15 http://www.itcast.cn +23:00:02 3648075681022645 数据湖 4 18 http://www.itcast.cn +23:00:02 6317584696510536 c语言 1 1 http://www.itcast.cn +23:00:02 17326342867997962 itheima 115 65 http://www.itcast.cn +23:00:03 35804326352621896 java 3 1 http://www.itcast.cn +23:00:03 35494681591404975 hadoop 2 3 http://www.itcast.cn +23:00:03 07321773511158924 itheima 2 4 http://www.itcast.cn +23:00:03 43080219994871455 c语言 1 1 http://www.itcast.cn +23:00:03 09826806962227619 IDEA 20 22 http://www.itcast.cn +23:00:03 6625608472079179 itheima 1 1 http://www.itcast.cn +23:00:03 7954902679225404 博学谷 7 3 http://www.itcast.cn +23:00:03 9717831746543397 bigdata 7 3 http://www.itcast.cn +23:00:03 6248455356965147 DataLake 3 1 http://www.itcast.cn +23:00:03 07165349589199138 bigdata 20 24 http://www.itcast.cn +23:00:03 2155385437198864 itheima 1 4 http://www.itcast.cn +22:00:03 9516207646884747 传智汇 1 1 http://www.itcast.cn +22:00:03 03151010454922942 院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 itcast 3 2 http://www.itcast.cn +22:00:04 2879613716025987 bigdata 2 3 http://www.itcast.cn +22:00:04 598816707234844 数据湖 2 2 http://www.itcast.cn +22:00:04 6943214457930995 kafka 1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +22:00:04 9975666857142764 java 3 3 http://www.itcast.cn +22:00:04 980289257562675 scala 2 3 http://www.itcast.cn +22:00:04 13247246443688898 itcast 11 13 http://www.itcast.cn +22:00:04 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +22:00:04 041495093190586196 itcast 10 8 http://www.itcast.cn +22:00:04 376189760947982 博学谷 3 3 http://www.itcast.cn +22:00:04 09215584418987899 院校帮 2 17 http://www.itcast.cn +22:00:04 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +22:00:04 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +22:00:04 016121060750067695 bigdata 2 4 http://www.itcast.cn +22:00:05 5622880127464453 bigdata 7 2 http://www.itcast.cn +22:00:05 7256222512839713 java 5 3 http://www.itcast.cn +22:00:05 4597407597846744 bigdata 4 1 http://www.itcast.cn +22:00:05 9097516432743482 kafka 1 1 http://www.itcast.cn +22:00:05 7584207738042873 itheima 2 1 http://www.itcast.cn +22:00:05 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +22:00:05 7044693659960919 数据仓库 10 8 http://www.itcast.cn +22:00:05 15984948747597305 传智汇 2 4 http://www.itcast.cn +22:00:05 44801909258572364 hadoop 1 2 http://www.itcast.cn +22:00:05 41641664258866384 博学谷 7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +22:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +22:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +22:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +22:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +22:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +22:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +22:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +22:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +22:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +22:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +22:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +21:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +21:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +21:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +21:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +21:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +21:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +21:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +21:00:07 26706283607513126 java 5 6 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http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +21:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +21:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +21:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +21:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +21:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +21:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +21:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +21:00:07 598816707234844 数据湖 2 2 http://www.itcast.cn +21:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +21:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +21:00:07 0554004435565833 黑马程序员 3 2 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8 http://www.itcast.cn +20:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +20:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +20:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +20:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +20:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +20:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +20:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +20:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +20:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +20:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +20:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +20:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +20:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +20:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +20:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +20:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +20:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +19:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +19:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +19:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +00:00:00 2982199073774412 传智播客 8 3 http://www.itcast.cn +00:00:00 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +00:00:00 5228056822071097 传智播客 14 5 http://www.itcast.cn +00:00:00 6140463203615646 博学谷 62 36 http://www.itcast.cn +00:00:00 8561366108033201 IDEA 3 2 http://www.itcast.cn +00:00:00 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +23:00:00 1797943298449139 flume 8 5 http://www.itcast.cn +23:00:00 00717725924582846 itcast 1 2 http://www.itcast.cn +23:00:00 41416219018952116 bigdata 2 6 http://www.itcast.cn +23:00:00 9975666857142764 IDEA 2 2 http://www.itcast.cn +23:00:00 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +23:00:00 7423866288265172 bigdata 3 13 http://www.itcast.cn +23:00:00 0616877776407358 itcast 2 9 http://www.itcast.cn +23:00:00 3933365481995287 flume 6 3 http://www.itcast.cn +23:00:00 8242389147671512 数据仓库 2 3 http://www.itcast.cn +23:00:00 8248403977107859 传智汇 1 1 http://www.itcast.cn +23:00:00 6239728533154822 itheima 7 9 http://www.itcast.cn +23:00:00 6551182914925117 itcast 6 4 http://www.itcast.cn +23:00:00 2345161545038265 传智汇 2 1 http://www.itcast.cn +23:00:00 06478452674857782 hadoop 4 1 http://www.itcast.cn +23:00:00 23405445793591878 博学谷 4 5 http://www.itcast.cn +23:00:00 23457845712802688 hadoop 4 1 http://www.itcast.cn +23:00:00 4625224675315291 spark 2 6 http://www.itcast.cn +23:00:00 048731119953599966 itheima 10 44 http://www.itcast.cn +23:00:00 48530765688455246 hadoop 26 3 http://www.itcast.cn +23:00:00 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +23:00:00 11515839301781111 spark 4 3 http://www.itcast.cn +23:00:00 26706283607513126 java 5 6 http://www.itcast.cn +23:00:00 01532039495118448 hadoop 1 1 http://www.itcast.cn +23:00:01 0014362172758659586 hadoop 64 21 http://www.itcast.cn +23:00:01 8958844460084823 itcast 6 3 http://www.itcast.cn +23:00:01 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +23:00:01 01532039495118448 scala 1 2 http://www.itcast.cn +23:00:01 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +23:00:01 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +23:00:01 7993461044162651 传智汇 7 2 http://www.itcast.cn +23:00:01 7940115548226505 c语言 6 6 http://www.itcast.cn +23:00:01 866575159856572 传智汇 8 2 http://www.itcast.cn +23:00:01 46394240497431355 院校帮 42 26 http://www.itcast.cn +23:00:01 20251553549853485 itcast 2 1 http://www.itcast.cn +23:00:01 5388089767668996 院校帮 9 7 http://www.itcast.cn +23:00:01 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +23:00:01 9998054335177979 传智播客 2 9 http://www.itcast.cn +23:00:02 7332328301924345 java 6 8 http://www.itcast.cn +23:00:02 9026201537815861 itheima 13 24 http://www.itcast.cn +23:00:02 1421205460982763 IT培训 8 2 http://www.itcast.cn +23:00:02 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +23:00:02 05687877046704298 传智播客 5 29 http://www.itcast.cn +23:00:02 7594960465891712 c语言 2 2 http://www.itcast.cn +23:00:02 09766368846776196 spark 1 1 http://www.itcast.cn +23:00:02 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +23:00:02 7139261067744087 itheima 5 4 http://www.itcast.cn +23:00:02 8181820631750396 itheima 5 2 http://www.itcast.cn +23:00:02 28556208222257873 DataLake 3 15 http://www.itcast.cn +23:00:02 3648075681022645 数据湖 4 18 http://www.itcast.cn +23:00:02 6317584696510536 c语言 1 1 http://www.itcast.cn +23:00:02 17326342867997962 itheima 115 65 http://www.itcast.cn +23:00:03 35804326352621896 java 3 1 http://www.itcast.cn +23:00:03 35494681591404975 hadoop 2 3 http://www.itcast.cn +23:00:03 07321773511158924 itheima 2 4 http://www.itcast.cn +23:00:03 43080219994871455 c语言 1 1 http://www.itcast.cn +23:00:03 09826806962227619 IDEA 20 22 http://www.itcast.cn +23:00:03 6625608472079179 itheima 1 1 http://www.itcast.cn +23:00:03 7954902679225404 博学谷 7 3 http://www.itcast.cn +23:00:03 9717831746543397 bigdata 7 3 http://www.itcast.cn +23:00:03 6248455356965147 DataLake 3 1 http://www.itcast.cn +23:00:03 07165349589199138 bigdata 20 24 http://www.itcast.cn +23:00:03 2155385437198864 itheima 1 4 http://www.itcast.cn +22:00:03 9516207646884747 传智汇 1 1 http://www.itcast.cn +22:00:03 03151010454922942 院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 itcast 3 2 http://www.itcast.cn +22:00:04 2879613716025987 bigdata 2 3 http://www.itcast.cn +22:00:04 598816707234844 数据湖 2 2 http://www.itcast.cn +22:00:04 6943214457930995 kafka 1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +22:00:04 9975666857142764 java 3 3 http://www.itcast.cn +22:00:04 980289257562675 scala 2 3 http://www.itcast.cn +22:00:04 13247246443688898 itcast 11 13 http://www.itcast.cn +22:00:04 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +22:00:04 041495093190586196 itcast 10 8 http://www.itcast.cn +22:00:04 376189760947982 博学谷 3 3 http://www.itcast.cn +22:00:04 09215584418987899 院校帮 2 17 http://www.itcast.cn +22:00:04 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +22:00:04 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +22:00:04 016121060750067695 bigdata 2 4 http://www.itcast.cn +22:00:05 5622880127464453 bigdata 7 2 http://www.itcast.cn +22:00:05 7256222512839713 java 5 3 http://www.itcast.cn +22:00:05 4597407597846744 bigdata 4 1 http://www.itcast.cn +22:00:05 9097516432743482 kafka 1 1 http://www.itcast.cn +22:00:05 7584207738042873 itheima 2 1 http://www.itcast.cn +22:00:05 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +22:00:05 7044693659960919 数据仓库 10 8 http://www.itcast.cn +22:00:05 15984948747597305 传智汇 2 4 http://www.itcast.cn +22:00:05 44801909258572364 hadoop 1 2 http://www.itcast.cn +22:00:05 41641664258866384 博学谷 7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +22:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +22:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +22:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +22:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +22:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +22:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +22:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +22:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +22:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +22:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +22:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +21:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +21:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +21:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +21:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +21:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +21:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +21:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +21:00:07 26706283607513126 java 5 6 http://www.itcast.cn +21:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +21:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +21:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +21:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +21:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +21:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +21:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +21:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +21:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +21:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +21:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +21:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +21:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +21:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +21:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +21:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +21:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +21:00:07 598816707234844 数据湖 2 2 http://www.itcast.cn +21:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +21:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +21:00:07 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +21:00:07 9975666857142764 java 3 3 http://www.itcast.cn +21:00:07 980289257562675 scala 2 3 http://www.itcast.cn +20:00:07 13247246443688898 itcast 11 13 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +20:00:07 041495093190586196 itcast 10 8 http://www.itcast.cn +20:00:07 376189760947982 博学谷 3 3 http://www.itcast.cn +20:00:07 09215584418987899 院校帮 2 17 http://www.itcast.cn +20:00:07 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +20:00:07 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +20:00:07 016121060750067695 bigdata 2 4 http://www.itcast.cn +20:00:07 5622880127464453 bigdata 7 2 http://www.itcast.cn +20:00:07 7256222512839713 java 5 3 http://www.itcast.cn +20:00:07 4597407597846744 bigdata 4 1 http://www.itcast.cn +20:00:07 9097516432743482 kafka 1 1 http://www.itcast.cn +20:00:07 7584207738042873 itheima 2 1 http://www.itcast.cn +20:00:07 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +20:00:07 7044693659960919 数据仓库 10 8 http://www.itcast.cn +20:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +20:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +20:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +20:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +20:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +20:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +20:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +20:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +20:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +20:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +20:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +20:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +20:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 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9516207646884747 传智汇 1 1 http://www.itcast.cn +22:00:03 03151010454922942 院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 itcast 3 2 http://www.itcast.cn +22:00:04 2879613716025987 bigdata 2 3 http://www.itcast.cn +22:00:04 598816707234844 数据湖 2 2 http://www.itcast.cn +22:00:04 6943214457930995 kafka 1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +22:00:04 9975666857142764 java 3 3 http://www.itcast.cn +22:00:04 980289257562675 scala 2 3 http://www.itcast.cn +22:00:04 13247246443688898 itcast 11 13 http://www.itcast.cn +22:00:04 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +22:00:04 041495093190586196 itcast 10 8 http://www.itcast.cn +22:00:04 376189760947982 博学谷 3 3 http://www.itcast.cn +22:00:04 09215584418987899 院校帮 2 17 http://www.itcast.cn +22:00:04 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +22:00:04 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +22:00:04 016121060750067695 bigdata 2 4 http://www.itcast.cn +22:00:05 5622880127464453 bigdata 7 2 http://www.itcast.cn +22:00:05 7256222512839713 java 5 3 http://www.itcast.cn +22:00:05 4597407597846744 bigdata 4 1 http://www.itcast.cn +22:00:05 9097516432743482 kafka 1 1 http://www.itcast.cn +22:00:05 7584207738042873 itheima 2 1 http://www.itcast.cn +22:00:05 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +22:00:05 7044693659960919 数据仓库 10 8 http://www.itcast.cn +22:00:05 15984948747597305 传智汇 2 4 http://www.itcast.cn +22:00:05 44801909258572364 hadoop 1 2 http://www.itcast.cn +22:00:05 41641664258866384 博学谷 7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +22:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +22:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +22:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +22:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +22:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +22:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +22:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +22:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +22:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +22:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +22:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +21:00:07 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866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 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2 2 http://www.itcast.cn +21:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +21:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +21:00:07 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +21:00:07 9975666857142764 java 3 3 http://www.itcast.cn +21:00:07 980289257562675 scala 2 3 http://www.itcast.cn +20:00:07 13247246443688898 itcast 11 13 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +20:00:07 041495093190586196 itcast 10 8 http://www.itcast.cn +20:00:07 376189760947982 博学谷 3 3 http://www.itcast.cn +20:00:07 09215584418987899 院校帮 2 17 http://www.itcast.cn +20:00:07 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +20:00:07 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +20:00:07 016121060750067695 bigdata 2 4 http://www.itcast.cn +20:00:07 5622880127464453 bigdata 7 2 http://www.itcast.cn +20:00:07 7256222512839713 java 5 3 http://www.itcast.cn +20:00:07 4597407597846744 bigdata 4 1 http://www.itcast.cn +20:00:07 9097516432743482 kafka 1 1 http://www.itcast.cn +20:00:07 7584207738042873 itheima 2 1 http://www.itcast.cn +20:00:07 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +20:00:07 7044693659960919 数据仓库 10 8 http://www.itcast.cn +20:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +20:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +20:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +20:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +20:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +20:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +20:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +20:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +20:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +20:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +20:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +20:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +20:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +20:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +20:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +20:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +20:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +19:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +19:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +19:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +00:00:00 2982199073774412 传智播客 8 3 http://www.itcast.cn +00:00:00 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +00:00:00 5228056822071097 传智播客 14 5 http://www.itcast.cn +00:00:00 6140463203615646 博学谷 62 36 http://www.itcast.cn +00:00:00 8561366108033201 IDEA 3 2 http://www.itcast.cn +00:00:00 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +23:00:00 1797943298449139 flume 8 5 http://www.itcast.cn +23:00:00 00717725924582846 itcast 1 2 http://www.itcast.cn +23:00:00 41416219018952116 bigdata 2 6 http://www.itcast.cn +23:00:00 9975666857142764 IDEA 2 2 http://www.itcast.cn +23:00:00 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +23:00:00 7423866288265172 bigdata 3 13 http://www.itcast.cn +23:00:00 0616877776407358 itcast 2 9 http://www.itcast.cn +23:00:00 3933365481995287 flume 6 3 http://www.itcast.cn +23:00:00 8242389147671512 数据仓库 2 3 http://www.itcast.cn +23:00:00 8248403977107859 传智汇 1 1 http://www.itcast.cn +23:00:00 6239728533154822 itheima 7 9 http://www.itcast.cn +23:00:00 6551182914925117 itcast 6 4 http://www.itcast.cn +23:00:00 2345161545038265 传智汇 2 1 http://www.itcast.cn +23:00:00 06478452674857782 hadoop 4 1 http://www.itcast.cn +23:00:00 23405445793591878 博学谷 4 5 http://www.itcast.cn +23:00:00 23457845712802688 hadoop 4 1 http://www.itcast.cn +23:00:00 4625224675315291 spark 2 6 http://www.itcast.cn +23:00:00 048731119953599966 itheima 10 44 http://www.itcast.cn +23:00:00 48530765688455246 hadoop 26 3 http://www.itcast.cn +23:00:00 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +23:00:00 11515839301781111 spark 4 3 http://www.itcast.cn +23:00:00 26706283607513126 java 5 6 http://www.itcast.cn +23:00:00 01532039495118448 hadoop 1 1 http://www.itcast.cn +23:00:01 0014362172758659586 hadoop 64 21 http://www.itcast.cn +23:00:01 8958844460084823 itcast 6 3 http://www.itcast.cn +23:00:01 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +23:00:01 01532039495118448 scala 1 2 http://www.itcast.cn +23:00:01 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +23:00:01 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +23:00:01 