Spark SQL
Spark与Hive的比较，Hive用一句话总结是，传入一条交互式sql在海量数据中查找结果，Spark可以将其结果转化成RDD来来进一步操作。
1.0以前：
Shark
1.1.x开始：
SparkSQL(只是测试性的) SQL
1.3.x:
SparkSQL(正式版本)+Dataframe
1.5.x:
SparkSQL 钨丝计划
1.6.x：
SparkSQL+DataFrame+DataSet(测试版本)
- x:
SparkSQL+DataFrame+DataSet(正式版本)
SparkSQL:还有其他的优化
StructuredStreaming(DataSet)
一、什么是SparkSQL
spark SQL是spark的一个模块，主要用于进行结构化数据的处理。它提供的最核心的编程抽象就是DataFrame。
二、Spark SQL的作用
提供一个编程抽象（DataFrame） 并且作为分布式 SQL 查询引擎
DataFrame：它可以根据很多源进行构建，包括：结构化的数据文件，hive中的表，外部的关系型数据库，以及RDD
三、运行原理
将 Spark SQL 转化为 RDD， 然后提交到集群执行。
四、特点
（1）容易整合
（2）统一的数据访问方式
（3）兼容 Hive
（4）标准的数据连接
五、SparkSession
SparkSession是Spark 2.0引如的新概念。SparkSession为用户提供了统一的切入点，来让用户学习spark的各项功能。
在spark的早期版本中，SparkContext是spark的主要切入点，由于RDD是主要的API，我们通过sparkcontext来创建和操作RDD。对于每个其他的API，我们需要使用不同的context。例如，对于Streming，我们需要使用StreamingContext；对于sql，使用sqlContext；对于Hive，使用hiveContext。但是随着DataSet和DataFrame的API逐渐成为标准的API，就需要为他们建立接入点。所以在spark2.0中，引入SparkSession作为DataSet和DataFrame API的切入点，SparkSession封装了SparkConf、SparkContext和SQLContext。为了向后兼容，SQLContext和HiveContext也被保存下来。
SparkSession实质上是SQLContext和HiveContext的组合（未来可能还会加上StreamingContext），所以在SQLContext和HiveContext上可用的API在SparkSession上同样是可以使用的。SparkSession内部封装了sparkContext，所以计算实际上是由sparkContext完成的。
特点：
---- 为用户提供一个统一的切入点使用Spark 各项功能
---- 允许用户通过它调用 DataFrame 和 Dataset 相关 API 来编写程序
---- 减少了用户需要了解的一些概念，可以很容易的与 Spark 进行交互
---- 与 Spark 交互之时不需要显示的创建 SparkConf, SparkContext 以及 SQlContext，这些对象已经封闭在 SparkSession 中
六、DataFrames
Spark SQL是Spark的核心组件之一，于2014年4月随Spark 1.0版一同面世，在Spark 1.3当中， Spark SQL终于从alpha阶段毕业，除了部分developer API以外，所有的公共API都已经稳定， 可以放心使用了。 Spark 1.3更加完整的表达了Spark SQL的愿景:让开发者用更精简的代码处理尽量少的数据，同时让Spark SQL自动优化执行过程，以达到降低开发成本，提升数据分析执行效率的目的。为此， 在Spark 1.3中引入了与R和Python Pandas接口类似的DataFrame API 与RDD类似，DataFrame也是一个分布式数据容器。然而DataFrame更像传统数据库的二维表 格，除了数据以外，还掌握数据的结构信息，即schema。同时，与Hive类似，DataFrame也支 持嵌套数据类型(struct、array和map)。从API易用性的角度上看，DataFrame API提供的是 一套高层的关系操作，比函数式的RDD API要更加友好，门槛更低。由于与R和Pandas的 DataFrame类似，Spark DataFrame很好地继承了传统单机数据分析的开发体验。
在Spark中，DataFrame是一种以RDD为基础的分布式数据集，类似于传统数据库中的二维表格。DataFrame与RDD的主要区别在于，前者带有schema元信息，即DataFrame所表示的二维表数据集的每一列都带有名称和类型。这使得Spark SQL得以洞察更多的结构信息，从而对藏于DataFrame背后的数据源以及作用于DataFrame之上的变换进行了针对性的优化，最终达到大幅提升运行时效率的目标。反观RDD，由于无从得知所存数据元素的具体内部结构，Spark Core只能在stage层面进行简单、通用的流水线优化。
七、RDD转换成为DataFrame
数据准备：
(student表)
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1500100034,薛鸿朗,24,男,理科五班 1500100035,包瀚玥,24,男,理科四班 1500100036,阮旭炎,22,男,文科二班 1500100037,顾向松,22,女,文科一班 1500100038,蓟振强,21,男,理科五班 1500100039,窦孤风,22,女,文科六班 1500100040,纪映之,24,女,文科四班 1500100041,傅景天,24,男,理科四班 1500100042,麻旭尧,24,男,文科四班 1500100043,晏昆鹏,24,男,理科六班 1500100044,田天风,24,女,文科二班 1500100045,仇运晟,21,男,理科一班 1500100046,靳香巧,22,女,理科五班 1500100047,秋旭尧,23,男,文科六班 1500100048,从子辰,21,男,理科六班 1500100049,籍涵煦,21,男,理科六班 1500100050,方小蕾,22,女,文科五班 1500100051,江寄容,24,女,文科五班 1500100052,居初兰,23,女,理科二班 1500100053,扈鸿朗,21,男,文科五班 1500100054,梅元容,21,女,理科二班 1500100055,卫鸿熙,24,男,文科一班 1500100056,古鸿信,21,男,理科二班 1500100057,经沛白,24,女,文科四班 1500100058,薄谷蕊,23,女,理科三班 1500100059,席昌燎,24,男,理科二班 1500100060,阮迎荷,24,女,文科四班 1500100061,路紫萱,21,女,文科四班 1500100062,空芷荷,24,女,文科二班 1500100063,申半双,24,女,文科四班 1500100064,汲辰沛,22,男,理科六班 1500100065,蓬昂雄,22,男,理科二班 1500100066,惠耘涛,22,男,文科三班 1500100067,广浦泽,22,男,文科五班 1500100068,宣南蓉,23,女,理科一班 1500100069,束采波,22,女,文科一班 1500100070,濮佑运,22,男,理科一班 1500100071,祖昌勋,22,男,理科四班 1500100072,段怀梦,23,女,理科二班 1500100073,滕旭炎,23,男,文科二班 1500100074,史鹏煊,22,男,理科六班 1500100075,谭春蕾,21,女,文科二班 1500100076,竺乐蓉,23,女,理科五班 1500100077,钮元蝶,24,女,理科三班 1500100078,干安珊,24,女,理科四班 1500100079,曾辰宇,22,男,文科六班 1500100080,巫景彰,21,男,理科五班 1500100081,嵇平安,21,女,理科三班 1500100082,凌思菱,22,女,文科一班 1500100083,雍惜玉,22,女,文科二班 1500100084,应景平,22,男,理科三班 1500100085,彭旭东,21,男,文科二班 1500100086,祖昆锐,22,男,理科一班 1500100087,童鸿禧,23,男,理科五班 1500100088,田德明,21,男,文科三班 1500100089,蒙依丝,22,女,文科五班 1500100090,富寄风,21,女,文科五班 1500100091,蔺水风,22,女,文科一班 1500100092,竺惜玉,21,女,理科四班 1500100093,裴依秋,22,女,文科二班 1500100094,韩醉柳,22,女,文科一班 1500100095,尹宛秋,23,女,文科三班 1500100096,沈曜瑞,21,男,理科三班 1500100097,叶德昌,24,男,文科二班 1500100098,卞俊晖,22,男,理科一班 1500100099,成曜文,21,男,文科五班 1500100100,宁昊磊,22,男,文科六班 1500100101,计又琴,23,女,文科一班 1500100102,洪天风,24,女,文科五班 1500100103,宣昆皓,21,男,理科五班 1500100104,咸冰蝶,23,女,理科二班 1500100105,寿白亦,22,女,文科五班 1500100106,仲怀莲,22,女,文科四班 1500100107,能昆明,23,男,理科五班 1500100108,伏易云,24,女,理科五班 1500100109,从振强,24,男,文科三班 1500100110,牛晨朗,22,男,文科六班 1500100111,邴惜芹,22,女,理科三班 1500100112,祖昆琦,21,男,理科三班 1500100113,羿思真,24,女,理科三班 1500100114,钮笑柳,24,女,理科四班 1500100115,益耘豪,24,男,理科四班 1500100116,文元蝶,21,女,文科四班 1500100117,隗寄南,21,女,理科四班 1500100118,蔺昆宇,21,男,文科一班 1500100119,臧云天,21,男,文科四班 1500100120,桓浩邈,24,男,文科三班 1500100121,张雪卉,22,女,文科一班 1500100122,乔书雁,23,女,理科四班 1500100123,厍寄琴,23,女,理科四班 1500100124,冯绿蝶,22,女,理科四班 1500100125,蒙涵衍,23,男,文科一班 1500100126,侯昌燎,21,男,理科六班 1500100127,罗芷卉,21,女,文科二班 1500100128,巫鸿哲,24,男,文科一班 1500100129,容寄南,23,女,文科三班 1500100130,宁怀莲,21,女,理科四班 1500100131,胡昊明,22,男,文科六班 1500100132,曾安寒,22,女,文科五班 1500100133,钱向山,24,女,理科二班 1500100134,计宣朗,22,男,理科四班 1500100135,庾振海,21,男,理科四班 1500100136,黎昆鹏,22,男,文科六班 1500100137,宣向山,22,女,理科四班 1500100138,栾鸿信,22,男,文科二班 1500100139,左代萱,24,女,文科三班 1500100140,郁运发,24,男,文科六班 1500100141,谢昌勋,23,男,理科六班 1500100142,闵华晖,21,男,文科一班 1500100143,匡德明,22,男,文科五班 1500100144,通冰夏,22,女,文科六班 1500100145,殴飞昂,24,男,理科五班 1500100146,于向南,23,女,理科三班 1500100147,翁鸿晖,23,男,理科四班 1500100148,蒋震博,23,男,文科六班 1500100149,仇辰锟,21,男,理科一班 1500100150,牧星睿,24,男,文科四班 1500100151,诸碧萱,22,女,理科六班 1500100152,衡从安,21,女,文科五班 1500100153,孔涵蕾,21,女,文科四班 1500100154,容昊然,22,男,文科五班 1500100155,广高旻,24,男,文科四班 1500100156,姚星爵,23,男,理科五班 1500100157,孙映冬,24,女,理科一班 1500100158,葛惜梦,24,女,理科三班 1500100159,寇鸿朗,23,男,文科四班 1500100160,云冰真,24,女,文科三班 1500100161,蒋谷梦,23,女,理科五班 1500100162,林昆卉,24,男,文科四班 1500100163,胥凡白,21,女,理科五班 1500100164,封昂杰,21,男,理科六班 1500100165,姜昆皓,22,男,文科一班 1500100166,车怀曼,24,女,文科四班 1500100167,裘昌淼,23,男,理科六班 1500100168,巫辰皓,21,男,理科六班 1500100169,印维运,23,男,理科六班 1500100170,夏鸿畅,21,男,文科四班 1500100171,乜鸿福,24,男,理科一班 1500100172,施昊东,22,男,理科三班 1500100173,连采波,24,女,文科六班 1500100174,茅香薇,22,女,理科六班 1500100175,邰凡灵,21,女,理科一班 1500100176,施元容,21,女,文科六班 1500100177,樊若翠,23,女,文科五班 1500100178,杜芷天,21,女,文科一班 1500100179,阮惜珊,23,女,理科四班 1500100180,古金鹏,24,男,理科一班 1500100181,巩怀莲,24,女,理科四班 1500100182,仲秋巧,23,女,文科五班 1500100183,卫若枫,24,女,理科六班 1500100184,夔寻巧,24,女,理科三班 1500100185,杭梦蕊,24,女,理科三班 1500100186,昌元冬,22,女,文科五班 1500100187,武静珊,23,女,理科六班 1500100188,霍元冬,21,女,理科五班 1500100189,曾觅云,24,女,理科二班 1500100190,韩运升,24,男,理科四班 1500100191,益惜蕊,23,女,理科四班 1500100192,暨君昊,21,男,文科二班 1500100193,景寄文,21,女,文科四班 1500100194,滕代萱,23,女,理科四班 1500100195,凌昆锐,21,男,文科六班 1500100196,汤浩博,21,男,文科三班 1500100197,郦元容,24,女,理科三班 1500100198,于景行,21,男,理科四班 1500100199,陆慕易,24,女,文科三班 1500100200,丁香巧,24,女,理科一班 1500100201,骆鸿卓,23,男,文科六班 1500100202,干曜瑞,23,男,文科三班 1500100203,董旭彬,21,男,理科六班 1500100204,屠昆纬,24,男,理科六班 1500100205,池景明,24,男,理科六班 1500100206,暴鹏池,22,男,文科六班 1500100207,卜幼南,21,女,文科二班 1500100208,曹曼岚,24,女,理科四班 1500100209,俞海逸,23,男,文科二班 1500100210,苏代萱,24,女,理科四班 1500100211,米绮晴,21,女,理科一班 1500100212,单旭鹏,23,男,理科二班 1500100213,赵又绿,23,女,理科五班 1500100214,嵇运盛,23,男,理科三班 