7993461044162651 传智汇 7 2 http://www.itcast.cn +23:00:01 7940115548226505 c语言 6 6 http://www.itcast.cn +23:00:01 866575159856572 传智汇 8 2 http://www.itcast.cn +23:00:01 46394240497431355 院校帮 42 26 http://www.itcast.cn +23:00:01 20251553549853485 itcast 2 1 http://www.itcast.cn +23:00:01 5388089767668996 院校帮 9 7 http://www.itcast.cn +23:00:01 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +23:00:01 9998054335177979 传智播客 2 9 http://www.itcast.cn +23:00:02 7332328301924345 java 6 8 http://www.itcast.cn +23:00:02 9026201537815861 itheima 13 24 http://www.itcast.cn +23:00:02 1421205460982763 IT培训 8 2 http://www.itcast.cn +23:00:02 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +23:00:02 05687877046704298 传智播客 5 29 http://www.itcast.cn +23:00:02 7594960465891712 c语言 2 2 http://www.itcast.cn +23:00:02 09766368846776196 spark 1 1 http://www.itcast.cn +23:00:02 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +23:00:02 7139261067744087 itheima 5 4 http://www.itcast.cn +23:00:02 8181820631750396 itheima 5 2 http://www.itcast.cn +23:00:02 28556208222257873 DataLake 3 15 http://www.itcast.cn +23:00:02 3648075681022645 数据湖 4 18 http://www.itcast.cn +23:00:02 6317584696510536 c语言 1 1 http://www.itcast.cn +23:00:02 17326342867997962 itheima 115 65 http://www.itcast.cn +23:00:03 35804326352621896 java 3 1 http://www.itcast.cn +23:00:03 35494681591404975 hadoop 2 3 http://www.itcast.cn +23:00:03 07321773511158924 itheima 2 4 http://www.itcast.cn +23:00:03 43080219994871455 c语言 1 1 http://www.itcast.cn +23:00:03 09826806962227619 IDEA 20 22 http://www.itcast.cn +23:00:03 6625608472079179 itheima 1 1 http://www.itcast.cn +23:00:03 7954902679225404 博学谷 7 3 http://www.itcast.cn +23:00:03 9717831746543397 bigdata 7 3 http://www.itcast.cn +23:00:03 6248455356965147 DataLake 3 1 http://www.itcast.cn +23:00:03 07165349589199138 bigdata 20 24 http://www.itcast.cn +23:00:03 2155385437198864 itheima 1 4 http://www.itcast.cn +22:00:03 9516207646884747 传智汇 1 1 http://www.itcast.cn +22:00:03 03151010454922942 院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 itcast 3 2 http://www.itcast.cn +22:00:04 2879613716025987 bigdata 2 3 http://www.itcast.cn +22:00:04 598816707234844 数据湖 2 2 http://www.itcast.cn +22:00:04 6943214457930995 kafka 1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +22:00:04 9975666857142764 java 3 3 http://www.itcast.cn +22:00:04 980289257562675 scala 2 3 http://www.itcast.cn +22:00:04 13247246443688898 itcast 11 13 http://www.itcast.cn +22:00:04 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +22:00:04 041495093190586196 itcast 10 8 http://www.itcast.cn +22:00:04 376189760947982 博学谷 3 3 http://www.itcast.cn +22:00:04 09215584418987899 院校帮 2 17 http://www.itcast.cn +22:00:04 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +22:00:04 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +22:00:04 016121060750067695 bigdata 2 4 http://www.itcast.cn +22:00:05 5622880127464453 bigdata 7 2 http://www.itcast.cn +22:00:05 7256222512839713 java 5 3 http://www.itcast.cn +22:00:05 4597407597846744 bigdata 4 1 http://www.itcast.cn +22:00:05 9097516432743482 kafka 1 1 http://www.itcast.cn +22:00:05 7584207738042873 itheima 2 1 http://www.itcast.cn +22:00:05 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +22:00:05 7044693659960919 数据仓库 10 8 http://www.itcast.cn +22:00:05 15984948747597305 传智汇 2 4 http://www.itcast.cn +22:00:05 44801909258572364 hadoop 1 2 http://www.itcast.cn +22:00:05 41641664258866384 博学谷 7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +22:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +22:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +22:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +22:00:07 0616877776407358 itcast 2 9 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21 http://www.itcast.cn +21:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +21:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +21:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +21:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +21:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +21:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +21:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +21:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +21:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +21:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +21:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +21:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +21:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +21:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +21:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +21:00:07 598816707234844 数据湖 2 2 http://www.itcast.cn +21:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +21:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +21:00:07 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +21:00:07 9975666857142764 java 3 3 http://www.itcast.cn +21:00:07 980289257562675 scala 2 3 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hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 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6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 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9516207646884747 传智汇 1 1 http://www.itcast.cn +18:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +18:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +18:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +18:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +18:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +18:00:07 598816707234844 数据湖 2 2 http://www.itcast.cn +18:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +18:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +18:00:07 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +18:00:07 9975666857142764 java 3 3 http://www.itcast.cn +18:00:07 980289257562675 scala 2 3 http://www.itcast.cn +18:00:07 13247246443688898 itcast 11 13 http://www.itcast.cn +18:00:07 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +17:00:07 041495093190586196 itcast 10 8 http://www.itcast.cn +17:00:07 376189760947982 博学谷 3 3 http://www.itcast.cn +17:00:07 09215584418987899 院校帮 2 17 http://www.itcast.cn +17:00:07 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +17:00:07 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +17:00:07 016121060750067695 bigdata 2 4 http://www.itcast.cn +17:00:07 5622880127464453 bigdata 7 2 http://www.itcast.cn +17:00:07 7256222512839713 java 5 3 http://www.itcast.cn +17:00:07 4597407597846744 bigdata 4 1 http://www.itcast.cn +17:00:07 9097516432743482 kafka 1 1 http://www.itcast.cn +17:00:07 7584207738042873 itheima 2 1 http://www.itcast.cn +16:00:07 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +16:00:07 7044693659960919 数据仓库 10 8 http://www.itcast.cn +16:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +16:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +16:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +16:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +16:00:08 2982199073774412 传智播客 8 3 http://www.itcast.cn +16:00:08 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +16:00:08 5228056822071097 传智播客 14 5 http://www.itcast.cn +16:00:08 6140463203615646 博学谷 62 36 http://www.itcast.cn +16:00:08 8561366108033201 IDEA 3 2 http://www.itcast.cn +16:00:08 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +16:00:08 1797943298449139 flume 8 5 http://www.itcast.cn +16:00:08 00717725924582846 itcast 1 2 http://www.itcast.cn +16:00:08 41416219018952116 bigdata 2 6 http://www.itcast.cn +16:00:08 9975666857142764 IDEA 2 2 http://www.itcast.cn +16:00:08 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +16:00:08 7423866288265172 bigdata 3 13 http://www.itcast.cn +16:00:08 0616877776407358 itcast 2 9 http://www.itcast.cn +16:00:08 3933365481995287 flume 6 3 http://www.itcast.cn +16:00:08 8242389147671512 数据仓库 2 3 http://www.itcast.cn +16:00:08 8248403977107859 传智汇 1 1 http://www.itcast.cn +16:00:08 6239728533154822 itheima 7 9 http://www.itcast.cn +16:00:08 6551182914925117 itcast 6 4 http://www.itcast.cn +16:00:08 2345161545038265 传智汇 2 1 http://www.itcast.cn +16:00:08 06478452674857782 hadoop 4 1 http://www.itcast.cn +16:00:08 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866575159856572 传智汇 8 2 http://www.itcast.cn +16:00:08 46394240497431355 院校帮 42 26 http://www.itcast.cn +16:00:08 20251553549853485 itcast 2 1 http://www.itcast.cn +16:00:08 5388089767668996 院校帮 9 7 http://www.itcast.cn +16:00:08 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +16:00:08 9998054335177979 传智播客 2 9 http://www.itcast.cn +16:00:08 7332328301924345 java 6 8 http://www.itcast.cn +16:00:08 9026201537815861 itheima 13 24 http://www.itcast.cn +16:00:08 1421205460982763 IT培训 8 2 http://www.itcast.cn +16:00:08 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +16:00:08 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +16:00:08 05687877046704298 传智播客 5 29 http://www.itcast.cn +16:00:08 7594960465891712 c语言 2 2 http://www.itcast.cn +16:00:08 09766368846776196 spark 1 1 http://www.itcast.cn +16:00:08 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +16:00:08 7139261067744087 itheima 5 4 http://www.itcast.cn +16:00:08 8181820631750396 itheima 5 2 http://www.itcast.cn +16:00:08 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http://www.itcast.cn +23:00:02 9026201537815861 itheima 13 24 http://www.itcast.cn +23:00:02 1421205460982763 IT培训 8 2 http://www.itcast.cn +23:00:02 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +23:00:02 05687877046704298 传智播客 5 29 http://www.itcast.cn +23:00:02 7594960465891712 c语言 2 2 http://www.itcast.cn +23:00:02 09766368846776196 spark 1 1 http://www.itcast.cn +23:00:02 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +23:00:02 7139261067744087 itheima 5 4 http://www.itcast.cn +23:00:02 8181820631750396 itheima 5 2 http://www.itcast.cn +23:00:02 28556208222257873 DataLake 3 15 http://www.itcast.cn +23:00:02 3648075681022645 数据湖 4 18 http://www.itcast.cn +23:00:02 6317584696510536 c语言 1 1 http://www.itcast.cn +23:00:02 17326342867997962 itheima 115 65 http://www.itcast.cn +23:00:03 35804326352621896 java 3 1 http://www.itcast.cn +23:00:03 35494681591404975 hadoop 2 3 http://www.itcast.cn +23:00:03 07321773511158924 itheima 2 4 http://www.itcast.cn +23:00:03 43080219994871455 c语言 1 1 http://www.itcast.cn +23:00:03 09826806962227619 IDEA 20 22 http://www.itcast.cn +23:00:03 6625608472079179 itheima 1 1 http://www.itcast.cn +23:00:03 7954902679225404 博学谷 7 3 http://www.itcast.cn +23:00:03 9717831746543397 bigdata 7 3 http://www.itcast.cn +23:00:03 6248455356965147 DataLake 3 1 http://www.itcast.cn +23:00:03 07165349589199138 bigdata 20 24 http://www.itcast.cn +23:00:03 2155385437198864 itheima 1 4 http://www.itcast.cn +22:00:03 9516207646884747 传智汇 1 1 http://www.itcast.cn +22:00:03 03151010454922942 院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 itcast 3 2 http://www.itcast.cn +22:00:04 2879613716025987 bigdata 2 3 http://www.itcast.cn +22:00:04 598816707234844 数据湖 2 2 http://www.itcast.cn +22:00:04 6943214457930995 kafka 1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +22:00:04 9975666857142764 java 3 3 http://www.itcast.cn +22:00:04 980289257562675 scala 2 3 http://www.itcast.cn +22:00:04 13247246443688898 itcast 11 13 http://www.itcast.cn +22:00:04 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +22:00:04 041495093190586196 itcast 10 8 http://www.itcast.cn +22:00:04 376189760947982 博学谷 3 3 http://www.itcast.cn +22:00:04 09215584418987899 院校帮 2 17 http://www.itcast.cn +22:00:04 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +22:00:04 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +22:00:04 016121060750067695 bigdata 2 4 http://www.itcast.cn +22:00:05 5622880127464453 bigdata 7 2 http://www.itcast.cn +22:00:05 7256222512839713 java 5 3 http://www.itcast.cn +22:00:05 4597407597846744 bigdata 4 1 http://www.itcast.cn +22:00:05 9097516432743482 kafka 1 1 http://www.itcast.cn +22:00:05 7584207738042873 itheima 2 1 http://www.itcast.cn +22:00:05 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +22:00:05 7044693659960919 数据仓库 10 8 http://www.itcast.cn +22:00:05 15984948747597305 传智汇 2 4 http://www.itcast.cn +22:00:05 44801909258572364 hadoop 1 2 http://www.itcast.cn +22:00:05 41641664258866384 博学谷 7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +22:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +22:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +22:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +22:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +22:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +22:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +22:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +22:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +22:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +22:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +22:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +21:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +21:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +21:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +21:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +21:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +21:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +21:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +21:00:07 26706283607513126 java 5 6 http://www.itcast.cn +21:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +21:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +21:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +21:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +21:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +21:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +21:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +21:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +21:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +21:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +21:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +21:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +21:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +21:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +21:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +21:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +21:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +21:00:07 598816707234844 数据湖 2 2 http://www.itcast.cn +21:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +21:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +21:00:07 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +21:00:07 9975666857142764 java 3 3 http://www.itcast.cn +21:00:07 980289257562675 scala 2 3 http://www.itcast.cn +20:00:07 13247246443688898 itcast 11 13 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +20:00:07 041495093190586196 itcast 10 8 http://www.itcast.cn +20:00:07 376189760947982 博学谷 3 3 http://www.itcast.cn +20:00:07 09215584418987899 院校帮 2 17 http://www.itcast.cn +20:00:07 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +20:00:07 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +20:00:07 016121060750067695 bigdata 2 4 http://www.itcast.cn +20:00:07 5622880127464453 bigdata 7 2 http://www.itcast.cn +20:00:07 7256222512839713 java 5 3 http://www.itcast.cn +20:00:07 4597407597846744 bigdata 4 1 http://www.itcast.cn +20:00:07 9097516432743482 kafka 1 1 http://www.itcast.cn +20:00:07 7584207738042873 itheima 2 1 http://www.itcast.cn +20:00:07 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +20:00:07 7044693659960919 数据仓库 10 8 http://www.itcast.cn +20:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +20:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +20:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +20:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +20:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +20:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +20:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +20:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +20:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +20:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +20:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +20:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +20:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +20:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +20:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +20:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +20:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +19:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +19:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +19:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +00:00:00 2982199073774412 传智播客 8 3 http://www.itcast.cn +00:00:00 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +00:00:00 5228056822071097 传智播客 14 5 http://www.itcast.cn +00:00:00 6140463203615646 博学谷 62 36 http://www.itcast.cn +00:00:00 8561366108033201 IDEA 3 2 http://www.itcast.cn +00:00:00 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +23:00:00 1797943298449139 flume 8 5 http://www.itcast.cn +23:00:00 00717725924582846 itcast 1 2 http://www.itcast.cn +23:00:00 41416219018952116 bigdata 2 6 http://www.itcast.cn +23:00:00 9975666857142764 IDEA 2 2 http://www.itcast.cn +23:00:00 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +23:00:00 7423866288265172 bigdata 3 13 http://www.itcast.cn +23:00:00 0616877776407358 itcast 2 9 http://www.itcast.cn +23:00:00 3933365481995287 flume 6 3 http://www.itcast.cn +23:00:00 8242389147671512 数据仓库 2 3 http://www.itcast.cn +23:00:00 8248403977107859 传智汇 1 1 http://www.itcast.cn +23:00:00 6239728533154822 itheima 7 9 http://www.itcast.cn +23:00:00 6551182914925117 itcast 6 4 http://www.itcast.cn +23:00:00 2345161545038265 传智汇 2 1 http://www.itcast.cn +23:00:00 06478452674857782 hadoop 4 1 http://www.itcast.cn +23:00:00 23405445793591878 博学谷 4 5 http://www.itcast.cn +23:00:00 23457845712802688 hadoop 4 1 http://www.itcast.cn +23:00:00 4625224675315291 spark 2 6 http://www.itcast.cn +23:00:00 048731119953599966 itheima 10 44 http://www.itcast.cn +23:00:00 48530765688455246 hadoop 26 3 http://www.itcast.cn +23:00:00 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +23:00:00 11515839301781111 spark 4 3 http://www.itcast.cn +23:00:00 26706283607513126 java 5 6 http://www.itcast.cn +23:00:00 01532039495118448 hadoop 1 1 http://www.itcast.cn +23:00:01 0014362172758659586 hadoop 64 21 http://www.itcast.cn +23:00:01 8958844460084823 itcast 6 3 http://www.itcast.cn +23:00:01 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +23:00:01 01532039495118448 scala 1 2 http://www.itcast.cn +23:00:01 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +23:00:01 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +23:00:01 7993461044162651 传智汇 7 2 http://www.itcast.cn +23:00:01 7940115548226505 c语言 6 6 http://www.itcast.cn +23:00:01 866575159856572 传智汇 8 2 http://www.itcast.cn +23:00:01 46394240497431355 院校帮 42 26 http://www.itcast.cn +23:00:01 20251553549853485 itcast 2 1 http://www.itcast.cn +23:00:01 5388089767668996 院校帮 9 7 http://www.itcast.cn +23:00:01 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +23:00:01 9998054335177979 传智播客 2 9 http://www.itcast.cn +23:00:02 7332328301924345 java 6 8 http://www.itcast.cn +23:00:02 9026201537815861 itheima 13 24 http://www.itcast.cn +23:00:02 1421205460982763 IT培训 8 2 http://www.itcast.cn +23:00:02 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 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7 3 http://www.itcast.cn +23:00:03 9717831746543397 bigdata 7 3 http://www.itcast.cn +23:00:03 6248455356965147 DataLake 3 1 http://www.itcast.cn +23:00:03 07165349589199138 bigdata 20 24 http://www.itcast.cn +23:00:03 2155385437198864 itheima 1 4 http://www.itcast.cn +22:00:03 9516207646884747 传智汇 1 1 http://www.itcast.cn +22:00:03 03151010454922942 院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 itcast 3 2 http://www.itcast.cn +22:00:04 2879613716025987 bigdata 2 3 http://www.itcast.cn +22:00:04 598816707234844 数据湖 2 2 http://www.itcast.cn +22:00:04 6943214457930995 kafka 1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +22:00:04 9975666857142764 java 3 3 http://www.itcast.cn +22:00:04 980289257562675 scala 2 3 http://www.itcast.cn +22:00:04 13247246443688898 itcast 11 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7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +22:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +22:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +22:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +22:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +22:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +22:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +22:00:07 8248403977107859 传智汇 1 1 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scala 1 2 http://www.itcast.cn +21:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +21:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +21:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +21:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +21:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 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传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +20:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +20:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +20:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +20:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +20:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +20:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +20:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +20:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +20:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +20:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +20:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +20:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +20:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +20:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +20:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +19:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +19:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +19:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +00:00:00 