1500100215,费华晖,24,男,理科六班 1500100216,都凡梅,22,女,理科五班 1500100217,弘寄南,21,女,文科一班 1500100218,嵇幻巧,24,女,理科四班 1500100219,万青旋,23,女,理科六班 1500100220,向安寒,24,女,文科五班 1500100221,费智伟,23,男,理科六班 1500100222,赵嘉澍,22,男,文科六班 1500100223,殷醉波,21,女,文科二班 1500100224,裴昂熙,24,男,理科六班 1500100225,安振平,22,男,理科一班 1500100226,应金鹏,24,男,理科四班 1500100227,宗振凯,21,男,文科二班 1500100228,孙鑫鹏,22,男,理科六班 1500100229,逯冬萱,22,女,文科三班 1500100230,扶问寒,22,女,理科三班 1500100231,桂痴安,22,女,文科三班 1500100232,石寄琴,21,女,文科一班 1500100233,师昆鹏,24,男,理科六班 1500100234,广智杰,22,男,理科二班 1500100235,沈香巧,24,女,理科一班 1500100236,舄以山,23,女,文科二班 1500100237,贺辰钊,21,男,理科五班 1500100238,隗鸿志,21,男,文科五班 1500100239,余向南,21,女,文科四班 1500100240,车惜玉,23,女,理科三班 1500100241,石怀绿,21,女,文科四班 1500100242,舒智阳,21,男,理科六班 1500100243,谢元柏,22,女,理科五班 1500100244,劳若枫,22,女,文科三班 1500100245,苏旭彬,21,男,文科六班 1500100246,丁运凡,22,男,文科二班 1500100247,戈晗日,23,男,文科六班 1500100248,盛学智,23,男,文科二班 1500100249,扈振翱,24,男,文科三班 1500100250,敖景明,23,男,文科五班 1500100251,曹德昌,24,男,理科四班 1500100252,巴向薇,23,女,理科六班 1500100253,管昌黎,23,男,文科四班 1500100254,阴鸿朗,24,男,理科三班 1500100255,国平安,21,女,文科六班 1500100256,曹振锐,21,男,理科一班 1500100257,山旭东,23,男,理科四班 1500100258,湛昌勋,22,男,文科四班 1500100259,关凡梦,22,女,文科六班 1500100260,庄惜芹,21,女,文科五班 1500100261,蓬昌勋,21,男,理科三班 1500100262,黎盼烟,23,女,理科六班 1500100263,姚昆鹏,22,男,理科二班 1500100264,俞俊晖,24,男,文科三班 1500100265,融寻桃,21,女,文科四班 1500100266,葛亦竹,21,女,理科五班 1500100267,应浩波,22,男,理科二班 1500100268,龙震博,23,男,理科三班 1500100269,胡芷荷,22,女,文科四班 1500100270,贡海之,22,女,文科六班 1500100271,龙浩初,21,男,理科六班 1500100272,蔡起运,23,男,文科四班 1500100273,相寒安,22,女,文科一班 1500100274,贝怀瑶,22,女,理科一班 1500100275,关昆皓,23,男,文科三班 1500100276,庾运鹏,24,男,文科一班 1500100277,舒笑卉,21,女,文科四班 1500100278,钭寄容,24,女,文科三班 1500100279,蔚盼曼,24,女,文科六班 1500100280,邓若松,23,女,理科四班 1500100281,叶运凯,21,男,文科三班 1500100282,蔡凡白,22,女,理科三班 1500100283,侯千风,24,女,文科三班 1500100284,昝寄琴,24,女,理科五班 1500100285,燕昌翰,24,男,文科三班 1500100286,易新之,21,女,理科一班 1500100287,凌觅波,23,女,理科一班 1500100288,竺轩昂,22,男,理科二班 1500100289,荆瀚钰,24,男,理科四班 1500100290,鱼惜玉,22,女,文科四班 1500100291,毋高朗,21,男,文科二班 1500100292,易语梦,23,女,文科五班 1500100293,狄惜萍,23,女,理科四班 1500100294,聂冰绿,23,女,文科六班 1500100295,贲从寒,22,女,文科三班 1500100296,空向南,24,女,理科六班 1500100297,燕运良,24,男,文科四班 1500100298,班冬萱,21,女,文科三班 1500100299,祝涵阳,21,女,文科四班 1500100300,吴采波,21,女,理科二班 1500100301,裴运凡,21,男,理科二班 1500100302,韩若翠,22,女,理科二班 1500100303,荆浩邈,21,男,理科二班 1500100304,车易蓉,22,女,理科五班 1500100305,鞠访烟,22,女,理科四班 1500100306,高子辰,23,男,理科二班 1500100307,危昊然,22,男,文科二班 1500100308,黄初夏,23,女,文科一班 1500100309,乜惜玉,22,女,文科二班 1500100310,边康震,24,男,理科三班 1500100311,阮半双,21,女,理科一班 1500100312,平鸿轩,24,男,文科六班 1500100313,席运发,22,男,文科六班 1500100314,符南莲,24,女,文科一班 1500100315,慕绮彤,23,女,文科一班 1500100316,秋晨轩,22,男,文科三班 1500100317,范盼菡,21,女,理科六班 1500100318,昝鸿振,24,男,文科六班 1500100319,贾怀曼,22,女,文科四班 1500100320,臧鸿晖,24,男,理科一班 1500100321,索旭彬,24,男,理科五班 1500100322,弘子辰,21,男,文科四班 1500100323,周德昌,24,男,理科一班 1500100324,竺香波,24,女,文科四班 1500100325,莫怀绿,23,女,理科二班 1500100326,居涵蓄,24,男,文科四班 1500100327,阴昌翰,24,男,理科二班 1500100328,花平卉,23,女,文科三班 1500100329,秦又绿,23,女,文科四班 1500100330,隆以旋,24,女,文科六班 1500100331,辛昂熙,23,男,文科二班 1500100332,储惜蕊,23,女,理科二班 1500100333,乐绮烟,22,女,文科一班 1500100334,倪曜曦,21,男,理科二班 1500100335,艾康震,22,男,理科二班 1500100336,扶昆明,23,男,理科五班 1500100337,游孤风,22,女,理科三班 1500100338,白之玉,23,女,文科一班 1500100339,终胤运,23,男,文科一班 1500100340,濮昆纬,24,男,理科五班 1500100341,闵惜萍,24,女,文科六班 1500100342,米昊明,21,男,文科一班 1500100343,桂昊东,24,男,理科三班 1500100344,越灵珊,23,女,理科三班 1500100345,廖昆纶,24,男,文科六班 1500100346,杭德昌,23,男,理科二班 1500100347,胥浩阔,22,男,文科五班 1500100348,路若云,22,女,文科四班 1500100349,寿智伟,23,男,理科二班 1500100350,罗易蓉,23,女,文科六班 1500100351,任海昌,22,男,文科五班 1500100352,戚碧春,21,女,文科五班 1500100353,邴晗昱,22,男,文科三班 1500100354,洪尔容,24,女,文科三班 1500100355,祖新曦,22,男,理科五班 1500100356,关小蕊,21,女,理科三班 1500100357,籍盼烟,22,女,理科四班 1500100358,苗映安,21,女,文科二班 1500100359,隆书雁,22,女,理科三班 1500100360,慎曜栋,24,男,理科五班 1500100361,童以山,21,女,文科五班 1500100362,元巧兰,21,女,理科五班 1500100363,郝海荣,21,男,理科一班 1500100364,段南蓉,22,女,理科一班 1500100365,闻迎梅,24,女,文科四班 1500100366,殷景浩,24,男,文科四班 1500100367,丁昌茂,22,男,文科四班 1500100368,濮梦竹,22,女,理科六班 1500100369,扈海之,23,女,理科二班 1500100370,翟笑天,21,女,文科一班 1500100371,仲浩歌,22,男,理科四班 1500100372,彭运恒,24,男,文科四班 1500100373,邢映冬,22,女,理科一班 1500100374,安鸿卓,23,男,理科四班 1500100375,蓝恨山,24,女,理科六班 1500100376,庾胤运,21,男,文科一班 1500100377,罗寻桃,24,女,文科六班 1500100378,余昆宇,22,男,文科二班 1500100379,邢绮彤,24,女,理科一班 1500100380,查昆峰,23,男,文科四班 1500100381,麴星腾,22,男,理科四班 1500100382,左涵蓄,22,男,理科四班 1500100383,那运浩,23,男,文科五班 1500100384,郁鸿振,23,男,理科四班 1500100385,潘忆之,23,女,文科一班 1500100386,王丹蝶,21,女,文科二班 1500100387,虞昊磊,22,男,文科四班 1500100388,阙敬曦,23,男,理科六班 1500100389,孔昊东,22,男,文科六班 1500100390,郎恨蕊,23,女,理科六班 1500100391,莫寄琴,23,女,文科五班 1500100392,童景行,21,男,文科二班 1500100393,樊运杰,21,男,文科六班 1500100394,通辰沛,22,男,文科五班 1500100395,张迎荷,23,女,文科六班 1500100396,强冬萱,22,女,理科二班 1500100397,能谷槐,24,女,理科五班 1500100398,危小玉,24,女,文科三班 1500100399,鱼山菡,24,女,文科六班 1500100400,符寄风,23,女,文科二班 1500100401,宋景天,23,男,理科五班 1500100402,利浦和,24,男,理科二班 1500100403,怀秋灵,21,女,文科五班 1500100404,储痴安,24,女,文科三班 1500100405,宗鸿飞,23,男,文科三班 1500100406,艾智伟,22,男,文科三班 1500100407,束昊磊,21,男,文科一班 1500100408,岑晓山,24,女,理科二班 1500100409,宓巧兰,24,女,理科二班 1500100410,羿芷卉,21,女,理科一班 1500100411,计浩皛,22,男,文科三班 1500100412,魏浩慨,24,男,文科二班 1500100413,边诗珊,21,女,理科六班 1500100414,杨迎丝,23,女,文科三班 1500100415,薄白萱,24,女,理科二班 1500100416,杜笑槐,22,女,理科四班 1500100417,沃运升,23,男,文科三班 1500100418,蓟海昌,22,男,文科二班 1500100419,戈半双,23,女,理科一班 1500100420,陈瀚昂,22,男,文科三班 1500100421,安星爵,22,男,文科二班 1500100422,裘向南,24,女,理科二班 1500100423,雷元蝶,24,女,文科六班 1500100424,郦鸿朗,24,男,理科四班 1500100425,穆南蓉,22,女,理科五班 1500100426,双辰皓,22,男,理科一班 1500100427,伏笑槐,22,女,理科四班 1500100428,宗笑柳,21,女,理科三班 1500100429,翟昆鹏,22,男,理科六班 1500100430,屈佑运,22,男,文科五班 1500100431,訾寄南,23,女,文科五班 1500100432,巫旭炎,22,男,文科五班 1500100433,袁秋荷,24,女,文科五班 1500100434,黎雨珍,23,女,文科三班 1500100435,殴紫萱,23,女,理科五班 1500100436,戎运凡,23,男,文科五班 1500100437,焦冰真,24,女,理科三班 1500100438,宋向南,22,女,文科六班 1500100439,金嘉澍,22,男,理科四班 1500100440,梅金鹏,22,男,文科六班 1500100441,廖飞莲,21,女,文科六班 1500100442,郎泽洋,23,男,文科一班 1500100443,饶曜瑞,23,男,理科三班 1500100444,红辰钊,22,男,理科五班 1500100445,柏念瑶,23,女,理科一班 1500100446,羊怜南,23,女,理科六班 1500100447,颜慕易,23,女,文科三班 1500100448,茹凌兰,24,女,文科三班 1500100449,濮从安,22,女,文科五班 1500100450,仲彦昌,21,男,文科三班 1500100451,郎海荣,21,男,文科五班 1500100452,辛青旋,23,女,理科二班 1500100453,古运良,21,男,理科四班 1500100454,郁向秋,23,女,文科二班 1500100455,鲍盼烟,24,女,理科五班 1500100456,鄂运凯,24,男,文科一班 1500100457,那鸿羲,23,男,文科四班 1500100458,邵凡白,24,女,文科一班 1500100459,阮依波,23,女,文科二班 1500100460,邬白容,23,女,文科五班 1500100461,翟凌寒,21,女,理科一班 1500100462,贲鸿朗,23,男,理科六班 1500100463,苏若芹,22,女,文科一班 1500100464,管笑容,22,女,理科一班 1500100465,倪鸿朗,24,男,理科四班 1500100466,卞代萱,22,女,理科五班 1500100467,廖谷芹,23,女,文科六班 1500100468,司凡雁,21,女,文科六班 1500100469,岑碧菡,21,女,理科三班 1500100470,巴书琴,22,女,理科二班 1500100471,钟冰真,21,女,文科三班 1500100472,萧香巧,21,女,理科二班 1500100473,袁小蕾,23,女,文科三班 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1500100834,谷念薇,21,女,理科二班 1500100835,柯晨朗,22,男,文科一班 1500100836,邵香巧,22,女,理科三班 1500100837,广沛凝,21,女,理科四班 1500100838,养惜梦,24,女,文科三班 1500100839,明雁桃,22,女,理科五班 1500100840,计飞昂,22,男,理科四班 1500100841,水胤运,22,男,理科三班 1500100842,贡曼冬,21,女,理科一班 1500100843,管鸿达,21,男,文科五班 1500100844,宓凡梦,22,女,理科一班 1500100845,符依云,22,女,文科六班 