2982199073774412 传智播客 8 3 http://www.itcast.cn +00:00:00 07594220010824798 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1 http://www.itcast.cn +23:00:00 06478452674857782 hadoop 4 1 http://www.itcast.cn +23:00:00 23405445793591878 博学谷 4 5 http://www.itcast.cn +23:00:00 23457845712802688 hadoop 4 1 http://www.itcast.cn +23:00:00 4625224675315291 spark 2 6 http://www.itcast.cn +23:00:00 048731119953599966 itheima 10 44 http://www.itcast.cn +23:00:00 48530765688455246 hadoop 26 3 http://www.itcast.cn +23:00:00 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +23:00:00 11515839301781111 spark 4 3 http://www.itcast.cn +23:00:00 26706283607513126 java 5 6 http://www.itcast.cn +23:00:00 01532039495118448 hadoop 1 1 http://www.itcast.cn +23:00:01 0014362172758659586 hadoop 64 21 http://www.itcast.cn +23:00:01 8958844460084823 itcast 6 3 http://www.itcast.cn +23:00:01 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +23:00:01 01532039495118448 scala 1 2 http://www.itcast.cn +23:00:01 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +23:00:01 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +23:00:01 7993461044162651 传智汇 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6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +22:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +22:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +22:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +22:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +22:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +22:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +22:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +22:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +22:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +21:00:07 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866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 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http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +20:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +20:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +20:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +20:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +19:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +19:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +19:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +00:00:00 2982199073774412 传智播客 8 3 http://www.itcast.cn +00:00:00 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +00:00:00 5228056822071097 传智播客 14 5 http://www.itcast.cn +00:00:00 6140463203615646 博学谷 62 36 http://www.itcast.cn +00:00:00 8561366108033201 IDEA 3 2 http://www.itcast.cn +00:00:00 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +23:00:00 1797943298449139 flume 8 5 http://www.itcast.cn +23:00:00 00717725924582846 itcast 1 2 http://www.itcast.cn +23:00:00 41416219018952116 bigdata 2 6 http://www.itcast.cn +23:00:00 9975666857142764 IDEA 2 2 http://www.itcast.cn +23:00:00 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +23:00:00 7423866288265172 bigdata 3 13 http://www.itcast.cn +23:00:00 0616877776407358 itcast 2 9 http://www.itcast.cn +23:00:00 3933365481995287 flume 6 3 http://www.itcast.cn +23:00:00 8242389147671512 数据仓库 2 3 http://www.itcast.cn +23:00:00 8248403977107859 传智汇 1 1 http://www.itcast.cn +23:00:00 6239728533154822 itheima 7 9 http://www.itcast.cn +23:00:00 6551182914925117 itcast 6 4 http://www.itcast.cn +23:00:00 2345161545038265 传智汇 2 1 http://www.itcast.cn +23:00:00 06478452674857782 hadoop 4 1 http://www.itcast.cn +23:00:00 23405445793591878 博学谷 4 5 http://www.itcast.cn +23:00:00 23457845712802688 hadoop 4 1 http://www.itcast.cn +23:00:00 4625224675315291 spark 2 6 http://www.itcast.cn +23:00:00 048731119953599966 itheima 10 44 http://www.itcast.cn +23:00:00 48530765688455246 hadoop 26 3 http://www.itcast.cn +23:00:00 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +23:00:00 11515839301781111 spark 4 3 http://www.itcast.cn +23:00:00 26706283607513126 java 5 6 http://www.itcast.cn +23:00:00 01532039495118448 hadoop 1 1 http://www.itcast.cn +23:00:01 0014362172758659586 hadoop 64 21 http://www.itcast.cn +23:00:01 8958844460084823 itcast 6 3 http://www.itcast.cn +23:00:01 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +23:00:01 01532039495118448 scala 1 2 http://www.itcast.cn +23:00:01 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +23:00:01 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +23:00:01 7993461044162651 传智汇 7 2 http://www.itcast.cn +23:00:01 7940115548226505 c语言 6 6 http://www.itcast.cn +23:00:01 866575159856572 传智汇 8 2 http://www.itcast.cn +23:00:01 46394240497431355 院校帮 42 26 http://www.itcast.cn +23:00:01 20251553549853485 itcast 2 1 http://www.itcast.cn +23:00:01 5388089767668996 院校帮 9 7 http://www.itcast.cn +23:00:01 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +23:00:01 9998054335177979 传智播客 2 9 http://www.itcast.cn +23:00:02 7332328301924345 java 6 8 http://www.itcast.cn +23:00:02 9026201537815861 itheima 13 24 http://www.itcast.cn +23:00:02 1421205460982763 IT培训 8 2 http://www.itcast.cn +23:00:02 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +23:00:02 05687877046704298 传智播客 5 29 http://www.itcast.cn +23:00:02 7594960465891712 c语言 2 2 http://www.itcast.cn +23:00:02 09766368846776196 spark 1 1 http://www.itcast.cn +23:00:02 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +23:00:02 7139261067744087 itheima 5 4 http://www.itcast.cn +23:00:02 8181820631750396 itheima 5 2 http://www.itcast.cn +23:00:02 28556208222257873 DataLake 3 15 http://www.itcast.cn +23:00:02 3648075681022645 数据湖 4 18 http://www.itcast.cn +23:00:02 6317584696510536 c语言 1 1 http://www.itcast.cn +23:00:02 17326342867997962 itheima 115 65 http://www.itcast.cn +23:00:03 35804326352621896 java 3 1 http://www.itcast.cn +23:00:03 35494681591404975 hadoop 2 3 http://www.itcast.cn +23:00:03 07321773511158924 itheima 2 4 http://www.itcast.cn +23:00:03 43080219994871455 c语言 1 1 http://www.itcast.cn +23:00:03 09826806962227619 IDEA 20 22 http://www.itcast.cn +23:00:03 6625608472079179 itheima 1 1 http://www.itcast.cn +23:00:03 7954902679225404 博学谷 7 3 http://www.itcast.cn +23:00:03 9717831746543397 bigdata 7 3 http://www.itcast.cn +23:00:03 6248455356965147 DataLake 3 1 http://www.itcast.cn +23:00:03 07165349589199138 bigdata 20 24 http://www.itcast.cn +23:00:03 2155385437198864 itheima 1 4 http://www.itcast.cn +22:00:03 9516207646884747 传智汇 1 1 http://www.itcast.cn +22:00:03 03151010454922942 院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 itcast 3 2 http://www.itcast.cn +22:00:04 2879613716025987 bigdata 2 3 http://www.itcast.cn +22:00:04 598816707234844 数据湖 2 2 http://www.itcast.cn +22:00:04 6943214457930995 kafka 1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +22:00:04 9975666857142764 java 3 3 http://www.itcast.cn +22:00:04 980289257562675 scala 2 3 http://www.itcast.cn +22:00:04 13247246443688898 itcast 11 13 http://www.itcast.cn +22:00:04 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +22:00:04 041495093190586196 itcast 10 8 http://www.itcast.cn +22:00:04 376189760947982 博学谷 3 3 http://www.itcast.cn +22:00:04 09215584418987899 院校帮 2 17 http://www.itcast.cn +22:00:04 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +22:00:04 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +22:00:04 016121060750067695 bigdata 2 4 http://www.itcast.cn +22:00:05 5622880127464453 bigdata 7 2 http://www.itcast.cn +22:00:05 7256222512839713 java 5 3 http://www.itcast.cn +22:00:05 4597407597846744 bigdata 4 1 http://www.itcast.cn +22:00:05 9097516432743482 kafka 1 1 http://www.itcast.cn +22:00:05 7584207738042873 itheima 2 1 http://www.itcast.cn +22:00:05 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +22:00:05 7044693659960919 数据仓库 10 8 http://www.itcast.cn +22:00:05 15984948747597305 传智汇 2 4 http://www.itcast.cn +22:00:05 44801909258572364 hadoop 1 2 http://www.itcast.cn +22:00:05 41641664258866384 博学谷 7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +22:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +22:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +22:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +22:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +22:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +22:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +22:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +22:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +22:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +22:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +22:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +21:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +21:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +21:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +21:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +21:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +21:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +21:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +21:00:07 26706283607513126 java 5 6 http://www.itcast.cn +21:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +21:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +21:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +21:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +21:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +21:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +21:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +21:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +21:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +21:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +21:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +21:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +21:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +21:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +21:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +21:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +21:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +21:00:07 598816707234844 数据湖 2 2 http://www.itcast.cn +21:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +21:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +21:00:07 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +21:00:07 9975666857142764 java 3 3 http://www.itcast.cn +21:00:07 980289257562675 scala 2 3 http://www.itcast.cn +20:00:07 13247246443688898 itcast 11 13 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +20:00:07 041495093190586196 itcast 10 8 http://www.itcast.cn +20:00:07 376189760947982 博学谷 3 3 http://www.itcast.cn +20:00:07 09215584418987899 院校帮 2 17 http://www.itcast.cn +20:00:07 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +20:00:07 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +20:00:07 016121060750067695 bigdata 2 4 http://www.itcast.cn +20:00:07 5622880127464453 bigdata 7 2 http://www.itcast.cn +20:00:07 7256222512839713 java 5 3 http://www.itcast.cn +20:00:07 4597407597846744 bigdata 4 1 http://www.itcast.cn +20:00:07 9097516432743482 kafka 1 1 http://www.itcast.cn +20:00:07 7584207738042873 itheima 2 1 http://www.itcast.cn +20:00:07 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +20:00:07 7044693659960919 数据仓库 10 8 http://www.itcast.cn +20:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +20:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +20:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +20:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +20:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +20:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +20:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +20:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +20:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +20:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +20:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +20:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +20:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 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http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +20:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +20:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +19:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +19:00:07 9717831746543397 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6248455356965147 DataLake 3 1 http://www.itcast.cn +23:00:03 07165349589199138 bigdata 20 24 http://www.itcast.cn +23:00:03 2155385437198864 itheima 1 4 http://www.itcast.cn +22:00:03 9516207646884747 传智汇 1 1 http://www.itcast.cn +22:00:03 03151010454922942 院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 itcast 3 2 http://www.itcast.cn +22:00:04 2879613716025987 bigdata 2 3 http://www.itcast.cn +22:00:04 598816707234844 数据湖 2 2 http://www.itcast.cn +22:00:04 6943214457930995 kafka 1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +22:00:04 9975666857142764 java 3 3 http://www.itcast.cn +22:00:04 980289257562675 scala 2 3 http://www.itcast.cn +22:00:04 13247246443688898 itcast 11 13 http://www.itcast.cn +22:00:04 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +22:00:04 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6551182914925117 itcast 6 4 http://www.itcast.cn +22:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +22:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +21:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +21:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +21:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +21:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +21:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +21:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +21:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +21:00:07 26706283607513126 java 5 6 http://www.itcast.cn +21:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +21:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +21:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +21:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +21:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +21:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn 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6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 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6 http://www.itcast.cn +23:00:01 866575159856572 传智汇 8 2 http://www.itcast.cn +23:00:01 46394240497431355 院校帮 42 26 http://www.itcast.cn +23:00:01 20251553549853485 itcast 2 1 http://www.itcast.cn +23:00:01 5388089767668996 院校帮 9 7 http://www.itcast.cn +23:00:01 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +23:00:01 9998054335177979 传智播客 2 9 http://www.itcast.cn +23:00:02 7332328301924345 java 6 8 http://www.itcast.cn +23:00:02 9026201537815861 itheima 13 24 http://www.itcast.cn +23:00:02 1421205460982763 IT培训 8 2 http://www.itcast.cn +23:00:02 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +23:00:02 05687877046704298 传智播客 5 29 http://www.itcast.cn +23:00:02 7594960465891712 c语言 2 2 http://www.itcast.cn +23:00:02 09766368846776196 spark 1 1 http://www.itcast.cn +23:00:02 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +23:00:02 7139261067744087 itheima 5 4 http://www.itcast.cn +23:00:02 8181820631750396 itheima 5 2 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院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 itcast 3 2 http://www.itcast.cn +22:00:04 2879613716025987 bigdata 2 3 http://www.itcast.cn +22:00:04 598816707234844 数据湖 2 2 http://www.itcast.cn +22:00:04 6943214457930995 kafka 1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +22:00:04 9975666857142764 java 3 3 http://www.itcast.cn +22:00:04 980289257562675 scala 2 3 http://www.itcast.cn +22:00:04 13247246443688898 itcast 11 13 http://www.itcast.cn +22:00:04 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +22:00:04 041495093190586196 itcast 10 8 http://www.itcast.cn +22:00:04 376189760947982 博学谷 3 3 http://www.itcast.cn +22:00:04 09215584418987899 院校帮 2 17 http://www.itcast.cn +22:00:04 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +22:00:04 2531182989964728 传智专修学院 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bigdata 7 2 http://www.itcast.cn +20:00:07 7256222512839713 java 5 3 http://www.itcast.cn +20:00:07 4597407597846744 bigdata 4 1 http://www.itcast.cn +20:00:07 9097516432743482 kafka 1 1 http://www.itcast.cn +20:00:07 7584207738042873 itheima 2 1 http://www.itcast.cn +20:00:07 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +20:00:07 7044693659960919 数据仓库 10 8 http://www.itcast.cn +20:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +20:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +20:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +20:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +20:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +20:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +20:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +20:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +20:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +20:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +20:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +20:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +20:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +20:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +20:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +20:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +20:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +19:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +19:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +19:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +18:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +18:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +18:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +18:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +18:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +18:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +18:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +18:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +18:00:07 598816707234844 数据湖 2 2 http://www.itcast.cn +18:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +18:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +18:00:07 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +18:00:07 9975666857142764 java 3 3 http://www.itcast.cn +18:00:07 980289257562675 scala 2 3 http://www.itcast.cn +18:00:07 13247246443688898 itcast 11 13 http://www.itcast.cn +18:00:07 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +17:00:07 041495093190586196 itcast 10 8 http://www.itcast.cn +17:00:07 376189760947982 博学谷 3 3 http://www.itcast.cn +17:00:07 09215584418987899 院校帮 2 17 http://www.itcast.cn +17:00:07 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +17:00:07 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +17:00:07 016121060750067695 bigdata 2 4 http://www.itcast.cn +17:00:07 5622880127464453 bigdata 7 2 http://www.itcast.cn +17:00:07 7256222512839713 java 5 3 http://www.itcast.cn +17:00:07 4597407597846744 bigdata 4 1 http://www.itcast.cn +17:00:07 9097516432743482 kafka 1 1 http://www.itcast.cn +17:00:07 7584207738042873 itheima 2 1 http://www.itcast.cn +16:00:07 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +16:00:07 7044693659960919 数据仓库 10 8 http://www.itcast.cn +16:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +16:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +16:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +16:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +16:00:08 2982199073774412 传智播客 8 3 http://www.itcast.cn +16:00:08 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +16:00:08 5228056822071097 传智播客 14 5 http://www.itcast.cn +16:00:08 6140463203615646 博学谷 62 36 http://www.itcast.cn +16:00:08 8561366108033201 IDEA 3 2 http://www.itcast.cn +16:00:08 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +16:00:08 1797943298449139 flume 8 5 http://www.itcast.cn +16:00:08 00717725924582846 itcast 1 2 http://www.itcast.cn +16:00:08 41416219018952116 bigdata 2 6 http://www.itcast.cn +16:00:08 9975666857142764 IDEA 2 2 http://www.itcast.cn +16:00:08 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +16:00:08 7423866288265172 bigdata 3 13 http://www.itcast.cn +16:00:08 0616877776407358 itcast 2 9 http://www.itcast.cn +16:00:08 3933365481995287 flume 6 3 http://www.itcast.cn +16:00:08 8242389147671512 数据仓库 2 3 http://www.itcast.cn +16:00:08 8248403977107859 传智汇 1 1 http://www.itcast.cn +16:00:08 6239728533154822 itheima 7 9 http://www.itcast.cn +16:00:08 6551182914925117 itcast 6 4 http://www.itcast.cn +16:00:08 2345161545038265 传智汇 2 1 http://www.itcast.cn +16:00:08 06478452674857782 hadoop 4 1 http://www.itcast.cn +16:00:08 23405445793591878 博学谷 4 5 http://www.itcast.cn +16:00:08 23457845712802688 hadoop 4 1 http://www.itcast.cn +16:00:08 4625224675315291 spark 2 6 http://www.itcast.cn +16:00:08 048731119953599966 itheima 10 44 http://www.itcast.cn +16:00:08 48530765688455246 hadoop 26 3 http://www.itcast.cn +16:00:08 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +16:00:08 11515839301781111 spark 4 3 http://www.itcast.cn +16:00:08 26706283607513126 java 5 6 http://www.itcast.cn +16:00:08 01532039495118448 hadoop 1 1 http://www.itcast.cn +16:00:08 0014362172758659586 hadoop 