1500100846,巢泽雨,22,男,理科一班 1500100847,索怜南,24,女,文科三班 1500100848,师震博,23,男,理科五班 1500100849,寿昊英,22,男,文科一班 1500100850,颜海白,21,女,理科一班 1500100851,白运盛,22,男,理科六班 1500100852,寇凝丹,24,女,文科二班 1500100853,林鸿朗,24,男,理科四班 1500100854,利敬曦,23,男,文科二班 1500100855,彭旭鹏,24,男,理科四班 1500100856,羿昆鹏,22,男,文科二班 1500100857,虞语海,21,女,文科五班 1500100858,谈泽洋,24,男,文科三班 1500100859,麻涵亮,22,男,文科五班 1500100860,廉乐双,21,女,文科三班 1500100861,支友安,24,女,理科一班 1500100862,茹晨朗,22,男,理科六班 1500100863,曹念蕾,22,女,文科一班 1500100864,柯凡雁,22,女,理科六班 1500100865,莫金鹏,23,男,理科三班 1500100866,鞠又琴,23,女,文科六班 1500100867,禹静枫,24,女,文科一班 1500100868,勾书雁,24,女,文科二班 1500100869,平紫雪,24,女,理科一班 1500100870,衡念蕾,23,女,理科三班 1500100871,贝惜梦,24,女,文科一班 1500100872,邓乐萱,21,女,理科三班 1500100873,路鸿志,24,男,文科四班 1500100874,宓涵衍,22,男,理科六班 1500100875,马向南,21,女,文科一班 1500100876,蓟丹蝶,22,女,理科六班 1500100877,秦友安,23,女,理科二班 1500100878,柳鸿轩,21,男,文科二班 1500100879,钮怀曼,24,女,文科一班 1500100880,张旭鹏,21,男,文科四班 1500100881,刁震博,23,男,理科三班 1500100882,厍振强,21,男,文科五班 1500100883,叶海超,24,男,文科三班 1500100884,井范明,22,男,文科五班 1500100885,黎旭彬,24,男,文科三班 1500100886,康寄琴,22,女,文科三班 1500100887,都若山,22,女,文科六班 1500100888,满千青,24,女,理科五班 1500100889,时初兰,23,女,理科五班 1500100890,郁昊苍,21,男,文科二班 1500100891,国元冬,23,女,文科六班 1500100892,林幻莲,24,女,文科四班 1500100893,邹景浩,23,男,文科四班 1500100894,江昆峰,24,男,理科二班 1500100895,蒙鑫鹏,22,男,理科三班 1500100896,费怀莲,24,女,文科三班 1500100897,厉秋灵,22,女,理科二班 1500100898,祁高旻,22,男,理科五班 1500100899,计浩言,22,男,文科四班 1500100900,查思菱,24,女,文科六班 1500100901,崔海昌,21,男,理科六班 1500100902,丰昊明,23,男,文科六班 1500100903,於依云,24,女,理科六班 1500100904,阎元蝶,23,女,文科五班 1500100905,昌醉柳,23,女,理科一班 1500100906,喻芷天,22,女,理科三班 1500100907,耿乐琴,24,女,理科五班 1500100908,那光济,22,男,文科二班 1500100909,符景天,23,男,文科二班 1500100910,孔沛槐,21,女,文科三班 1500100911,阎又绿,23,女,理科一班 1500100912,严惜珊,23,女,理科五班 1500100913,周鸿云,24,男,文科六班 1500100914,富绮晴,23,女,理科二班 1500100915,仲铭晨,22,男,理科一班 1500100916,范念薇,23,女,文科三班 1500100917,桑智阳,22,男,理科四班 1500100918,凤天风,24,女,理科五班 1500100919,伏昆宇,23,男,文科二班 1500100920,封景逸,24,男,文科六班 1500100921,林智阳,21,男,文科一班 1500100922,章昊伟,24,男,文科三班 1500100923,于从寒,23,女,理科二班 1500100924,凌智阳,21,男,文科五班 1500100925,卞乐萱,21,女,理科一班 1500100926,于晗昱,22,男,理科一班 1500100927,濮恨蕊,23,女,文科三班 1500100928,戚昌盛,22,男,文科一班 1500100929,满慕易,21,女,理科三班 1500100930,闻运凯,24,男,文科五班 1500100931,庄昆卉,21,男,理科二班 1500100932,堵凡儿,24,女,理科四班 1500100933,向曜瑞,22,男,文科二班 1500100934,隆高旻,21,男,理科五班 1500100935,蓬昆琦,21,男,文科六班 1500100936,习振锐,23,男,理科二班 1500100937,雍飞莲,22,女,理科四班 1500100938,国鸿德,21,男,文科二班 1500100939,耿智杰,23,男,理科四班 1500100940,狄映安,24,女,文科二班 1500100941,莘昆雄,23,男,文科六班 1500100942,贡涵亮,21,男,理科六班 1500100943,许昌黎,21,男,文科一班 1500100944,查振国,22,男,理科四班 1500100945,居平卉,24,女,理科六班 1500100946,秋海白,23,女,文科一班 1500100947,桂寄风,22,女,理科一班 1500100948,马昊天,24,男,理科二班 1500100949,颜沛槐,21,女,文科五班 1500100950,边香巧,22,女,文科二班 1500100951,平彭泽,22,男,文科一班 1500100952,郁迎荷,22,女,文科四班 1500100953,戈昌茂,24,男,文科五班 1500100954,咸芷天,21,女,文科二班 1500100955,逄德运,24,男,文科三班 1500100956,臧恨桃,22,女,文科二班 1500100957,杜易云,21,女,文科一班 1500100958,柴铭晨,23,男,理科三班 1500100959,金醉波,23,女,理科四班 1500100960,乔旭尧,21,男,文科三班 1500100961,李昂熙,24,男,文科四班 1500100962,毕德明,23,男,理科二班 1500100963,饶忆之,21,女,理科二班 1500100964,洪鸿骞,24,男,理科二班 1500100965,尤昊伟,23,男,文科二班 1500100966,庞昆雄,23,男,文科三班 1500100967,能映秋,21,女,文科五班 1500100968,谭晗日,24,男,文科五班 1500100969,毛昆鹏,24,男,文科三班 1500100970,相凡梦,23,女,理科五班 1500100971,郝曼凡,24,女,文科五班 1500100972,王昂杰,23,男,理科二班 1500100973,钮幼南,23,女,文科一班 1500100974,容鸿晖,21,男,文科五班 1500100975,蓬曜瑞,22,男,理科三班 1500100976,卓芷梦,21,女,文科六班 1500100977,邹飞珍,23,女,文科四班 1500100978,郜昆卉,21,男,文科五班 1500100979,乐曜灿,24,男,文科六班 1500100980,霍谷槐,22,女,理科一班 1500100981,经鹏涛,23,男,文科六班 1500100982,钱若芹,21,女,理科二班 1500100983,左傲薇,22,女,理科四班 1500100984,殷景逸,23,男,理科二班 1500100985,申飞珍,21,女,文科一班 1500100986,左天曼,22,女,文科一班 1500100987,双昆杰,24,男,文科四班 1500100988,余鸿云,22,男,文科六班 1500100989,柏盼香,24,女,理科六班 1500100990,扈旭鹏,23,男,理科三班 1500100991,冉飞昂,22,男,理科一班 1500100992,莫运盛,24,男,理科六班 1500100993,衡从蕾,21,女,理科二班
（score表）
1500100001,1000001,98 1500100001,1000002,5 1500100001,1000003,137 1500100001,1000004,29 1500100001,1000005,85 1500100001,1000006,52 1500100002,1000001,139 1500100002,1000002,102 1500100002,1000003,44 1500100002,1000004,18 1500100002,1000005,46 1500100002,1000006,91 1500100003,1000001,48 1500100003,1000002,132 1500100003,1000003,41 1500100003,1000007,32 1500100003,1000008,7 1500100003,1000009,99 1500100004,1000001,147 1500100004,1000002,69 1500100004,1000003,37 1500100004,1000007,87 1500100004,1000008,21 1500100004,1000009,60 1500100005,1000001,105 1500100005,1000002,105 1500100005,1000003,30 1500100005,1000007,68 1500100005,1000008,38 1500100005,1000009,49 1500100006,1000001,87 1500100006,1000002,98 1500100006,1000003,55 1500100006,1000007,44 1500100006,1000008,1 1500100006,1000009,29 1500100007,1000001,102 1500100007,1000002,149 1500100007,1000003,83 1500100007,1000004,21 1500100007,1000005,25 1500100007,1000006,38 1500100008,1000001,5 1500100008,1000002,129 1500100008,1000003,110 1500100008,1000007,47 1500100008,1000008,40 1500100008,1000009,32 1500100009,1000001,65 1500100009,1000002,71 1500100009,1000003,38 1500100009,1000007,57 1500100009,1000008,17 1500100009,1000009,3 1500100010,1000001,98 1500100010,1000002,142 1500100010,1000003,50 1500100010,1000007,6 1500100010,1000008,44 1500100010,1000009,62 1500100011,1000001,42 1500100011,1000002,117 1500100011,1000003,80 1500100011,1000007,13 1500100011,1000008,26 1500100011,1000009,4 1500100012,1000001,62 1500100012,1000002,96 1500100012,1000003,99 1500100012,1000007,59 1500100012,1000008,89 1500100012,1000009,54 1500100013,1000001,113 1500100013,1000002,58 1500100013,1000003,68 1500100013,1000004,29 1500100013,1000005,48 1500100013,1000006,53 1500100014,1000001,148 1500100014,1000002,64 1500100014,1000003,94 1500100014,1000007,31 1500100014,1000008,39 1500100014,1000009,20 1500100015,1000001,101 1500100015,1000002,28 1500100015,1000003,119 1500100015,1000007,28 1500100015,1000008,9 1500100015,1000009,24 1500100016,1000001,19 1500100016,1000002,80 1500100016,1000003,40 1500100016,1000004,57 1500100016,1000005,76 1500100016,1000006,87 1500100017,1000001,37 1500100017,1000002,63 1500100017,1000003,92 1500100017,1000007,9 1500100017,1000008,53 1500100017,1000009,9 1500100018,1000001,25 1500100018,1000002,47 1500100018,1000003,117 1500100018,1000004,89 1500100018,1000005,72 1500100018,1000006,75 1500100019,1000001,108 1500100019,1000002,125 1500100019,1000003,68 1500100019,1000007,42 1500100019,1000008,85 1500100019,1000009,5 1500100020,1000001,38 1500100020,1000002,65 1500100020,1000003,91 1500100020,1000007,25 1500100020,1000008,30 1500100020,1000009,46 1500100021,1000001,47 1500100021,1000002,21 1500100021,1000003,31 1500100021,1000007,14 1500100021,1000008,5 1500100021,1000009,85 1500100022,1000001,29 1500100022,1000002,15 1500100022,1000003,116 1500100022,1000004,31 1500100022,1000005,4 1500100022,1000006,66 1500100023,1000001,35 1500100023,1000002,89 1500100023,1000003,125 1500100023,1000007,11 1500100023,1000008,25 1500100023,1000009,12 1500100024,1000001,69 1500100024,1000002,135 1500100024,1000003,69 1500100024,1000004,2 