64 21 http://www.itcast.cn +16:00:08 8958844460084823 itcast 6 3 http://www.itcast.cn +16:00:08 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +16:00:08 01532039495118448 scala 1 2 http://www.itcast.cn +16:00:08 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +16:00:08 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +16:00:08 7993461044162651 传智汇 7 2 http://www.itcast.cn +16:00:08 7940115548226505 c语言 6 6 http://www.itcast.cn +16:00:08 866575159856572 传智汇 8 2 http://www.itcast.cn +16:00:08 46394240497431355 院校帮 42 26 http://www.itcast.cn +16:00:08 20251553549853485 itcast 2 1 http://www.itcast.cn +16:00:08 5388089767668996 院校帮 9 7 http://www.itcast.cn +16:00:08 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +16:00:08 9998054335177979 传智播客 2 9 http://www.itcast.cn +16:00:08 7332328301924345 java 6 8 http://www.itcast.cn +16:00:08 9026201537815861 itheima 13 24 http://www.itcast.cn +16:00:08 1421205460982763 IT培训 8 2 http://www.itcast.cn +16:00:08 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +16:00:08 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +16:00:08 05687877046704298 传智播客 5 29 http://www.itcast.cn +16:00:08 7594960465891712 c语言 2 2 http://www.itcast.cn +16:00:08 09766368846776196 spark 1 1 http://www.itcast.cn +16:00:08 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +16:00:08 7139261067744087 itheima 5 4 http://www.itcast.cn +16:00:08 8181820631750396 itheima 5 2 http://www.itcast.cn +16:00:08 28556208222257873 DataLake 3 15 http://www.itcast.cn +16:00:08 3648075681022645 数据湖 4 18 http://www.itcast.cn +16:00:08 6317584696510536 c语言 1 1 http://www.itcast.cn +16:00:08 17326342867997962 itheima 115 65 http://www.itcast.cn +16:00:08 35804326352621896 java 3 1 http://www.itcast.cn +16:00:08 35494681591404975 hadoop 2 3 http://www.itcast.cn +16:00:08 07321773511158924 itheima 2 4 http://www.itcast.cn +16:00:08 43080219994871455 c语言 1 1 http://www.itcast.cn +16:00:08 09826806962227619 IDEA 20 22 http://www.itcast.cn +16:00:08 6625608472079179 itheima 1 1 http://www.itcast.cn +16:00:08 7954902679225404 博学谷 7 3 http://www.itcast.cn +15:00:08 9717831746543397 bigdata 7 3 http://www.itcast.cn +15:00:08 6248455356965147 DataLake 3 1 http://www.itcast.cn +15:00:08 07165349589199138 bigdata 20 24 http://www.itcast.cn +15:00:08 2155385437198864 itheima 1 4 http://www.itcast.cn +15:00:08 9516207646884747 传智汇 1 1 http://www.itcast.cn +15:00:08 03151010454922942 院校帮 14 31 http://www.itcast.cn +15:00:08 33445072154055155 传智播客 1 1 http://www.itcast.cn +15:00:08 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +15:00:08 25387369164541234 itcast 3 2 http://www.itcast.cn +15:00:08 2879613716025987 bigdata 2 3 http://www.itcast.cn +15:00:08 598816707234844 数据湖 2 2 http://www.itcast.cn +15:00:08 6943214457930995 kafka 1 16 http://www.itcast.cn +15:00:08 0907685968180253 院校帮 5 2 http://www.itcast.cn +15:00:08 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +15:00:08 9975666857142764 java 3 3 http://www.itcast.cn +15:00:08 980289257562675 scala 2 3 http://www.itcast.cn +15:00:08 13247246443688898 itcast 11 13 http://www.itcast.cn +15:00:08 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +15:00:08 041495093190586196 itcast 10 8 http://www.itcast.cn +15:00:08 376189760947982 博学谷 3 3 http://www.itcast.cn +15:00:08 09215584418987899 院校帮 2 17 http://www.itcast.cn +15:00:08 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +15:00:08 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +15:00:08 016121060750067695 bigdata 2 4 http://www.itcast.cn +15:00:08 5622880127464453 bigdata 7 2 http://www.itcast.cn +15:00:08 7256222512839713 java 5 3 http://www.itcast.cn +15:00:08 4597407597846744 bigdata 4 1 http://www.itcast.cn +15:00:08 9097516432743482 kafka 1 1 http://www.itcast.cn +15:00:08 7584207738042873 itheima 2 1 http://www.itcast.cn +15:00:08 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +15:00:08 7044693659960919 数据仓库 10 8 http://www.itcast.cn +15:00:08 15984948747597305 传智汇 2 4 http://www.itcast.cn +15:00:08 44801909258572364 hadoop 1 2 http://www.itcast.cn +15:00:08 41641664258866384 博学谷 7 1 http://www.itcast.cn +15:00:08 6185822016522959 scala 4 1 http://www.itcast.cn +15:00:09 2982199073774412 传智播客 8 3 http://www.itcast.cn +15:00:09 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +15:00:09 5228056822071097 传智播客 14 5 http://www.itcast.cn +15:00:09 6140463203615646 博学谷 62 36 http://www.itcast.cn +15:00:09 8561366108033201 IDEA 3 2 http://www.itcast.cn +15:00:09 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +15:00:09 1797943298449139 flume 8 5 http://www.itcast.cn +15:00:09 00717725924582846 itcast 1 2 http://www.itcast.cn +15:00:09 41416219018952116 bigdata 2 6 http://www.itcast.cn +15:00:09 9975666857142764 IDEA 2 2 http://www.itcast.cn +15:00:09 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +15:00:09 7423866288265172 bigdata 3 13 http://www.itcast.cn +15:00:09 0616877776407358 itcast 2 9 http://www.itcast.cn +15:00:09 3933365481995287 flume 6 3 http://www.itcast.cn +15:00:09 8242389147671512 数据仓库 2 3 http://www.itcast.cn +14:00:09 8248403977107859 传智汇 1 1 http://www.itcast.cn +14:00:09 6239728533154822 itheima 7 9 http://www.itcast.cn +14:00:09 6551182914925117 itcast 6 4 http://www.itcast.cn +14:00:09 2345161545038265 传智汇 2 1 http://www.itcast.cn +14:00:09 06478452674857782 hadoop 4 1 http://www.itcast.cn +14:00:09 23405445793591878 博学谷 4 5 http://www.itcast.cn +14:00:09 23457845712802688 hadoop 4 1 http://www.itcast.cn +14:00:09 4625224675315291 spark 2 6 http://www.itcast.cn +14:00:09 048731119953599966 itheima 10 44 http://www.itcast.cn +14:00:09 48530765688455246 hadoop 26 3 http://www.itcast.cn +14:00:09 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +14:00:09 11515839301781111 spark 4 3 http://www.itcast.cn +14:00:09 26706283607513126 java 5 6 http://www.itcast.cn +14:00:09 01532039495118448 hadoop 1 1 http://www.itcast.cn +14:00:09 0014362172758659586 hadoop 64 21 http://www.itcast.cn +14:00:09 8958844460084823 itcast 6 3 http://www.itcast.cn +14:00:09 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +14:00:09 01532039495118448 scala 1 2 http://www.itcast.cn +14:00:09 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +14:00:09 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +14:00:09 7993461044162651 传智汇 7 2 http://www.itcast.cn +14:00:09 7940115548226505 c语言 6 6 http://www.itcast.cn +14:00:09 866575159856572 传智汇 8 2 http://www.itcast.cn +14:00:09 46394240497431355 院校帮 42 26 http://www.itcast.cn +14:00:09 20251553549853485 itcast 2 1 http://www.itcast.cn +14:00:09 5388089767668996 院校帮 9 7 http://www.itcast.cn +14:00:09 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +14:00:09 9998054335177979 传智播客 2 9 http://www.itcast.cn +14:00:09 7332328301924345 java 6 8 http://www.itcast.cn +14:00:09 9026201537815861 itheima 13 24 http://www.itcast.cn +14:00:09 1421205460982763 IT培训 8 2 http://www.itcast.cn +14:00:09 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +14:00:09 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +14:00:09 05687877046704298 传智播客 5 29 http://www.itcast.cn +14:00:09 7594960465891712 c语言 2 2 http://www.itcast.cn +14:00:09 09766368846776196 spark 1 1 http://www.itcast.cn +14:00:09 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +14:00:09 7139261067744087 itheima 5 4 http://www.itcast.cn +14:00:09 8181820631750396 itheima 5 2 http://www.itcast.cn +14:00:09 28556208222257873 DataLake 3 15 http://www.itcast.cn +14:00:09 3648075681022645 数据湖 4 18 http://www.itcast.cn +14:00:09 6317584696510536 c语言 1 1 http://www.itcast.cn +14:00:09 17326342867997962 itheima 115 65 http://www.itcast.cn +14:00:09 35804326352621896 java 3 1 http://www.itcast.cn +14:00:09 35494681591404975 hadoop 2 3 http://www.itcast.cn +14:00:09 07321773511158924 itheima 2 4 http://www.itcast.cn +14:00:09 43080219994871455 c语言 1 1 http://www.itcast.cn +14:00:09 09826806962227619 IDEA 20 22 http://www.itcast.cn +14:00:09 6625608472079179 itheima 1 1 http://www.itcast.cn +14:00:09 7954902679225404 博学谷 7 3 http://www.itcast.cn +14:00:09 9717831746543397 bigdata 7 3 http://www.itcast.cn +14:00:09 6248455356965147 DataLake 3 1 http://www.itcast.cn +14:00:09 07165349589199138 bigdata 20 24 http://www.itcast.cn +14:00:09 2155385437198864 itheima 1 4 http://www.itcast.cn +14:00:09 9516207646884747 传智汇 1 1 http://www.itcast.cn +14:00:09 03151010454922942 院校帮 14 31 http://www.itcast.cn +14:00:09 33445072154055155 传智播客 1 1 http://www.itcast.cn +14:00:09 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +14:00:09 25387369164541234 itcast 3 2 http://www.itcast.cn +14:00:09 2879613716025987 bigdata 2 3 http://www.itcast.cn +14:00:09 598816707234844 数据湖 2 2 http://www.itcast.cn +14:00:09 6943214457930995 kafka 1 16 http://www.itcast.cn +14:00:09 0907685968180253 院校帮 5 2 http://www.itcast.cn +14:00:09 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +14:00:09 9975666857142764 java 3 3 http://www.itcast.cn +14:00:09 980289257562675 scala 2 3 http://www.itcast.cn +14:00:09 13247246443688898 itcast 11 13 http://www.itcast.cn +14:00:09 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +14:00:09 041495093190586196 itcast 10 8 http://www.itcast.cn +14:00:09 376189760947982 博学谷 3 3 http://www.itcast.cn +14:00:09 09215584418987899 院校帮 2 17 http://www.itcast.cn +14:00:09 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +14:00:09 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +14:00:09 016121060750067695 bigdata 2 4 http://www.itcast.cn +14:00:09 5622880127464453 bigdata 7 2 http://www.itcast.cn +14:00:09 7256222512839713 java 5 3 http://www.itcast.cn +14:00:09 4597407597846744 bigdata 4 1 http://www.itcast.cn +14:00:09 9097516432743482 kafka 1 1 http://www.itcast.cn +14:00:09 7584207738042873 itheima 2 1 http://www.itcast.cn +14:00:09 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +14:00:09 7044693659960919 数据仓库 10 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1 1 http://www.itcast.cn +12:00:10 7954902679225404 博学谷 7 3 http://www.itcast.cn +12:00:10 9717831746543397 bigdata 7 3 http://www.itcast.cn +12:00:10 6248455356965147 DataLake 3 1 http://www.itcast.cn +12:00:10 07165349589199138 bigdata 20 24 http://www.itcast.cn +12:00:10 2155385437198864 itheima 1 4 http://www.itcast.cn +12:00:10 9516207646884747 传智汇 1 1 http://www.itcast.cn +12:00:10 03151010454922942 院校帮 14 31 http://www.itcast.cn +12:00:10 33445072154055155 传智播客 1 1 http://www.itcast.cn +12:00:10 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +12:00:10 25387369164541234 itcast 3 2 http://www.itcast.cn +12:00:10 2879613716025987 bigdata 2 3 http://www.itcast.cn +12:00:10 598816707234844 数据湖 2 2 http://www.itcast.cn +12:00:10 6943214457930995 kafka 1 16 http://www.itcast.cn +12:00:10 0907685968180253 院校帮 5 2 http://www.itcast.cn +12:00:10 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +12:00:10 9975666857142764 java 3 3 http://www.itcast.cn +12:00:10 980289257562675 scala 2 3 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hadoop 1 2 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 7256222512839713 java 5 3 http://www.itcast.cn +12:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +12:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +12:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +12:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +12:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +12:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +12:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 7256222512839713 java 5 3 http://www.itcast.cn +12:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +12:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +12:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +12:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +12:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +12:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +12:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 7256222512839713 java 5 3 http://www.itcast.cn +12:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +12:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +12:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +12:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 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5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +20:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +20:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +20:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +20:00:07 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1 http://www.itcast.cn +22:00:05 7584207738042873 itheima 2 1 http://www.itcast.cn +22:00:05 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +22:00:05 7044693659960919 数据仓库 10 8 http://www.itcast.cn +22:00:05 15984948747597305 传智汇 2 4 http://www.itcast.cn +22:00:05 44801909258572364 hadoop 1 2 http://www.itcast.cn +22:00:05 41641664258866384 博学谷 7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +22:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +22:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +22:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +22:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +22:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +22:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +22:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +22:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +22:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +22:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +22:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +21:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +21:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +21:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +21:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +21:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +21:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +21:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +21:00:07 26706283607513126 java 5 6 http://www.itcast.cn +21:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +21:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +21:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +21:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +21:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +21:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +21:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +21:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +21:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +21:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +21:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +21:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +21:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +21:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +21:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +21:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +21:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +21:00:07 598816707234844 数据湖 2 2 http://www.itcast.cn +21:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +21:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +21:00:07 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +21:00:07 9975666857142764 java 3 3 http://www.itcast.cn +21:00:07 980289257562675 scala 2 3 http://www.itcast.cn +20:00:07 13247246443688898 itcast 11 13 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +20:00:07 041495093190586196 itcast 10 8 http://www.itcast.cn +20:00:07 376189760947982 博学谷 3 3 http://www.itcast.cn +20:00:07 09215584418987899 院校帮 2 17 http://www.itcast.cn +20:00:07 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +20:00:07 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +20:00:07 016121060750067695 bigdata 2 4 http://www.itcast.cn +20:00:07 5622880127464453 bigdata 7 2 http://www.itcast.cn +20:00:07 7256222512839713 java 5 3 http://www.itcast.cn +20:00:07 4597407597846744 bigdata 4 1 http://www.itcast.cn +20:00:07 9097516432743482 kafka 1 1 http://www.itcast.cn +20:00:07 7584207738042873 itheima 2 1 http://www.itcast.cn +20:00:07 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +20:00:07 7044693659960919 数据仓库 10 8 http://www.itcast.cn +20:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +20:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +20:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +20:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +20:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +20:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +20:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +20:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +20:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +20:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +20:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +20:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +20:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +20:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +20:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +20:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +20:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +19:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +19:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +19:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +00:00:00 2982199073774412 传智播客 8 3 http://www.itcast.cn +00:00:00 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +00:00:00 5228056822071097 传智播客 14 5 http://www.itcast.cn +00:00:00 6140463203615646 博学谷 62 36 http://www.itcast.cn +00:00:00 8561366108033201 IDEA 3 2 http://www.itcast.cn +00:00:00 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +23:00:00 1797943298449139 flume 8 5 http://www.itcast.cn +23:00:00 00717725924582846 itcast 1 2 http://www.itcast.cn +23:00:00 41416219018952116 bigdata 2 6 http://www.itcast.cn +23:00:00 9975666857142764 IDEA 2 2 http://www.itcast.cn +23:00:00 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +23:00:00 7423866288265172 bigdata 3 13 http://www.itcast.cn +23:00:00 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0014362172758659586 hadoop 64 21 http://www.itcast.cn +23:00:01 8958844460084823 itcast 6 3 http://www.itcast.cn +23:00:01 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +23:00:01 01532039495118448 scala 1 2 http://www.itcast.cn +23:00:01 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +23:00:01 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +23:00:01 7993461044162651 传智汇 7 2 http://www.itcast.cn +23:00:01 7940115548226505 c语言 6 6 http://www.itcast.cn +23:00:01 866575159856572 传智汇 8 2 http://www.itcast.cn +23:00:01 46394240497431355 院校帮 42 26 http://www.itcast.cn +23:00:01 20251553549853485 itcast 2 1 http://www.itcast.cn +23:00:01 5388089767668996 院校帮 9 7 http://www.itcast.cn +23:00:01 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +23:00:01 9998054335177979 传智播客 2 9 http://www.itcast.cn +23:00:02 7332328301924345 java 6 8 http://www.itcast.cn +23:00:02 9026201537815861 itheima 13 24 http://www.itcast.cn +23:00:02 1421205460982763 IT培训 8 2 http://www.itcast.cn +23:00:02 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +23:00:02 05687877046704298 传智播客 5 29 http://www.itcast.cn +23:00:02 7594960465891712 c语言 2 2 http://www.itcast.cn +23:00:02 09766368846776196 spark 1 1 http://www.itcast.cn +23:00:02 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +23:00:02 7139261067744087 itheima 5 4 http://www.itcast.cn +23:00:02 8181820631750396 itheima 5 2 http://www.itcast.cn +23:00:02 28556208222257873 DataLake 3 15 http://www.itcast.cn +23:00:02 3648075681022645 数据湖 4 18 http://www.itcast.cn +23:00:02 6317584696510536 c语言 1 1 http://www.itcast.cn +23:00:02 17326342867997962 itheima 115 65 http://www.itcast.cn +23:00:03 35804326352621896 java 3 1 http://www.itcast.cn +23:00:03 35494681591404975 hadoop 2 3 http://www.itcast.cn +23:00:03 07321773511158924 itheima 2 4 http://www.itcast.cn +23:00:03 43080219994871455 c语言 1 1 http://www.itcast.cn +23:00:03 09826806962227619 IDEA 20 22 http://www.itcast.cn +23:00:03 6625608472079179 itheima 1 1 http://www.itcast.cn +23:00:03 7954902679225404 博学谷 7 3 http://www.itcast.cn +23:00:03 9717831746543397 bigdata 7 3 http://www.itcast.cn +23:00:03 6248455356965147 DataLake 3 1 http://www.itcast.cn +23:00:03 07165349589199138 bigdata 20 24 http://www.itcast.cn +23:00:03 2155385437198864 itheima 1 4 http://www.itcast.cn +22:00:03 9516207646884747 传智汇 1 1 http://www.itcast.cn +22:00:03 03151010454922942 院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 itcast 3 2 http://www.itcast.cn +22:00:04 2879613716025987 bigdata 2 3 http://www.itcast.cn +22:00:04 598816707234844 数据湖 2 2 http://www.itcast.cn +22:00:04 6943214457930995 kafka 1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +22:00:04 9975666857142764 java 3 3 http://www.itcast.cn 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http://www.itcast.cn +22:00:05 44801909258572364 hadoop 1 2 http://www.itcast.cn +22:00:05 41641664258866384 博学谷 7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +22:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +22:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +22:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +22:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +22:00:07 3933365481995287 flume 6 3 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6 3 http://www.itcast.cn +21:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +21:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +21:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +21:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +21:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +21:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +21:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +21:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +21:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +21:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +21:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +21:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +21:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +21:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +21:00:07 