1500100024,1000005,56 1500100024,1000006,12 1500100025,1000001,54 1500100025,1000002,88 1500100025,1000003,8 1500100025,1000004,5 1500100025,1000005,55 1500100025,1000006,36 1500100026,1000001,113 1500100026,1000002,91 1500100026,1000003,43 1500100026,1000007,20 1500100026,1000008,74 1500100026,1000009,8 1500100027,1000001,34 1500100027,1000002,16 1500100027,1000003,119 1500100027,1000004,70 1500100027,1000005,94 1500100027,1000006,57 1500100028,1000001,147 1500100028,1000002,12 1500100028,1000003,6 1500100028,1000007,86 1500100028,1000008,2 1500100028,1000009,70 1500100029,1000001,21 1500100029,1000002,65 1500100029,1000003,144 1500100029,1000007,63 1500100029,1000008,71 1500100029,1000009,41 1500100030,1000001,139 1500100030,1000002,36 1500100030,1000003,99 1500100030,1000007,30 1500100030,1000008,46 1500100030,1000009,19 1500100031,1000001,5 1500100031,1000002,41 1500100031,1000003,46 1500100031,1000004,53 1500100031,1000005,52 1500100031,1000006,12 1500100032,1000001,12 1500100032,1000002,11 1500100032,1000003,86 1500100032,1000004,25 1500100032,1000005,28 1500100032,1000006,22 1500100033,1000001,120 1500100033,1000002,64 1500100033,1000003,124 1500100033,1000007,57 1500100033,1000008,87 1500100033,1000009,80 1500100034,1000001,52 1500100034,1000002,93 1500100034,1000003,131 1500100034,1000007,5 1500100034,1000008,44 1500100034,1000009,35 1500100035,1000001,136 1500100035,1000002,11 1500100035,1000003,127 1500100035,1000007,45 1500100035,1000008,98 1500100035,1000009,40 1500100036,1000001,143 1500100036,1000002,26 1500100036,1000003,5 1500100036,1000004,97 1500100036,1000005,50 1500100036,1000006,41 1500100037,1000001,40 1500100037,1000002,106 1500100037,1000003,31 1500100037,1000004,36 1500100037,1000005,59 1500100037,1000006,83 1500100038,1000001,5 1500100038,1000002,8 1500100038,1000003,137 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1500100931,1000001,66 1500100931,1000002,139 1500100931,1000003,52 1500100931,1000007,36 1500100931,1000008,46 1500100931,1000009,47 1500100932,1000001,71 1500100932,1000002,102 1500100932,1000003,68 1500100932,1000007,47 1500100932,1000008,80 1500100932,1000009,67 1500100933,1000001,65 1500100933,1000002,23 1500100933,1000003,68 1500100933,1000004,59 1500100933,1000005,11 1500100933,1000006,67 1500100934,1000001,132 1500100934,1000002,143 1500100934,1000003,130 1500100934,1000007,49 1500100934,1000008,23 1500100934,1000009,58 1500100935,1000001,37 1500100935,1000002,96 1500100935,1000003,47 1500100935,1000004,28 1500100935,1000005,81 1500100935,1000006,91 1500100936,1000001,95 1500100936,1000002,35 1500100936,1000003,58 1500100936,1000007,20 1500100936,1000008,59 1500100936,1000009,51 1500100937,1000001,37 1500100937,1000002,84 1500100937,1000003,5 1500100937,1000007,76 1500100937,1000008,62 1500100937,1000009,93 1500100938,1000001,84 1500100938,1000002,68 1500100938,1000003,122 1500100938,1000004,1 1500100938,1000005,70 1500100938,1000006,80 1500100939,1000001,116 1500100939,1000002,139 1500100939,1000003,112 1500100939,1000007,91 1500100939,1000008,48 1500100939,1000009,24 1500100940,1000001,62 1500100940,1000002,81 1500100940,1000003,51 1500100940,1000004,90 1500100940,1000005,62 1500100940,1000006,17 1500100941,1000001,14 1500100941,1000002,101 1500100941,1000003,110 1500100941,1000004,19 1500100941,1000005,25 1500100941,1000006,78 1500100942,1000001,35 1500100942,1000002,38 1500100942,1000003,83 