598816707234844 数据湖 2 2 http://www.itcast.cn +21:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +21:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +21:00:07 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +21:00:07 9975666857142764 java 3 3 http://www.itcast.cn +21:00:07 980289257562675 scala 2 3 http://www.itcast.cn +20:00:07 13247246443688898 itcast 11 13 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +20:00:07 041495093190586196 itcast 10 8 http://www.itcast.cn +20:00:07 376189760947982 博学谷 3 3 http://www.itcast.cn +20:00:07 09215584418987899 院校帮 2 17 http://www.itcast.cn +20:00:07 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +20:00:07 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +20:00:07 016121060750067695 bigdata 2 4 http://www.itcast.cn +20:00:07 5622880127464453 bigdata 7 2 http://www.itcast.cn +20:00:07 7256222512839713 java 5 3 http://www.itcast.cn +20:00:07 4597407597846744 bigdata 4 1 http://www.itcast.cn +20:00:07 9097516432743482 kafka 1 1 http://www.itcast.cn +20:00:07 7584207738042873 itheima 2 1 http://www.itcast.cn +20:00:07 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +20:00:07 7044693659960919 数据仓库 10 8 http://www.itcast.cn +20:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +20:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 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scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +20:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +20:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 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DataLake 3 1 http://www.itcast.cn +00:00:00 2982199073774412 传智播客 8 3 http://www.itcast.cn +00:00:00 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +00:00:00 5228056822071097 传智播客 14 5 http://www.itcast.cn +00:00:00 6140463203615646 博学谷 62 36 http://www.itcast.cn +00:00:00 8561366108033201 IDEA 3 2 http://www.itcast.cn +00:00:00 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +23:00:00 1797943298449139 flume 8 5 http://www.itcast.cn +23:00:00 00717725924582846 itcast 1 2 http://www.itcast.cn +23:00:00 41416219018952116 bigdata 2 6 http://www.itcast.cn +23:00:00 9975666857142764 IDEA 2 2 http://www.itcast.cn +23:00:00 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +23:00:00 7423866288265172 bigdata 3 13 http://www.itcast.cn +23:00:00 0616877776407358 itcast 2 9 http://www.itcast.cn +23:00:00 3933365481995287 flume 6 3 http://www.itcast.cn +23:00:00 8242389147671512 数据仓库 2 3 http://www.itcast.cn +23:00:00 8248403977107859 传智汇 1 1 http://www.itcast.cn +23:00:00 6239728533154822 itheima 7 9 http://www.itcast.cn +23:00:00 6551182914925117 itcast 6 4 http://www.itcast.cn +23:00:00 2345161545038265 传智汇 2 1 http://www.itcast.cn +23:00:00 06478452674857782 hadoop 4 1 http://www.itcast.cn +23:00:00 23405445793591878 博学谷 4 5 http://www.itcast.cn +23:00:00 23457845712802688 hadoop 4 1 http://www.itcast.cn +23:00:00 4625224675315291 spark 2 6 http://www.itcast.cn +23:00:00 048731119953599966 itheima 10 44 http://www.itcast.cn +23:00:00 48530765688455246 hadoop 26 3 http://www.itcast.cn +23:00:00 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +23:00:00 11515839301781111 spark 4 3 http://www.itcast.cn +23:00:00 26706283607513126 java 5 6 http://www.itcast.cn +23:00:00 01532039495118448 hadoop 1 1 http://www.itcast.cn +23:00:01 0014362172758659586 hadoop 64 21 http://www.itcast.cn +23:00:01 8958844460084823 itcast 6 3 http://www.itcast.cn +23:00:01 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +23:00:01 01532039495118448 scala 1 2 http://www.itcast.cn +23:00:01 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +23:00:01 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +23:00:01 7993461044162651 传智汇 7 2 http://www.itcast.cn +23:00:01 7940115548226505 c语言 6 6 http://www.itcast.cn +23:00:01 866575159856572 传智汇 8 2 http://www.itcast.cn +23:00:01 46394240497431355 院校帮 42 26 http://www.itcast.cn +23:00:01 20251553549853485 itcast 2 1 http://www.itcast.cn +23:00:01 5388089767668996 院校帮 9 7 http://www.itcast.cn +23:00:01 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +23:00:01 9998054335177979 传智播客 2 9 http://www.itcast.cn +23:00:02 7332328301924345 java 6 8 http://www.itcast.cn +23:00:02 9026201537815861 itheima 13 24 http://www.itcast.cn +23:00:02 1421205460982763 IT培训 8 2 http://www.itcast.cn +23:00:02 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +23:00:02 05687877046704298 传智播客 5 29 http://www.itcast.cn +23:00:02 7594960465891712 c语言 2 2 http://www.itcast.cn +23:00:02 09766368846776196 spark 1 1 http://www.itcast.cn +23:00:02 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +23:00:02 7139261067744087 itheima 5 4 http://www.itcast.cn +23:00:02 8181820631750396 itheima 5 2 http://www.itcast.cn +23:00:02 28556208222257873 DataLake 3 15 http://www.itcast.cn +23:00:02 3648075681022645 数据湖 4 18 http://www.itcast.cn +23:00:02 6317584696510536 c语言 1 1 http://www.itcast.cn +23:00:02 17326342867997962 itheima 115 65 http://www.itcast.cn +23:00:03 35804326352621896 java 3 1 http://www.itcast.cn +23:00:03 35494681591404975 hadoop 2 3 http://www.itcast.cn +23:00:03 07321773511158924 itheima 2 4 http://www.itcast.cn +23:00:03 43080219994871455 c语言 1 1 http://www.itcast.cn +23:00:03 09826806962227619 IDEA 20 22 http://www.itcast.cn +23:00:03 6625608472079179 itheima 1 1 http://www.itcast.cn +23:00:03 7954902679225404 博学谷 7 3 http://www.itcast.cn +23:00:03 9717831746543397 bigdata 7 3 http://www.itcast.cn +23:00:03 6248455356965147 DataLake 3 1 http://www.itcast.cn +23:00:03 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376189760947982 博学谷 3 3 http://www.itcast.cn +22:00:04 09215584418987899 院校帮 2 17 http://www.itcast.cn +22:00:04 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +22:00:04 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +22:00:04 016121060750067695 bigdata 2 4 http://www.itcast.cn +22:00:05 5622880127464453 bigdata 7 2 http://www.itcast.cn +22:00:05 7256222512839713 java 5 3 http://www.itcast.cn +22:00:05 4597407597846744 bigdata 4 1 http://www.itcast.cn +22:00:05 9097516432743482 kafka 1 1 http://www.itcast.cn +22:00:05 7584207738042873 itheima 2 1 http://www.itcast.cn +22:00:05 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +22:00:05 7044693659960919 数据仓库 10 8 http://www.itcast.cn +22:00:05 15984948747597305 传智汇 2 4 http://www.itcast.cn +22:00:05 44801909258572364 hadoop 1 2 http://www.itcast.cn +22:00:05 41641664258866384 博学谷 7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 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2345161545038265 传智汇 2 1 http://www.itcast.cn +22:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +21:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +21:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +21:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +21:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +21:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +21:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +21:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +21:00:07 26706283607513126 java 5 6 http://www.itcast.cn +21:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +21:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +21:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +21:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +21:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +21:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +21:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +21:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +21:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +21:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +21:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +21:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +21:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +21:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +21:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +21:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +21:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +21:00:07 598816707234844 数据湖 2 2 http://www.itcast.cn +21:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +21:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +21:00:07 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +21:00:07 9975666857142764 java 3 3 http://www.itcast.cn +21:00:07 980289257562675 scala 2 3 http://www.itcast.cn +20:00:07 13247246443688898 itcast 11 13 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +20:00:07 041495093190586196 itcast 10 8 http://www.itcast.cn +20:00:07 376189760947982 博学谷 3 3 http://www.itcast.cn +20:00:07 09215584418987899 院校帮 2 17 http://www.itcast.cn +20:00:07 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +20:00:07 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +20:00:07 016121060750067695 bigdata 2 4 http://www.itcast.cn +20:00:07 5622880127464453 bigdata 7 2 http://www.itcast.cn +20:00:07 7256222512839713 java 5 3 http://www.itcast.cn +20:00:07 4597407597846744 bigdata 4 1 http://www.itcast.cn +20:00:07 9097516432743482 kafka 1 1 http://www.itcast.cn +20:00:07 7584207738042873 itheima 2 1 http://www.itcast.cn +20:00:07 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +20:00:07 7044693659960919 数据仓库 10 8 http://www.itcast.cn +20:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +20:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +20:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +20:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +20:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +20:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +20:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +20:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +20:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +20:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +20:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +20:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +20:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +20:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +20:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +20:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +20:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +19:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +19:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +19:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +00:00:00 2982199073774412 传智播客 8 3 http://www.itcast.cn +00:00:00 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +00:00:00 5228056822071097 传智播客 14 5 http://www.itcast.cn +00:00:00 6140463203615646 博学谷 62 36 http://www.itcast.cn +00:00:00 8561366108033201 IDEA 3 2 http://www.itcast.cn +00:00:00 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +23:00:00 1797943298449139 flume 8 5 http://www.itcast.cn +23:00:00 00717725924582846 itcast 1 2 http://www.itcast.cn +23:00:00 41416219018952116 bigdata 2 6 http://www.itcast.cn +23:00:00 9975666857142764 IDEA 2 2 http://www.itcast.cn +23:00:00 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +23:00:00 7423866288265172 bigdata 3 13 http://www.itcast.cn +23:00:00 0616877776407358 itcast 2 9 http://www.itcast.cn +23:00:00 3933365481995287 flume 6 3 http://www.itcast.cn +23:00:00 8242389147671512 数据仓库 2 3 http://www.itcast.cn +23:00:00 8248403977107859 传智汇 1 1 http://www.itcast.cn +23:00:00 6239728533154822 itheima 7 9 http://www.itcast.cn +23:00:00 6551182914925117 itcast 6 4 http://www.itcast.cn +23:00:00 2345161545038265 传智汇 2 1 http://www.itcast.cn +23:00:00 06478452674857782 hadoop 4 1 http://www.itcast.cn +23:00:00 23405445793591878 博学谷 4 5 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http://www.itcast.cn +23:00:01 46394240497431355 院校帮 42 26 http://www.itcast.cn +23:00:01 20251553549853485 itcast 2 1 http://www.itcast.cn +23:00:01 5388089767668996 院校帮 9 7 http://www.itcast.cn +23:00:01 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +23:00:01 9998054335177979 传智播客 2 9 http://www.itcast.cn +23:00:02 7332328301924345 java 6 8 http://www.itcast.cn +23:00:02 9026201537815861 itheima 13 24 http://www.itcast.cn +23:00:02 1421205460982763 IT培训 8 2 http://www.itcast.cn +23:00:02 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +23:00:02 05687877046704298 传智播客 5 29 http://www.itcast.cn +23:00:02 7594960465891712 c语言 2 2 http://www.itcast.cn +23:00:02 09766368846776196 spark 1 1 http://www.itcast.cn +23:00:02 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +23:00:02 7139261067744087 itheima 5 4 http://www.itcast.cn +23:00:02 8181820631750396 itheima 5 2 http://www.itcast.cn +23:00:02 28556208222257873 DataLake 3 15 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http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 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java 5 3 http://www.itcast.cn +20:00:07 4597407597846744 bigdata 4 1 http://www.itcast.cn +20:00:07 9097516432743482 kafka 1 1 http://www.itcast.cn +20:00:07 7584207738042873 itheima 2 1 http://www.itcast.cn +20:00:07 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +20:00:07 7044693659960919 数据仓库 10 8 http://www.itcast.cn +20:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +20:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 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3 http://www.itcast.cn +20:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +20:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +20:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +20:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +20:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +20:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +19:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +19:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +19:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +00:00:00 2982199073774412 传智播客 8 3 http://www.itcast.cn +00:00:00 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +00:00:00 5228056822071097 传智播客 14 5 http://www.itcast.cn +00:00:00 6140463203615646 博学谷 62 36 http://www.itcast.cn +00:00:00 8561366108033201 IDEA 3 2 http://www.itcast.cn +00:00:00 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +23:00:00 1797943298449139 flume 8 5 http://www.itcast.cn +23:00:00 00717725924582846 itcast 1 2 http://www.itcast.cn +23:00:00 41416219018952116 bigdata 2 6 http://www.itcast.cn +23:00:00 9975666857142764 IDEA 2 2 http://www.itcast.cn +23:00:00 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +23:00:00 7423866288265172 bigdata 3 13 http://www.itcast.cn +23:00:00 0616877776407358 itcast 2 9 http://www.itcast.cn +23:00:00 3933365481995287 flume 6 3 http://www.itcast.cn +23:00:00 8242389147671512 数据仓库 2 3 http://www.itcast.cn +23:00:00 8248403977107859 传智汇 1 1 http://www.itcast.cn +23:00:00 6239728533154822 itheima 7 9 http://www.itcast.cn +23:00:00 6551182914925117 itcast 6 4 http://www.itcast.cn +23:00:00 2345161545038265 传智汇 2 1 http://www.itcast.cn +23:00:00 06478452674857782 hadoop 4 1 http://www.itcast.cn +23:00:00 23405445793591878 博学谷 4 5 http://www.itcast.cn +23:00:00 23457845712802688 hadoop 4 1 http://www.itcast.cn +23:00:00 4625224675315291 spark 2 6 http://www.itcast.cn +23:00:00 048731119953599966 itheima 10 44 http://www.itcast.cn +23:00:00 48530765688455246 hadoop 26 3 http://www.itcast.cn +23:00:00 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +23:00:00 11515839301781111 spark 4 3 http://www.itcast.cn +23:00:00 26706283607513126 java 5 6 http://www.itcast.cn +23:00:00 01532039495118448 hadoop 1 1 http://www.itcast.cn +23:00:01 0014362172758659586 hadoop 64 21 http://www.itcast.cn +23:00:01 8958844460084823 itcast 6 3 http://www.itcast.cn +23:00:01 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +23:00:01 01532039495118448 scala 1 2 http://www.itcast.cn +23:00:01 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +23:00:01 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +23:00:01 7993461044162651 传智汇 7 2 http://www.itcast.cn +23:00:01 7940115548226505 c语言 6 6 http://www.itcast.cn +23:00:01 866575159856572 传智汇 8 2 http://www.itcast.cn +23:00:01 46394240497431355 院校帮 42 26 http://www.itcast.cn +23:00:01 20251553549853485 itcast 2 1 http://www.itcast.cn +23:00:01 5388089767668996 院校帮 9 7 http://www.itcast.cn +23:00:01 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +23:00:01 9998054335177979 传智播客 2 9 http://www.itcast.cn +23:00:02 7332328301924345 java 6 8 http://www.itcast.cn +23:00:02 9026201537815861 itheima 13 24 http://www.itcast.cn +23:00:02 1421205460982763 IT培训 8 2 http://www.itcast.cn +23:00:02 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +23:00:02 05687877046704298 传智播客 5 29 http://www.itcast.cn +23:00:02 7594960465891712 c语言 2 2 http://www.itcast.cn +23:00:02 09766368846776196 spark 1 1 http://www.itcast.cn +23:00:02 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +23:00:02 7139261067744087 itheima 5 4 http://www.itcast.cn +23:00:02 8181820631750396 itheima 5 2 http://www.itcast.cn +23:00:02 28556208222257873 DataLake 3 15 http://www.itcast.cn +23:00:02 3648075681022645 数据湖 4 18 http://www.itcast.cn +23:00:02 6317584696510536 c语言 1 1 http://www.itcast.cn +23:00:02 17326342867997962 itheima 115 65 http://www.itcast.cn +23:00:03 35804326352621896 java 3 1 http://www.itcast.cn +23:00:03 35494681591404975 hadoop 2 3 http://www.itcast.cn +23:00:03 07321773511158924 itheima 2 4 http://www.itcast.cn +23:00:03 43080219994871455 c语言 1 1 http://www.itcast.cn +23:00:03 09826806962227619 IDEA 20 22 http://www.itcast.cn +23:00:03 6625608472079179 itheima 1 1 http://www.itcast.cn +23:00:03 7954902679225404 博学谷 7 3 http://www.itcast.cn +23:00:03 9717831746543397 bigdata 7 3 http://www.itcast.cn +23:00:03 6248455356965147 DataLake 3 1 http://www.itcast.cn +23:00:03 07165349589199138 bigdata 20 24 http://www.itcast.cn +23:00:03 2155385437198864 itheima 1 4 http://www.itcast.cn +22:00:03 9516207646884747 传智汇 1 1 http://www.itcast.cn +22:00:03 03151010454922942 院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 itcast 3 2 http://www.itcast.cn +22:00:04 2879613716025987 bigdata 2 3 http://www.itcast.cn +22:00:04 598816707234844 数据湖 2 2 http://www.itcast.cn +22:00:04 6943214457930995 kafka 1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +22:00:04 9975666857142764 java 3 3 http://www.itcast.cn +22:00:04 980289257562675 scala 2 3 http://www.itcast.cn +22:00:04 13247246443688898 itcast 11 13 http://www.itcast.cn +22:00:04 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +22:00:04 041495093190586196 itcast 10 8 http://www.itcast.cn +22:00:04 376189760947982 博学谷 3 3 http://www.itcast.cn +22:00:04 09215584418987899 院校帮 2 17 http://www.itcast.cn +22:00:04 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +22:00:04 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +22:00:04 016121060750067695 bigdata 2 4 http://www.itcast.cn +22:00:05 5622880127464453 bigdata 7 2 http://www.itcast.cn +22:00:05 7256222512839713 java 5 3 http://www.itcast.cn +22:00:05 4597407597846744 bigdata 4 1 http://www.itcast.cn +22:00:05 9097516432743482 kafka 1 1 http://www.itcast.cn +22:00:05 7584207738042873 itheima 2 1 http://www.itcast.cn +22:00:05 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +22:00:05 7044693659960919 数据仓库 10 8 http://www.itcast.cn +22:00:05 15984948747597305 传智汇 2 4 http://www.itcast.cn +22:00:05 44801909258572364 hadoop 1 2 http://www.itcast.cn +22:00:05 41641664258866384 博学谷 7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +22:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +22:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +22:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +22:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +22:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +22:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +22:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +22:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +22:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +22:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +22:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +21:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +21:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +21:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +21:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +21:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +21:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +21:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +21:00:07 26706283607513126 java 5 6 http://www.itcast.cn +21:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +21:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +21:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +21:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +21:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +21:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +21:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +21:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +21:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +21:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +21:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +21:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +21:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +21:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +21:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +21:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +21:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +21:00:07 598816707234844 数据湖 2 2 http://www.itcast.cn +21:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +21:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +21:00:07 0554004435565833 黑马程序员 3 2 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8 http://www.itcast.cn +20:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +20:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 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21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +20:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +20:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +20:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +20:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 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http://www.itcast.cn +12:00:10 8181820631750396 itheima 5 2 http://www.itcast.cn +12:00:10 28556208222257873 DataLake 3 15 http://www.itcast.cn +12:00:10 3648075681022645 数据湖 4 18 http://www.itcast.cn +12:00:10 6317584696510536 c语言 1 1 http://www.itcast.cn +12:00:10 17326342867997962 itheima 115 65 http://www.itcast.cn +12:00:10 35804326352621896 java 3 1 http://www.itcast.cn +12:00:10 35494681591404975 hadoop 2 3 http://www.itcast.cn +12:00:10 07321773511158924 itheima 2 4 http://www.itcast.cn +12:00:10 43080219994871455 c语言 1 1 http://www.itcast.cn +12:00:10 09826806962227619 IDEA 20 22 http://www.itcast.cn +12:00:10 6625608472079179 itheima 1 1 http://www.itcast.cn +12:00:10 7954902679225404 博学谷 7 3 http://www.itcast.cn +12:00:10 9717831746543397 bigdata 7 3 http://www.itcast.cn +12:00:10 6248455356965147 DataLake 3 1 http://www.itcast.cn +12:00:10 07165349589199138 bigdata 20 24 http://www.itcast.cn +12:00:10 2155385437198864 itheima 1 4 http://www.itcast.cn +12:00:10 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19701804785360144 传智专修学院 1 1 http://www.itcast.cn +12:00:10 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +12:00:10 016121060750067695 bigdata 2 4 http://www.itcast.cn +12:00:10 5622880127464453 bigdata 7 2 http://www.itcast.cn +12:00:10 7256222512839713 java 5 3 http://www.itcast.cn +12:00:10 4597407597846744 bigdata 4 1 http://www.itcast.cn +12:00:10 9097516432743482 kafka 1 1 http://www.itcast.cn +12:00:10 7584207738042873 itheima 2 1 http://www.itcast.cn +12:00:10 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +12:00:10 7044693659960919 数据仓库 10 8 http://www.itcast.cn +12:00:10 15984948747597305 传智汇 2 4 http://www.itcast.cn +12:00:10 44801909258572364 hadoop 1 2 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 7256222512839713 java 5 3 http://www.itcast.cn +12:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +12:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +12:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +12:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +12:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +12:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +12:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 7256222512839713 java 5 3 http://www.itcast.cn +12:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +12:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +12:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +12:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +12:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +12:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +12:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +12:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +12:00:11 7256222512839713 java 5 3 http://www.itcast.cn +12:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +12:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +12:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +12:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:11 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:11 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:11 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:11 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:11 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:11 7256222512839713 java 5 3 http://www.itcast.cn +11:00:11 4597407597846744 bigdata 4 1 http://www.itcast.cn +11:00:11 9097516432743482 kafka 1 1 http://www.itcast.cn +11:00:11 7584207738042873 itheima 2 1 http://www.itcast.cn +11:00:12 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:12 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:12 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:12 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:12 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:12 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:12 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:12 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:12 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:12 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:12 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:12 6185822016522959 scala 4 1 http://www.itcast.cn +11:00:12 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +11:00:12 7044693659960919 数据仓库 10 8 http://www.itcast.cn +11:00:12 15984948747597305 传智汇 2 4 http://www.itcast.cn +11:00:12 44801909258572364 hadoop 1 2 http://www.itcast.cn +11:00:12 41641664258866384 博学谷 7 1 http://www.itcast.cn +11:00:12 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:12 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:12 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:12 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:12 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:12 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:12 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:12 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:12 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:12 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:12 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:13 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:13 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:13 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:13 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:13 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:13 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:13 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:13 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:13 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:13 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41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:14 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:14 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:14 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:14 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:14 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:14 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:14 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:14 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:14 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:14 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:14 44801909258572364 hadoop 1 2 http://www.itcast.cn +10:00:14 41641664258866384 博学谷 7 1 http://www.itcast.cn +10:00:14 6185822016522959 scala 4 1 http://www.itcast.cn +10:00:14 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +10:00:14 7044693659960919 数据仓库 10 8 http://www.itcast.cn +10:00:14 15984948747597305 传智汇 2 4 http://www.itcast.cn +10:00:14 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6185822016522959 scala 4 1 http://www.itcast.cn +01:00:56 7044693659960919 数据仓库 10 8 http://www.itcast.cn +01:00:57 6185822016522959 scala 4 1 http://www.itcast.cn +01:00:57 7044693659960919 数据仓库 10 8 http://www.itcast.cn +01:00:57 15984948747597305 传智汇 2 4 http://www.itcast.cn +01:00:57 44801909258572364 hadoop 1 2 http://www.itcast.cn +01:00:57 41641664258866384 博学谷 7 1 http://www.itcast.cn +01:00:57 6185822016522959 scala 4 1 http://www.itcast.cn +01:00:57 7044693659960919 数据仓库 10 8 http://www.itcast.cn +01:00:57 15984948747597305 传智汇 2 4 http://www.itcast.cn +01:00:57 44801909258572364 hadoop 1 2 http://www.itcast.cn +01:00:58 41641664258866384 博学谷 7 1 http://www.itcast.cn +01:00:58 6185822016522959 scala 4 1 http://www.itcast.cn +01:00:58 44801909258572364 hadoop 1 2 http://www.itcast.cn +01:00:58 41641664258866384 博学谷 7 1 http://www.itcast.cn +01:00:58 6185822016522959 scala 4 1 http://www.itcast.cn +01:00:58 7044693659960919 数据仓库 10 8 http://www.itcast.cn +01:00:58 6185822016522959 scala 4 1 http://www.itcast.cn +01:00:58 7044693659960919 数据仓库 10 8 http://www.itcast.cn +01:00:58 15984948747597305 传智汇 2 4 http://www.itcast.cn +01:00:58 44801909258572364 hadoop 1 2 http://www.itcast.cn +01:00:58 41641664258866384 博学谷 7 1 http://www.itcast.cn +01:00:58 6185822016522959 scala 4 1 http://www.itcast.cn +01:00:59 7044693659960919 数据仓库 10 8 http://www.itcast.cn +01:00:59 15984948747597305 传智汇 2 4 http://www.itcast.cn +01:00:59 44801909258572364 hadoop 1 2 http://www.itcast.cn +01:00:59 41641664258866384 博学谷 7 1 http://www.itcast.cn +01:00:59 6185822016522959 scala 4 1 http://www.itcast.cn +01:00:59 44801909258572364 hadoop 1 2 http://www.itcast.cn +01:00:59 41641664258866384 博学谷 7 1 http://www.itcast.cn +01:00:59 6185822016522959 scala 4 1 http://www.itcast.cn +01:00:59 7044693659960919 数据仓库 10 8 http://www.itcast.cn +01:00:59 6185822016522959 scala 4 1 http://www.itcast.cn +01:00:59 7044693659960919 数据仓库 10 8 http://www.itcast.cn +01:00:59 15984948747597305 传智汇 2 4 http://www.itcast.cn +01:00:00 44801909258572364 hadoop 1 2 http://www.itcast.cn +01:00:00 41641664258866384 博学谷 7 1 http://www.itcast.cn +01:00:00 6185822016522959 scala 4 1 http://www.itcast.cn +01:00:00 7044693659960919 数据仓库 10 8 http://www.itcast.cn +01:00:00 15984948747597305 传智汇 2 4 http://www.itcast.cn +01:00:00 44801909258572364 hadoop 1 2 http://www.itcast.cn +01:00:00 41641664258866384 博学谷 7 1 http://www.itcast.cn +01:00:00 6185822016522959 scala 4 1 http://www.itcast.cn +01:00:00 44801909258572364 hadoop 1 2 http://www.itcast.cn +01:00:00 41641664258866384 博学谷 7 1 http://www.itcast.cn +01:00:00 6185822016522959 scala 4 1 http://www.itcast.cn +01:00:00 7044693659960919 数据仓库 10 8 http://www.itcast.cn +00:00:00 2982199073774412 传智播客 8 3 http://www.itcast.cn +00:00:00 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +00:00:00 5228056822071097 传智播客 14 5 http://www.itcast.cn +00:00:00 6140463203615646 博学谷 62 36 http://www.itcast.cn +00:00:00 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6 http://www.itcast.cn +23:00:00 9975666857142764 IDEA 2 2 http://www.itcast.cn +23:00:00 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +23:00:00 7423866288265172 bigdata 3 13 http://www.itcast.cn +23:00:00 0616877776407358 itcast 2 9 http://www.itcast.cn +23:00:00 3933365481995287 flume 6 3 http://www.itcast.cn +23:00:00 8242389147671512 数据仓库 2 3 http://www.itcast.cn +23:00:00 8248403977107859 传智汇 1 1 http://www.itcast.cn +23:00:00 6239728533154822 itheima 7 9 http://www.itcast.cn +23:00:00 6551182914925117 itcast 6 4 http://www.itcast.cn +23:00:00 2345161545038265 传智汇 2 1 http://www.itcast.cn +23:00:00 06478452674857782 hadoop 4 1 http://www.itcast.cn +23:00:00 23405445793591878 博学谷 4 5 http://www.itcast.cn +23:00:00 23457845712802688 hadoop 4 1 http://www.itcast.cn +23:00:00 4625224675315291 spark 2 6 http://www.itcast.cn +23:00:00 048731119953599966 itheima 10 44 http://www.itcast.cn +23:00:00 48530765688455246 hadoop 26 3 http://www.itcast.cn +23:00:00 5750662932822584 酷丁鱼 3 2 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1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +22:00:04 9975666857142764 java 3 3 http://www.itcast.cn +22:00:04 980289257562675 scala 2 3 http://www.itcast.cn +22:00:04 13247246443688898 itcast 11 13 http://www.itcast.cn +22:00:04 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +22:00:04 041495093190586196 itcast 10 8 http://www.itcast.cn +22:00:04 376189760947982 博学谷 3 3 http://www.itcast.cn +22:00:04 09215584418987899 院校帮 2 17 http://www.itcast.cn +22:00:04 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +22:00:04 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +22:00:04 016121060750067695 bigdata 2 4 http://www.itcast.cn +22:00:05 5622880127464453 bigdata 7 2 http://www.itcast.cn +22:00:05 7256222512839713 java 5 3 http://www.itcast.cn +22:00:05 4597407597846744 bigdata 4 1 http://www.itcast.cn +22:00:05 9097516432743482 kafka 1 1 http://www.itcast.cn +22:00:05 7584207738042873 itheima 2 1 http://www.itcast.cn +22:00:05 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +22:00:05 7044693659960919 数据仓库 10 8 http://www.itcast.cn +22:00:05 15984948747597305 传智汇 2 4 http://www.itcast.cn +22:00:05 44801909258572364 hadoop 1 2 http://www.itcast.cn +22:00:05 41641664258866384 博学谷 7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +22:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +22:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +22:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +22:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +22:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +22:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +22:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +22:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +22:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +22:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +22:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +21:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +21:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +21:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +21:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +21:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +21:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +21:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +21:00:07 26706283607513126 java 5 6 http://www.itcast.cn +21:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +21:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +21:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +21:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +21:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +21:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +21:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +21:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +21:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +21:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +21:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +21:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +21:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +21:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +21:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +21:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +21:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +21:00:07 598816707234844 数据湖 2 2 http://www.itcast.cn +21:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +21:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +21:00:07 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +21:00:07 9975666857142764 java 3 3 http://www.itcast.cn +21:00:07 980289257562675 scala 2 3 http://www.itcast.cn +20:00:07 13247246443688898 itcast 11 13 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +20:00:07 041495093190586196 itcast 10 8 http://www.itcast.cn +20:00:07 376189760947982 博学谷 3 3 http://www.itcast.cn +20:00:07 09215584418987899 院校帮 2 17 http://www.itcast.cn +20:00:07 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +20:00:07 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +20:00:07 016121060750067695 bigdata 2 4 http://www.itcast.cn +20:00:07 5622880127464453 bigdata 7 2 http://www.itcast.cn +20:00:07 7256222512839713 java 5 3 http://www.itcast.cn +20:00:07 4597407597846744 bigdata 4 1 http://www.itcast.cn +20:00:07 9097516432743482 kafka 1 1 http://www.itcast.cn +20:00:07 7584207738042873 itheima 2 1 http://www.itcast.cn +20:00:07 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +20:00:07 7044693659960919 数据仓库 10 8 http://www.itcast.cn +20:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +20:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +20:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +20:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +20:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +20:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +20:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +20:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +20:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +20:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +20:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +20:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +20:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +20:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +20:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +20:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +20:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +19:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +19:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +19:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +00:00:00 2982199073774412 传智播客 8 3 http://www.itcast.cn +00:00:00 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +00:00:00 5228056822071097 传智播客 14 5 http://www.itcast.cn +00:00:00 6140463203615646 博学谷 62 36 http://www.itcast.cn +00:00:00 8561366108033201 IDEA 3 2 http://www.itcast.cn +00:00:00 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +23:00:00 1797943298449139 flume 8 5 http://www.itcast.cn +23:00:00 00717725924582846 itcast 1 2 http://www.itcast.cn +23:00:00 41416219018952116 bigdata 2 6 http://www.itcast.cn +23:00:00 9975666857142764 IDEA 2 2 http://www.itcast.cn +23:00:00 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +23:00:00 7423866288265172 bigdata 3 13 http://www.itcast.cn +23:00:00 0616877776407358 itcast 2 9 http://www.itcast.cn +23:00:00 3933365481995287 flume 6 3 http://www.itcast.cn +23:00:00 8242389147671512 数据仓库 2 3 http://www.itcast.cn +23:00:00 8248403977107859 传智汇 1 1 http://www.itcast.cn +23:00:00 6239728533154822 itheima 7 9 http://www.itcast.cn +23:00:00 6551182914925117 itcast 6 4 http://www.itcast.cn +23:00:00 2345161545038265 传智汇 2 1 http://www.itcast.cn +23:00:00 06478452674857782 hadoop 4 1 http://www.itcast.cn +23:00:00 23405445793591878 博学谷 4 5 http://www.itcast.cn +23:00:00 23457845712802688 hadoop 4 1 http://www.itcast.cn +23:00:00 4625224675315291 spark 2 6 http://www.itcast.cn +23:00:00 048731119953599966 itheima 10 44 http://www.itcast.cn +23:00:00 48530765688455246 hadoop 26 3 http://www.itcast.cn +23:00:00 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +23:00:00 11515839301781111 spark 4 3 http://www.itcast.cn +23:00:00 26706283607513126 java 5 6 http://www.itcast.cn +23:00:00 01532039495118448 hadoop 1 1 http://www.itcast.cn +23:00:01 0014362172758659586 hadoop 64 21 http://www.itcast.cn +23:00:01 8958844460084823 itcast 6 3 http://www.itcast.cn +23:00:01 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +23:00:01 01532039495118448 scala 1 2 http://www.itcast.cn +23:00:01 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +23:00:01 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +23:00:01 7993461044162651 传智汇 7 2 http://www.itcast.cn +23:00:01 7940115548226505 c语言 6 6 http://www.itcast.cn +23:00:01 866575159856572 传智汇 8 2 http://www.itcast.cn +23:00:01 46394240497431355 院校帮 42 26 http://www.itcast.cn +23:00:01 20251553549853485 itcast 2 1 http://www.itcast.cn +23:00:01 5388089767668996 院校帮 9 7 http://www.itcast.cn +23:00:01 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +23:00:01 9998054335177979 传智播客 2 9 http://www.itcast.cn +23:00:02 7332328301924345 java 6 8 http://www.itcast.cn +23:00:02 9026201537815861 itheima 13 24 http://www.itcast.cn +23:00:02 1421205460982763 IT培训 8 2 http://www.itcast.cn +23:00:02 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +23:00:02 05687877046704298 传智播客 5 29 http://www.itcast.cn +23:00:02 7594960465891712 c语言 2 2 http://www.itcast.cn +23:00:02 09766368846776196 spark 1 1 http://www.itcast.cn +23:00:02 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +23:00:02 7139261067744087 itheima 5 4 http://www.itcast.cn +23:00:02 8181820631750396 itheima 5 2 http://www.itcast.cn +23:00:02 28556208222257873 DataLake 3 15 http://www.itcast.cn +23:00:02 3648075681022645 数据湖 4 18 http://www.itcast.cn +23:00:02 6317584696510536 c语言 1 1 http://www.itcast.cn +23:00:02 17326342867997962 itheima 115 65 http://www.itcast.cn +23:00:03 35804326352621896 java 3 1 http://www.itcast.cn +23:00:03 35494681591404975 hadoop 2 3 http://www.itcast.cn +23:00:03 07321773511158924 itheima 2 4 http://www.itcast.cn +23:00:03 43080219994871455 c语言 1 1 http://www.itcast.cn +23:00:03 09826806962227619 IDEA 20 22 http://www.itcast.cn +23:00:03 6625608472079179 itheima 1 1 http://www.itcast.cn +23:00:03 7954902679225404 博学谷 7 3 http://www.itcast.cn +23:00:03 9717831746543397 bigdata 7 3 http://www.itcast.cn +23:00:03 6248455356965147 DataLake 3 1 http://www.itcast.cn +23:00:03 07165349589199138 bigdata 20 24 http://www.itcast.cn +23:00:03 2155385437198864 itheima 1 4 http://www.itcast.cn +22:00:03 9516207646884747 传智汇 1 1 http://www.itcast.cn +22:00:03 03151010454922942 院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 itcast 3 2 http://www.itcast.cn +22:00:04 2879613716025987 bigdata 2 3 http://www.itcast.cn +22:00:04 598816707234844 数据湖 2 2 http://www.itcast.cn +22:00:04 6943214457930995 kafka 1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +22:00:04 9975666857142764 java 3 3 http://www.itcast.cn +22:00:04 980289257562675 scala 2 3 http://www.itcast.cn +22:00:04 13247246443688898 itcast 11 13 http://www.itcast.cn +22:00:04 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +22:00:04 041495093190586196 itcast 10 8 http://www.itcast.cn +22:00:04 376189760947982 博学谷 3 3 http://www.itcast.cn +22:00:04 09215584418987899 院校帮 2 17 http://www.itcast.cn +22:00:04 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +22:00:04 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +22:00:04 016121060750067695 bigdata 2 4 http://www.itcast.cn +22:00:05 5622880127464453 bigdata 7 2 http://www.itcast.cn +22:00:05 7256222512839713 java 5 3 http://www.itcast.cn +22:00:05 4597407597846744 bigdata 4 1 http://www.itcast.cn +22:00:05 9097516432743482 kafka 1 1 http://www.itcast.cn +22:00:05 7584207738042873 itheima 2 1 http://www.itcast.cn +22:00:05 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +22:00:05 7044693659960919 数据仓库 10 8 http://www.itcast.cn +22:00:05 15984948747597305 传智汇 2 4 http://www.itcast.cn +22:00:05 44801909258572364 hadoop 1 2 http://www.itcast.cn +22:00:05 41641664258866384 博学谷 7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +22:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +22:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +22:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +22:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +22:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +22:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +22:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +22:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +22:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +22:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +22:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +21:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +21:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +21:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +21:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +21:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +21:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +21:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +21:00:07 26706283607513126 java 5 6 http://www.itcast.cn +21:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +21:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +21:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +21:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +21:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +21:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +21:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +21:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +21:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +21:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 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DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +21:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +21:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +21:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +21:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +21:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +21:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +21:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +21:00:07 598816707234844 数据湖 2 2 http://www.itcast.cn +21:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +21:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +21:00:07 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +21:00:07 9975666857142764 java 3 3 http://www.itcast.cn +21:00:07 980289257562675 scala 2 3 http://www.itcast.cn +20:00:07 13247246443688898 itcast 11 13 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +20:00:07 041495093190586196 itcast 10 8 http://www.itcast.cn +20:00:07 376189760947982 博学谷 3 3 http://www.itcast.cn +20:00:07 09215584418987899 院校帮 2 17 http://www.itcast.cn +20:00:07 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +20:00:07 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +20:00:07 016121060750067695 bigdata 2 4 http://www.itcast.cn +20:00:07 5622880127464453 bigdata 7 2 http://www.itcast.cn +20:00:07 7256222512839713 java 5 3 http://www.itcast.cn +20:00:07 4597407597846744 bigdata 4 1 http://www.itcast.cn +20:00:07 9097516432743482 kafka 1 1 http://www.itcast.cn +20:00:07 7584207738042873 itheima 2 1 http://www.itcast.cn +20:00:07 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +20:00:07 7044693659960919 数据仓库 10 8 http://www.itcast.cn +20:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +20:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +20:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +20:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +20:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +20:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +20:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +20:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +20:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +20:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +20:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +20:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +20:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 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黑马程序员 1 1 http://www.itcast.cn +00:00:00 5228056822071097 传智播客 14 5 http://www.itcast.cn +00:00:00 6140463203615646 博学谷 62 36 http://www.itcast.cn +00:00:00 8561366108033201 IDEA 3 2 http://www.itcast.cn +00:00:00 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +23:00:00 1797943298449139 flume 8 5 http://www.itcast.cn +23:00:00 00717725924582846 itcast 1 2 http://www.itcast.cn +23:00:00 41416219018952116 bigdata 2 6 http://www.itcast.cn +23:00:00 9975666857142764 IDEA 2 2 http://www.itcast.cn +23:00:00 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +23:00:00 7423866288265172 bigdata 3 13 http://www.itcast.cn +23:00:00 0616877776407358 itcast 2 9 http://www.itcast.cn +23:00:00 3933365481995287 flume 6 3 http://www.itcast.cn +23:00:00 8242389147671512 数据仓库 2 3 http://www.itcast.cn +23:00:00 8248403977107859 传智汇 1 1 http://www.itcast.cn +23:00:00 6239728533154822 itheima 7 9 http://www.itcast.cn +23:00:00 6551182914925117 itcast 6 4 http://www.itcast.cn +23:00:00 2345161545038265 传智汇 2 1 http://www.itcast.cn +23:00:00 06478452674857782 hadoop 4 1 http://www.itcast.cn +23:00:00 23405445793591878 博学谷 4 5 http://www.itcast.cn +23:00:00 23457845712802688 hadoop 4 1 http://www.itcast.cn +23:00:00 4625224675315291 spark 2 6 http://www.itcast.cn +23:00:00 048731119953599966 itheima 10 44 http://www.itcast.cn +23:00:00 48530765688455246 hadoop 26 3 http://www.itcast.cn +23:00:00 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +23:00:00 11515839301781111 spark 4 3 http://www.itcast.cn +23:00:00 26706283607513126 java 5 6 http://www.itcast.cn +23:00:00 01532039495118448 hadoop 1 1 http://www.itcast.cn +23:00:01 0014362172758659586 hadoop 64 21 http://www.itcast.cn +23:00:01 8958844460084823 itcast 6 3 http://www.itcast.cn +23:00:01 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +23:00:01 01532039495118448 scala 1 2 http://www.itcast.cn +23:00:01 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +23:00:01 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +23:00:01 7993461044162651 传智汇 7 2 http://www.itcast.cn +23:00:01 7940115548226505 c语言 6 6 http://www.itcast.cn +23:00:01 866575159856572 传智汇 8 2 http://www.itcast.cn +23:00:01 46394240497431355 院校帮 42 26 http://www.itcast.cn +23:00:01 20251553549853485 itcast 2 1 http://www.itcast.cn +23:00:01 5388089767668996 院校帮 9 7 http://www.itcast.cn +23:00:01 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +23:00:01 9998054335177979 传智播客 2 9 http://www.itcast.cn +23:00:02 7332328301924345 java 6 8 http://www.itcast.cn +23:00:02 9026201537815861 itheima 13 24 http://www.itcast.cn +23:00:02 1421205460982763 IT培训 8 2 http://www.itcast.cn +23:00:02 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +23:00:02 05687877046704298 传智播客 5 29 http://www.itcast.cn +23:00:02 7594960465891712 c语言 2 2 http://www.itcast.cn +23:00:02 09766368846776196 spark 1 1 http://www.itcast.cn +23:00:02 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +23:00:02 7139261067744087 itheima 5 4 http://www.itcast.cn +23:00:02 8181820631750396 itheima 5 2 http://www.itcast.cn +23:00:02 28556208222257873 DataLake 3 15 http://www.itcast.cn +23:00:02 3648075681022645 数据湖 4 18 http://www.itcast.cn +23:00:02 6317584696510536 c语言 1 1 http://www.itcast.cn +23:00:02 17326342867997962 itheima 115 65 http://www.itcast.cn +23:00:03 35804326352621896 java 3 1 http://www.itcast.cn +23:00:03 35494681591404975 hadoop 2 3 http://www.itcast.cn +23:00:03 07321773511158924 itheima 2 4 http://www.itcast.cn +23:00:03 43080219994871455 c语言 1 1 http://www.itcast.cn +23:00:03 09826806962227619 IDEA 20 22 http://www.itcast.cn +23:00:03 6625608472079179 itheima 1 1 http://www.itcast.cn +23:00:03 7954902679225404 博学谷 7 3 http://www.itcast.cn +23:00:03 9717831746543397 bigdata 7 3 http://www.itcast.cn +23:00:03 6248455356965147 DataLake 3 1 http://www.itcast.cn +23:00:03 07165349589199138 bigdata 20 24 http://www.itcast.cn +23:00:03 2155385437198864 itheima 1 4 http://www.itcast.cn +22:00:03 9516207646884747 传智汇 1 1 http://www.itcast.cn +22:00:03 03151010454922942 院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 itcast 3 2 http://www.itcast.cn +22:00:04 2879613716025987 bigdata 2 3 http://www.itcast.cn +22:00:04 598816707234844 数据湖 2 2 http://www.itcast.cn +22:00:04 6943214457930995 kafka 1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +22:00:04 9975666857142764 java 3 3 http://www.itcast.cn +22:00:04 980289257562675 scala 2 3 http://www.itcast.cn +22:00:04 13247246443688898 itcast 11 13 http://www.itcast.cn +22:00:04 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +22:00:04 041495093190586196 itcast 10 8 http://www.itcast.cn +22:00:04 376189760947982 博学谷 3 3 http://www.itcast.cn +22:00:04 09215584418987899 院校帮 2 17 http://www.itcast.cn +22:00:04 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +22:00:04 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +22:00:04 016121060750067695 bigdata 2 4 http://www.itcast.cn +22:00:05 5622880127464453 bigdata 7 2 http://www.itcast.cn +22:00:05 7256222512839713 java 5 3 http://www.itcast.cn +22:00:05 4597407597846744 bigdata 4 1 http://www.itcast.cn +22:00:05 9097516432743482 kafka 1 1 http://www.itcast.cn +22:00:05 7584207738042873 itheima 2 1 http://www.itcast.cn +22:00:05 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +22:00:05 7044693659960919 数据仓库 10 8 http://www.itcast.cn +22:00:05 15984948747597305 传智汇 2 4 http://www.itcast.cn +22:00:05 44801909258572364 hadoop 1 2 http://www.itcast.cn +22:00:05 41641664258866384 博学谷 7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +22:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +22:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +22:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +22:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +22:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +22:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +22:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +22:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +22:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +22:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +22:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +21:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +21:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +21:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +21:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +21:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +21:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +21:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +21:00:07 26706283607513126 java 5 6 http://www.itcast.cn +21:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +21:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +21:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +21:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +21:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +21:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +21:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +21:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +21:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +21:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 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http://www.itcast.cn +23:00:01 5388089767668996 院校帮 9 7 http://www.itcast.cn +23:00:01 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +23:00:01 9998054335177979 传智播客 2 9 http://www.itcast.cn +23:00:02 7332328301924345 java 6 8 http://www.itcast.cn +23:00:02 9026201537815861 itheima 13 24 http://www.itcast.cn +23:00:02 1421205460982763 IT培训 8 2 http://www.itcast.cn +23:00:02 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +23:00:02 05687877046704298 传智播客 5 29 http://www.itcast.cn +23:00:02 7594960465891712 c语言 2 2 http://www.itcast.cn +23:00:02 09766368846776196 spark 1 1 http://www.itcast.cn +23:00:02 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +23:00:02 7139261067744087 itheima 5 4 http://www.itcast.cn +23:00:02 8181820631750396 itheima 5 2 http://www.itcast.cn +23:00:02 28556208222257873 DataLake 3 15 http://www.itcast.cn +23:00:02 3648075681022645 数据湖 4 18 http://www.itcast.cn +23:00:02 6317584696510536 c语言 1 1 http://www.itcast.cn +23:00:02 17326342867997962 itheima 115 65 http://www.itcast.cn +23:00:03 35804326352621896 java 3 1 http://www.itcast.cn +23:00:03 35494681591404975 hadoop 2 3 http://www.itcast.cn +23:00:03 07321773511158924 itheima 2 4 http://www.itcast.cn +23:00:03 43080219994871455 c语言 1 1 http://www.itcast.cn +23:00:03 09826806962227619 IDEA 20 22 http://www.itcast.cn +23:00:03 6625608472079179 itheima 1 1 http://www.itcast.cn +23:00:03 7954902679225404 博学谷 7 3 http://www.itcast.cn +23:00:03 9717831746543397 bigdata 7 3 http://www.itcast.cn +23:00:03 6248455356965147 DataLake 3 1 http://www.itcast.cn +23:00:03 07165349589199138 bigdata 20 24 http://www.itcast.cn +23:00:03 2155385437198864 itheima 1 4 http://www.itcast.cn +22:00:03 9516207646884747 传智汇 1 1 http://www.itcast.cn +22:00:03 03151010454922942 院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 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java 5 3 http://www.itcast.cn +22:00:05 4597407597846744 bigdata 4 1 http://www.itcast.cn +22:00:05 9097516432743482 kafka 1 1 http://www.itcast.cn +22:00:05 7584207738042873 itheima 2 1 http://www.itcast.cn +22:00:05 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +22:00:05 7044693659960919 数据仓库 10 8 http://www.itcast.cn +22:00:05 15984948747597305 传智汇 2 4 http://www.itcast.cn +22:00:05 44801909258572364 hadoop 1 2 http://www.itcast.cn +22:00:05 41641664258866384 博学谷 7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +22:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +22:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +22:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +22:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +22:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +22:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +22:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +22:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +22:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +22:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +22:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +21:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +21:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +21:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +21:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +21:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +21:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +21:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +21:00:07 26706283607513126 java 5 6 http://www.itcast.cn +21:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +21:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +21:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +21:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +21:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +21:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +21:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +21:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +21:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +21:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +21:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +21:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +21:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +21:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +21:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +21:00:07 7332328301924345 java 6 8 http://www.itcast.cn +21:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +21:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +21:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +21:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +21:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +21:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +21:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +21:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +21:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +21:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +21:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +21:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +21:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +21:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +21:00:07 35804326352621896 java 3 1 http://www.itcast.cn +21:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +21:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +21:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +21:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +21:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +21:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +21:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +21:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +21:00:07 07165349589199138 bigdata 20 24 http://www.itcast.cn +21:00:07 2155385437198864 itheima 1 4 http://www.itcast.cn +21:00:07 9516207646884747 传智汇 1 1 http://www.itcast.cn +21:00:07 03151010454922942 院校帮 14 31 http://www.itcast.cn +21:00:07 33445072154055155 传智播客 1 1 http://www.itcast.cn +21:00:07 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +21:00:07 25387369164541234 itcast 3 2 http://www.itcast.cn +21:00:07 2879613716025987 bigdata 2 3 http://www.itcast.cn +21:00:07 598816707234844 数据湖 2 2 http://www.itcast.cn +21:00:07 6943214457930995 kafka 1 16 http://www.itcast.cn +21:00:07 0907685968180253 院校帮 5 2 http://www.itcast.cn +21:00:07 0554004435565833 黑马程序员 3 2 http://www.itcast.cn +21:00:07 9975666857142764 java 3 3 http://www.itcast.cn +21:00:07 980289257562675 scala 2 3 http://www.itcast.cn +20:00:07 13247246443688898 itcast 11 13 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 3 2 http://www.itcast.cn +20:00:07 041495093190586196 itcast 10 8 http://www.itcast.cn +20:00:07 376189760947982 博学谷 3 3 http://www.itcast.cn +20:00:07 09215584418987899 院校帮 2 17 http://www.itcast.cn +20:00:07 19701804785360144 传智专修学院 1 1 http://www.itcast.cn +20:00:07 2531182989964728 传智专修学院 2 1 http://www.itcast.cn +20:00:07 016121060750067695 bigdata 2 4 http://www.itcast.cn +20:00:07 5622880127464453 bigdata 7 2 http://www.itcast.cn +20:00:07 7256222512839713 java 5 3 http://www.itcast.cn +20:00:07 4597407597846744 bigdata 4 1 http://www.itcast.cn +20:00:07 9097516432743482 kafka 1 1 http://www.itcast.cn +20:00:07 7584207738042873 itheima 2 1 http://www.itcast.cn +20:00:07 06975833599844988 黑马程序员 3 2 http://www.itcast.cn +20:00:07 7044693659960919 数据仓库 10 8 http://www.itcast.cn +20:00:07 15984948747597305 传智汇 2 4 http://www.itcast.cn +20:00:07 44801909258572364 hadoop 1 2 http://www.itcast.cn +20:00:07 41641664258866384 博学谷 7 1 http://www.itcast.cn +20:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +20:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +20:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +20:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +20:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +20:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +20:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +20:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +20:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +20:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +20:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +20:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +20:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +20:00:07 0616877776407358 itcast 2 9 http://www.itcast.cn +20:00:07 3933365481995287 flume 6 3 http://www.itcast.cn +20:00:07 8242389147671512 数据仓库 2 3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +20:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +20:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +20:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +20:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +20:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +20:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +20:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +20:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +20:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +20:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +20:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +20:00:07 01532039495118448 scala 1 2 http://www.itcast.cn +20:00:07 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +20:00:07 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +20:00:07 7993461044162651 传智汇 7 2 http://www.itcast.cn +20:00:07 7940115548226505 c语言 6 6 http://www.itcast.cn +20:00:07 866575159856572 传智汇 8 2 http://www.itcast.cn +20:00:07 46394240497431355 院校帮 42 26 http://www.itcast.cn +20:00:07 20251553549853485 itcast 2 1 http://www.itcast.cn +20:00:07 5388089767668996 院校帮 9 7 http://www.itcast.cn +20:00:07 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +20:00:07 9998054335177979 传智播客 2 9 http://www.itcast.cn +20:00:07 7332328301924345 java 6 8 http://www.itcast.cn +20:00:07 9026201537815861 itheima 13 24 http://www.itcast.cn +20:00:07 1421205460982763 IT培训 8 2 http://www.itcast.cn +20:00:07 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +20:00:07 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +20:00:07 05687877046704298 传智播客 5 29 http://www.itcast.cn +20:00:07 7594960465891712 c语言 2 2 http://www.itcast.cn +20:00:07 09766368846776196 spark 1 1 http://www.itcast.cn +20:00:07 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +19:00:07 7139261067744087 itheima 5 4 http://www.itcast.cn +19:00:07 8181820631750396 itheima 5 2 http://www.itcast.cn +19:00:07 28556208222257873 DataLake 3 15 http://www.itcast.cn +19:00:07 3648075681022645 数据湖 4 18 http://www.itcast.cn +19:00:07 6317584696510536 c语言 1 1 http://www.itcast.cn +19:00:07 17326342867997962 itheima 115 65 http://www.itcast.cn +19:00:07 35804326352621896 java 3 1 http://www.itcast.cn +19:00:07 35494681591404975 hadoop 2 3 http://www.itcast.cn +19:00:07 07321773511158924 itheima 2 4 http://www.itcast.cn +19:00:07 43080219994871455 c语言 1 1 http://www.itcast.cn +19:00:07 09826806962227619 IDEA 20 22 http://www.itcast.cn +19:00:07 6625608472079179 itheima 1 1 http://www.itcast.cn +19:00:07 7954902679225404 博学谷 7 3 http://www.itcast.cn +19:00:07 9717831746543397 bigdata 7 3 http://www.itcast.cn +19:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn +00:00:00 2982199073774412 传智播客 8 3 http://www.itcast.cn +00:00:00 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +00:00:00 5228056822071097 传智播客 14 5 http://www.itcast.cn +00:00:00 6140463203615646 博学谷 62 36 http://www.itcast.cn +00:00:00 8561366108033201 IDEA 3 2 http://www.itcast.cn +00:00:00 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +23:00:00 1797943298449139 flume 8 5 http://www.itcast.cn +23:00:00 00717725924582846 itcast 1 2 http://www.itcast.cn +23:00:00 41416219018952116 bigdata 2 6 http://www.itcast.cn +23:00:00 9975666857142764 IDEA 2 2 http://www.itcast.cn +23:00:00 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +23:00:00 7423866288265172 bigdata 3 13 http://www.itcast.cn +23:00:00 0616877776407358 itcast 2 9 http://www.itcast.cn +23:00:00 3933365481995287 flume 6 3 http://www.itcast.cn +23:00:00 8242389147671512 数据仓库 2 3 http://www.itcast.cn +23:00:00 8248403977107859 传智汇 1 1 http://www.itcast.cn +23:00:00 6239728533154822 itheima 7 9 http://www.itcast.cn +23:00:00 6551182914925117 itcast 6 4 http://www.itcast.cn +23:00:00 2345161545038265 传智汇 2 1 http://www.itcast.cn +23:00:00 06478452674857782 hadoop 4 1 http://www.itcast.cn +23:00:00 23405445793591878 博学谷 4 5 http://www.itcast.cn +23:00:00 23457845712802688 hadoop 4 1 http://www.itcast.cn +23:00:00 4625224675315291 spark 2 6 http://www.itcast.cn +23:00:00 048731119953599966 itheima 10 44 http://www.itcast.cn +23:00:00 48530765688455246 hadoop 26 3 http://www.itcast.cn +23:00:00 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +23:00:00 11515839301781111 spark 4 3 http://www.itcast.cn +23:00:00 26706283607513126 java 5 6 http://www.itcast.cn +23:00:00 01532039495118448 hadoop 1 1 http://www.itcast.cn +23:00:01 0014362172758659586 hadoop 64 21 http://www.itcast.cn +23:00:01 8958844460084823 itcast 6 3 http://www.itcast.cn +23:00:01 14918066497166943 酷丁鱼 4 1 http://www.itcast.cn +23:00:01 01532039495118448 scala 1 2 http://www.itcast.cn +23:00:01 3615007303648702 酷丁鱼 4 15 http://www.itcast.cn +23:00:01 8761939261737872 酷丁鱼 11 7 http://www.itcast.cn +23:00:01 7993461044162651 传智汇 7 2 http://www.itcast.cn +23:00:01 7940115548226505 c语言 6 6 http://www.itcast.cn +23:00:01 866575159856572 传智汇 8 2 http://www.itcast.cn +23:00:01 46394240497431355 院校帮 42 26 http://www.itcast.cn +23:00:01 20251553549853485 itcast 2 1 http://www.itcast.cn +23:00:01 5388089767668996 院校帮 9 7 http://www.itcast.cn +23:00:01 7812322229275207 黑马程序员 1 3 http://www.itcast.cn +23:00:01 9998054335177979 传智播客 2 9 http://www.itcast.cn +23:00:02 7332328301924345 java 6 8 http://www.itcast.cn +23:00:02 9026201537815861 itheima 13 24 http://www.itcast.cn +23:00:02 1421205460982763 IT培训 8 2 http://www.itcast.cn +23:00:02 2671748246892677 传智专修学院 2 5 http://www.itcast.cn +23:00:02 2187261559920859 酷丁鱼 1 1 http://www.itcast.cn +23:00:02 05687877046704298 传智播客 5 29 http://www.itcast.cn +23:00:02 7594960465891712 c语言 2 2 http://www.itcast.cn +23:00:02 09766368846776196 spark 1 1 http://www.itcast.cn +23:00:02 6252780199205116 传智专修学院 1 5 http://www.itcast.cn +23:00:02 7139261067744087 itheima 5 4 http://www.itcast.cn +23:00:02 8181820631750396 itheima 5 2 http://www.itcast.cn +23:00:02 28556208222257873 DataLake 3 15 http://www.itcast.cn +23:00:02 3648075681022645 数据湖 4 18 http://www.itcast.cn +23:00:02 6317584696510536 c语言 1 1 http://www.itcast.cn +23:00:02 17326342867997962 itheima 115 65 http://www.itcast.cn +23:00:03 35804326352621896 java 3 1 http://www.itcast.cn +23:00:03 35494681591404975 hadoop 2 3 http://www.itcast.cn +23:00:03 07321773511158924 itheima 2 4 http://www.itcast.cn +23:00:03 43080219994871455 c语言 1 1 http://www.itcast.cn +23:00:03 09826806962227619 IDEA 20 22 http://www.itcast.cn +23:00:03 6625608472079179 itheima 1 1 http://www.itcast.cn +23:00:03 7954902679225404 博学谷 7 3 http://www.itcast.cn +23:00:03 9717831746543397 bigdata 7 3 http://www.itcast.cn +23:00:03 6248455356965147 DataLake 3 1 http://www.itcast.cn +23:00:03 07165349589199138 bigdata 20 24 http://www.itcast.cn +23:00:03 2155385437198864 itheima 1 4 http://www.itcast.cn +22:00:03 9516207646884747 传智汇 1 1 http://www.itcast.cn +22:00:03 03151010454922942 院校帮 14 31 http://www.itcast.cn +22:00:03 33445072154055155 传智播客 1 1 http://www.itcast.cn +22:00:04 8268233753604415 黑马程序员 12 4 http://www.itcast.cn +22:00:04 25387369164541234 itcast 3 2 http://www.itcast.cn +22:00:04 2879613716025987 bigdata 2 3 http://www.itcast.cn +22:00:04 598816707234844 数据湖 2 2 http://www.itcast.cn +22:00:04 6943214457930995 kafka 1 16 http://www.itcast.cn +22:00:04 0907685968180253 院校帮 5 2 http://www.itcast.cn +22:00:04 0554004435565833 黑马程序员 3 2 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8 http://www.itcast.cn +22:00:05 15984948747597305 传智汇 2 4 http://www.itcast.cn +22:00:05 44801909258572364 hadoop 1 2 http://www.itcast.cn +22:00:05 41641664258866384 博学谷 7 1 http://www.itcast.cn +22:00:07 6185822016522959 scala 4 1 http://www.itcast.cn +22:00:07 2982199073774412 传智播客 8 3 http://www.itcast.cn +22:00:07 07594220010824798 黑马程序员 1 1 http://www.itcast.cn +22:00:07 5228056822071097 传智播客 14 5 http://www.itcast.cn +22:00:07 6140463203615646 博学谷 62 36 http://www.itcast.cn +22:00:07 8561366108033201 IDEA 3 2 http://www.itcast.cn +22:00:07 23908140386148713 传智专修学院 1 2 http://www.itcast.cn +22:00:07 1797943298449139 flume 8 5 http://www.itcast.cn +22:00:07 00717725924582846 itcast 1 2 http://www.itcast.cn +22:00:07 41416219018952116 bigdata 2 6 http://www.itcast.cn +22:00:07 9975666857142764 IDEA 2 2 http://www.itcast.cn +22:00:07 21603374619077448 酷丁鱼 1 6 http://www.itcast.cn +22:00:07 7423866288265172 bigdata 3 13 http://www.itcast.cn +22:00:07 0616877776407358 itcast 2 9 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3 http://www.itcast.cn +20:00:07 8248403977107859 传智汇 1 1 http://www.itcast.cn +20:00:07 6239728533154822 itheima 7 9 http://www.itcast.cn +20:00:07 6551182914925117 itcast 6 4 http://www.itcast.cn +20:00:07 2345161545038265 传智汇 2 1 http://www.itcast.cn +20:00:07 06478452674857782 hadoop 4 1 http://www.itcast.cn +20:00:07 23405445793591878 博学谷 4 5 http://www.itcast.cn +20:00:07 23457845712802688 hadoop 4 1 http://www.itcast.cn +20:00:07 4625224675315291 spark 2 6 http://www.itcast.cn +20:00:07 048731119953599966 itheima 10 44 http://www.itcast.cn +20:00:07 48530765688455246 hadoop 26 3 http://www.itcast.cn +20:00:07 5750662932822584 酷丁鱼 3 2 http://www.itcast.cn +20:00:07 11515839301781111 spark 4 3 http://www.itcast.cn +20:00:07 26706283607513126 java 5 6 http://www.itcast.cn +20:00:07 01532039495118448 hadoop 1 1 http://www.itcast.cn +20:00:07 0014362172758659586 hadoop 64 21 http://www.itcast.cn +20:00:07 8958844460084823 itcast 6 3 http://www.itcast.cn +20:00:07 14918066497166943 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bigdata 7 3 http://www.itcast.cn +19:00:07 6248455356965147 DataLake 3 1 http://www.itcast.cn \ No newline at end of file diff --git a/练习与案例/99乘法表.py b/练习与案例/99乘法表.py new file mode 100644 index 0000000..5bb4ddc --- /dev/null +++ b/练习与案例/99乘法表.py @@ -0,0 +1,25 @@ +# while循环 + +# 第一个循环控制行 +# i = 1 + +# while i <= 9: +# +# # 定义内层循环控制变量 +# j = 1 +# while j <= i: +# print(f"{j}*{i}={i * j}\t", end='') +# j += 1 +# i += 1 +# print()#输出空内容，用于换行 + +z = 1 + +for z in range(1, 10): # 定义行 + y = 1 + # 通过内层循环控制每一行的数据 + for y in range(1, z + 1): + print(f"{z}*{y}={z * y}\t", end='') + y += 1 + z += 1 + print() diff --git a/练习与案例/ATM机.py b/练习与案例/ATM机.py new file mode 100644 index 0000000..70a0690 --- /dev/null +++ b/练习与案例/ATM机.py @@ -0,0 +1,145 @@ +""" +定义全局变量money，用于记录银行卡余额 +定义全局变量name，记录客户姓名 +定义如下函数 + 查询余额函数 + 存款函数 + 取款函数 + 主菜单函数 +要求： +陈鼓型启动后要求输入客户姓名 +查询余额、存款、取款后都会返回主菜单 +存款、取款后，都应显示一下当前余额 +客户选择退出，否则会一直运行 +""" +money = 5000000 +name = None + +name = input("请输入你的名字") + + +def query(show_header): + if show_header: + print("-----------查询余额-------------") + print(f"{name}您的当前余额为{money}") + return + + +def saving(num): + print("------------存款---------------") + global money + money += num + print(f"{name}您的当前存款为{num}") + + query(False) # 输出query余额内容 + return + + +def get_money(num): + print("------------取款---------------") + global money + if num > money: + print("余额不足") + else: + money -= num + print(f"{name}您当前取款{num}元成功") + + query(False) + return + + +def main(): + print("-----------主菜单--------------") + print(f"{name}您好欢迎来到大壮银行") + print("1.查询余额\n2.存款\n3.取款\n4.退出") + return input("请输入您的选择：") + + +while True: + keyword_input = main() + if keyword_input == "1": + query(True) + continue + elif keyword_input == "2": + num = int(input("您想要存多少钱")) + saving(num) + continue + elif keyword_input == "3": + num = int(input("您想要取多少钱")) + get_money(num) + continue + elif keyword_input =="4": + print("您已退出") + break + else : + print("请重新输入") + continue + +# money = 5000000 +# name = None +# +# +# def Check_money(): +# """ +# 查询余额函数 +# :return: 返回余额 +# """ +# return money +# +# +# def Save_money(x): +# """ +# 存款函数 +# :param x 输入存入金钱 +# :return: 返回余额 +# """ +# global money +# money = money + x +# return money +# +# +# def Take_money(y): +# """ +# 取款函数 +# :param y:输入取款金额 +# :return: 返回余额 +# """ +# global money +# money = money-y +# return money +# +# +# def Main(): +# """ +# 主菜单函数 +# :return: 返回名称详情 +# """ +# global name +# name = input("请输入您的名字") +# tag = True +# +# while tag: +# print("1 查询余额") +# print("2 取款") +# print("3 存款") +# print("4 退出") +# choose = int(input("请输入您的选择")) +# +# while choose == 1: +# print(f"尊敬的{name},您当前的余额为{Check_money()}") +# break +# while choose == 2: +# y = int(input(f"尊敬的{name},您选择取款的金额为")) +# yue = Take_money(y) +# print(f"您剩余的余额为{yue}元") +# break +# while choose == 3: +# x = int(input(f"尊敬的{name},您选择的存款为")) +# cun_ru = Save_money(x) +# print(f"您剩余的余额为{cun_ru}元") +# break +# while choose == 4: +# tag = False +# break +# +# Main() diff --git a/练习与案例/my_utils/__init__.py b/练习与案例/my_utils/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/练习与案例/my_utils/file_util.py b/练习与案例/my_utils/file_util.py new file mode 100644 index 0000000..f0c69c8 --- /dev/null +++ b/练习与案例/my_utils/file_util.py @@ -0,0 +1,40 @@ +def print_file_info(file_name): + """ + 接受传入文件的路径，打印文件的全部内容 + 如果不存在则捕获异常，输出提示信息，通过finally关闭文件对象 + :param file_name: 指定文件名 + :return: None + """ + f = None + try: + f = open(f"{file_name}", 'r', encoding="UTF-8") + fw = open("D:/program/打印.txt", 'w', encoding="UTF-8") + for line in f: + fw.write(line) + # content =f.read() + # fw.write(content) + print(f"{file_name}已打印到打印.txt") + except Exception as e: + print(f"文件不存在,原因是{e}") + finally: + if f: # 如果变量是none，表示false，如果有内容则是true + f.close() + + +def append_to_file(file_name, data): + """ + 接受文件路径以及传入数据，将数据追加到文件中 + :param file_name:指定文件名 + :param data: 指定数据 + :return: None + """ + fa = open(f"{file_name}", 'a', encoding="UTF-8") + fa.write(data) + print(f"{data}已经填入到{file_name}") + fa.close() + + +if __name__ == "__main__": + print_file_info("D:/program/测试.txt") + print_file_info("D:/program/测试2.txt") + append_to_file("D:/program/打印.txt", "\n天线宝宝") diff --git a/练习与案例/my_utils/str_util.py b/练习与案例/my_utils/str_util.py new file mode 100644 index 0000000..91fcfd8 --- /dev/null +++ b/练习与案例/my_utils/str_util.py @@ -0,0 +1,29 @@ +# 接受字符串，将字符串反转返回 +def str_reverse(s): + """ + + :param s: 将被反转的字符串 + :return: 反转后的字符串 + """ + return s[::-1] + # reversed(s) + # print(s) + + +# 按照下标x和y，对字符串进行切片 +def sub_str(s, x, y): + """ + + :param s:即将被切片的字符串 + :param x: 切片开始的下标 + :param y: 切片结束的下标 + :return: 切片后的字符串 + """ + return s[x:y] + # s = s[x:y:1] + # print(s) + + +if __name__ == "__main__": + print(str_reverse("猫抓鼠")) + print(sub_str("tom and jerry", 2, 6)) diff --git a/练习与案例/result.txt b/练习与案例/result.txt new file mode 100644 index 0000000..e69de29 diff --git a/练习与案例/信息去重.py b/练习与案例/信息去重.py new file mode 100644 index 0000000..0e1e64f --- /dev/null +++ b/练习与案例/信息去重.py @@ -0,0 +1,11 @@ +""" +定义一个空列表，通过for循环遍历列表 +通过for循环将列表的元素添加至集合 +my_list = ["黑马程序员"，“传智播客”，“黑马程序员”，“it黑马”，“it黑马”] +""" + +my_set =set() +my_list = ["黑马程序员","传智播客","黑马程序员","it黑马","it黑马"] +for element in my_list: + my_set.add(element) +print(my_set) \ No newline at end of file diff --git a/练习与案例/全国疫情地图.html b/练习与案例/全国疫情地图.html new file mode 100644 index 0000000..c3b689e --- /dev/null +++ b/练习与案例/全国疫情地图.html @@ -0,0 +1,303 @@ + + + + + Awesome-pyecharts + + + + + +
    + + + diff --git a/练习与案例/公司发礼物.py b/练习与案例/公司发礼物.py new file mode 100644 index 0000000..c77e8dc --- /dev/null +++ b/练习与案例/公司发礼物.py @@ -0,0 +1,22 @@ +# 公司发礼物，18-30岁的成年人 +# 入职超过2年，或者级别大于3才可以领取 +age = int(input("请输入您的年龄：")) + +if age < 18 or age > 30: + print("不符合年龄限制，不能领取") + if int(input("请输入您的入职时间")) > 2: + print("恭喜您可以领取") + elif int(input("请输入您的级别")) > 3: + print("恭喜您可以领取") + else: + print("抱歉您不能领取") +# elif age > 30: +# print("不符合年龄限制，不能领取") +# if int(input("请输入您的入职时间")) > 2: +# print("恭喜您可以领取") +# elif int(input("请输入您的级别")) > 3: +# print("恭喜您可以领取") +# else: +# print("抱歉您不能领取") +else: + print("恭喜您，可以领取") diff --git a/练习与案例/分割字符串.py b/练习与案例/分割字符串.py new file mode 100644 index 0000000..7f790fc --- /dev/null +++ b/练习与案例/分割字符串.py @@ -0,0 +1,7 @@ +my_str = "itheima itcast boxuegu" +count =my_str.count("it") +print(f"字符串中共有{count}个“it”字符") +new_my_str = my_str.replace(" ","|") +print(f"{new_my_str}") +my_str_list = new_my_str.split("|") +print(f"{my_str_list}") \ No newline at end of file diff --git a/练习与案例/升职加薪.py b/练习与案例/升职加薪.py new file mode 100644 index 0000000..3490e8f --- /dev/null +++ b/练习与案例/升职加薪.py @@ -0,0 +1,15 @@ +# 通过for循环，对所有级别为1的员工，级别上升1级，薪资增加1000元 +my_dict = { + "王力宏": {"部门": "科技部", "工资": 3000, "级别": 1}, + "周杰伦": {"部门": "市场部", "工资": 5000, "级别": 2}, + "林俊杰": {"部门": "市场部", "工资": 7000, "级别": 3}, + "张学友": {"部门": "科技部", "工资": 4000, "级别": 1}, + "刘德华": {"部门": "市场部", "工资": 6000, "级别": 2}, +} +print(my_dict) + +for name in my_dict.keys(): + if my_dict[name]["级别"] == 1: + my_dict[name]["工资"] += 1000 + my_dict[name]["级别"] += 1 +print(my_dict) diff --git a/练习与案例/单词计数.py b/练习与案例/单词计数.py new file mode 100644 index 0000000..028d246 --- /dev/null +++ b/练习与案例/单词计数.py @@ -0,0 +1,18 @@ +""" +通过读取文件计算python出现的次数 +""" +# count = 1 +with open('D:program\单词计数.txt', 'r', encoding="UTF-8") as f: + # 方式1，读取全部内容 + content = f.read() + count = content.count("Python") + print(count) +# # 方法2 +# count1 = 0 +# for line in f: +# line.strip()#去除开头结尾空格以及换行符 +# words = line.split("") +# for word in words: +# if word == "Python": +# count1+=1 +# print(count1) \ No newline at end of file diff --git a/练习与案例/发工资.py b/练习与案例/发工资.py new file mode 100644 index 0000000..fdff7d3 --- /dev/null +++ b/练习与案例/发工资.py @@ -0,0 +1,24 @@ +""" +发工资 +公司账户1w，共20员工 +员工编号从1开始，每人可以领取1000元 +领工资时，财务判断员工绩效分（1-10）随机生成，低于5则不发工资，换下一位 +如果工资发完了，结束 +""" +import random + +i = 1 +j = 10000 +for i in range(1, 20): + num = random.randint(1, 10) + if j == 0: + break + if num < 5: + i += 1 + print(f"员工{i}绩效分为{num},不满足，不发放工资") + continue + else: + j = j - 1000 + i += 1 + +print(i, j) diff --git a/练习与案例/序列切片实践.py b/练习与案例/序列切片实践.py new file mode 100644 index 0000000..9262df9 --- /dev/null +++ b/练习与案例/序列切片实践.py @@ -0,0 +1,19 @@ +# 序列的切片实践 +my_str = "万过薪月，员序程马黑来，nohtyp学" +# 字符串整体倒序，切片取出 +result1 = my_str[::-1][9:14] +print(f"{result1}") +# 切片取出，然后倒叙 +result2 = my_str[5:10][::-1] +print(f"{result2}") +# split分割”，” replace替换“来”为空，倒叙字符串 +result3 = my_str.split("，")[1].replace("来", "")[::-1]# 写入为中文， 替换也需要为中文， +print(f"{result3}") +# new_my_list = "" +# index = 0 +# while index < len(my_list): +# element = my_list[index] +# index += 1 +# new_my_list.extend(element) +# new_my_list.extend(f"{my_list[::-1]}") +# print(f"{new_my_list}") diff --git a/练习与案例/成年人判断.py b/练习与案例/成年人判断.py new file mode 100644 index 0000000..c672ca3 --- /dev/null +++ b/练习与案例/成年人判断.py @@ -0,0 +1,7 @@ +print("欢迎来到大壮动物园，儿童免费，成人收费") +age = int(input("请输入您的年龄：")) +if age < 18: + print("您未成年，可以免费游玩") +else: + print("您已成年，游玩须补票10元") +print("祝您游玩愉快") diff --git a/练习与案例/折线图 b/练习与案例/折线图 new file mode 100644 index 0000000..b60a066 --- /dev/null +++ b/练习与案例/折线图 @@ -0,0 +1,4320 @@ + + + + + Awesome-pyecharts + + + + +
    + + + diff --git a/练习与案例/折线图.html b/练习与案例/折线图.html new file mode 100644 index 0000000..7a28fe3 --- /dev/null +++ b/练习与案例/折线图.html @@ -0,0 +1,4140 @@ + + + + + Awesome-pyecharts + + + + +
    + + + diff --git a/练习与案例/数据容器常用功能练习.py b/练习与案例/数据容器常用功能练习.py new file mode 100644 index 0000000..aa26799 --- /dev/null +++ b/练习与案例/数据容器常用功能练习.py @@ -0,0 +1,60 @@ +# 有一个列表记录了一批学生的年龄 +""" +通过列表功能，对其进行 +1，定义这个列表并用变量接受 +2.在列表尾部追加31 +3.追加新列表[29,33,30]到尾部 +4.取出第一个元素[21] +5.取出最后一个元素[30] +6.查找元素31，的下标位置 +""" +# +# list_age = [21, 25, 21, 23, 22, 20] +# print(list_age) +# list_age.append(31) +# print(list_age) +# list_age.extend([29, 33, 30]) +# print(list_age) +# num = list_age.pop(0) +# print(num) +# num1 = list_age.pop(-1) +# print(num1) +# num2 = list_age.index(31) +# print(num2)#31的下标位置 + +# # 取出列表中的偶数 +# my_list = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10] +# my_list1 = [] +# index = 0 +# +# while index < len(my_list): +# element = my_list[index] +# index += 1 +# if element % 2 == 0: +# my_list1.append(element) +# else: +# continue +# print(my_list1) +# +# my_list2 = [] +# for element in my_list: +# if element % 2 == 0: +# my_list2.append(element) +# print(my_list2) + +# 元组基本操作 +""" +定义一个（“周杰伦”，11,['football','music']），记录的是一个学生的姓名、年龄、爱好 +请通过元组功能对其进行，查询年龄下标位置、学生的姓名、 +删除学生爱好的football、 +增加爱好coding到爱好list内 +""" +student = ('周杰伦', 11, ['football', 'music']) +num = student.index(11) +print(f"学生年龄的下标位置为{num}") +name = student[0] +print(f"学生姓名为：{name}") +del student[2][0] +print(student) +student[2].insert(0,"coding") +print(student) diff --git a/练习与案例/有几个偶数.py b/练习与案例/有几个偶数.py new file mode 100644 index 0000000..778a29d --- /dev/null +++ b/练习与案例/有几个偶数.py @@ -0,0 +1,5 @@ +count = 0 +for x in range(1,100): + if x % 2 == 0: + count += 1 +print(f"共有{count}个偶数") \ No newline at end of file diff --git a/练习与案例/猜数字.py b/练习与案例/猜数字.py new file mode 100644 index 0000000..c015614 --- /dev/null +++ b/练习与案例/猜数字.py @@ -0,0 +1,56 @@ +# 定义一个数字（1~10，随机产生），同故宫三次判断来猜出数字 +""" +1.数字随机产生，范围1-10 +2.有三次机会猜测数字，通过3曾嵌套判断实现 +3，猜不中会提示大了或小了 +""" + +# import random +# +# num = random.randint(1, 10) +# guess = int(input("请输入您猜测的数字：")) +# +# if guess == num: +# print("恭喜第一次猜中了") +# else: +# if guess > num: +# print("你猜测数字大了") +# else: +# print("你猜测数字小了") +# +# guess = int(input("请再次输入您猜测的数字")) +# +# if guess == num: +# print("恭喜第二次猜中了") +# else: +# if guess > num: +# print("你猜测数字大了") +# else: +# print("你猜测数字小了") +# +# guess = int(input("请最后输入您猜测的数字")) +# +# if guess == num: +# print("恭喜最后一次猜中了") +# else: +# print("您未猜中") + +# 使用while猜数字 +import random + +num = random.randint(1, 100) + + +# 通过一个标记判断循环是否无线下去 +flag = True +while flag: + guess = int(input("请输入您猜测的数字：")) + if num == guess: + print("恭喜您猜对了") + flag = False + else: + if guess > num: + print("您猜测的数字过大") + else: + print("您猜测的数字过小") + diff --git a/练习与案例/股价计算小程序.py b/练习与案例/股价计算小程序.py new file mode 100644 index 0000000..21171a8 --- /dev/null +++ b/练习与案例/股价计算小程序.py @@ -0,0 +1,12 @@ +name = "大壮农场" +stock_price = 221 +stock_code = 115899 +stock_price_daily_growth_factor = 1.2 +growth_days = 15 +# 计算经过growth_days天的增长后，股价达到了多少钱？ +# message = f"我们公司叫做{name},股票代码为{stock_code},当前股票价格为{stock_price}元," \ +# "经过{growth_days}天后，公司股价达到了{stock_price * (stock_price_daily_growth_factor ** growth_days)}元" +# print(message) + +print(f'我们公司叫做{name},股票代码为{stock_code},当前股票价格为{stock_price}元,') +print('经过%d天后，公司股价达到%.2f元'% (growth_days,stock_price * (stock_price_daily_growth_factor ** growth_days))) \ No newline at end of file diff --git a/练习与案例/自定义工具包.py b/练习与案例/自定义工具包.py new file mode 100644 index 0000000..7f30d1e --- /dev/null +++ b/练习与案例/自定义工具包.py @@ -0,0 +1,5 @@ +import my_utils.str_util +from my_utils import file_util + +print(my_utils.str_util.str_reverse("itheima")) +file_util.append_to_file("D:/program/测试.txt","Hello World") \ No newline at end of file diff --git a/练习与案例/设计带私有成员的手机.py b/练习与案例/设计带私有成员的手机.py new file mode 100644 index 0000000..3db352b --- /dev/null +++ b/练习与案例/设计带私有成员的手机.py @@ -0,0 +1,16 @@ +class Phone: + __is_5g_enable = False + + def call_by_5g(self, type): + self.__check_5g(type) + print("正在通话中") + + def __check_5g(self, type): + self.__is_5g_enable = type + if self.__is_5g_enable: + print("5G已开启") + else: + print("5G已关闭") + + +Phone().call_by_5g(True) diff --git a/练习与案例/辽宁省疫情地图.html b/练习与案例/辽宁省疫情地图.html new file mode 100644 index 0000000..cc1acb3 --- /dev/null +++ b/练习与案例/辽宁省疫情地图.html @@ -0,0 +1,225 @@ + + + + + Awesome-pyecharts + + + + + +
    + + +