1500100942,1000007,53 1500100942,1000008,39 1500100942,1000009,1 1500100943,1000001,58 1500100943,1000002,128 1500100943,1000003,117 1500100943,1000004,99 1500100943,1000005,99 1500100943,1000006,79 1500100944,1000001,82 1500100944,1000002,28 1500100944,1000003,35 1500100944,1000007,24 1500100944,1000008,15 1500100944,1000009,78 1500100945,1000001,53 1500100945,1000002,71 1500100945,1000003,17 1500100945,1000007,50 1500100945,1000008,35 1500100945,1000009,16 1500100946,1000001,74 1500100946,1000002,83 1500100946,1000003,24 1500100946,1000004,99 1500100946,1000005,22 1500100946,1000006,51 1500100947,1000001,57 1500100947,1000002,29 1500100947,1000003,41 1500100947,1000007,18 1500100947,1000008,35 1500100947,1000009,81 1500100948,1000001,75 1500100948,1000002,73 1500100948,1000003,119 1500100948,1000007,69 1500100948,1000008,47 1500100948,1000009,65 1500100949,1000001,73 1500100949,1000002,122 1500100949,1000003,143 1500100949,1000004,67 1500100949,1000005,68 1500100949,1000006,91 1500100950,1000001,129 1500100950,1000002,77 1500100950,1000003,114 1500100950,1000004,84 1500100950,1000005,36 1500100950,1000006,35 1500100951,1000001,29 1500100951,1000002,86 1500100951,1000003,64 1500100951,1000004,37 1500100951,1000005,58 1500100951,1000006,49 1500100952,1000001,97 1500100952,1000002,131 1500100952,1000003,64 1500100952,1000004,83 1500100952,1000005,44 1500100952,1000006,63 1500100953,1000001,90 1500100953,1000002,24 1500100953,1000003,86 1500100953,1000004,64 1500100953,1000005,99 1500100953,1000006,1 1500100954,1000001,132 1500100954,1000002,104 1500100954,1000003,84 1500100954,1000004,78 1500100954,1000005,72 1500100954,1000006,63 1500100955,1000001,61 1500100955,1000002,74 1500100955,1000003,131 1500100955,1000004,20 1500100955,1000005,26 1500100955,1000006,82 1500100956,1000001,103 1500100956,1000002,19 1500100956,1000003,24 1500100956,1000004,57 1500100956,1000005,68 1500100956,1000006,17 1500100957,1000001,74 1500100957,1000002,73 1500100957,1000003,111 1500100957,1000004,50 1500100957,1000005,1 1500100957,1000006,26 1500100958,1000001,46 1500100958,1000002,13 1500100958,1000003,138 1500100958,1000007,23 1500100958,1000008,63 1500100958,1000009,39 1500100959,1000001,135 1500100959,1000002,56 1500100959,1000003,89 1500100959,1000007,17 1500100959,1000008,99 1500100959,1000009,95 1500100960,1000001,29 1500100960,1000002,84 1500100960,1000003,89 1500100960,1000004,22 1500100960,1000005,60 1500100960,1000006,56 1500100961,1000001,77 1500100961,1000002,71 1500100961,1000003,124 1500100961,1000004,25 1500100961,1000005,82 1500100961,1000006,86 1500100962,1000001,81 1500100962,1000002,11 1500100962,1000003,82 1500100962,1000007,27 1500100962,1000008,16 1500100962,1000009,92 1500100963,1000001,98 1500100963,1000002,123 1500100963,1000003,77 1500100963,1000007,70 1500100963,1000008,54 1500100963,1000009,46 1500100964,1000001,57 1500100964,1000002,85 1500100964,1000003,39 1500100964,1000007,46 1500100964,1000008,94 1500100964,1000009,9 1500100965,1000001,7 1500100965,1000002,80 1500100965,1000003,15 1500100965,1000004,3 1500100965,1000005,37 1500100965,1000006,73 1500100966,1000001,51 1500100966,1000002,99 1500100966,1000003,56 1500100966,1000004,40 1500100966,1000005,71 1500100966,1000006,7 1500100967,1000001,16 1500100967,1000002,110 1500100967,1000003,116 1500100967,1000004,7 1500100967,1000005,97 1500100967,1000006,66 1500100968,1000001,77 1500100968,1000002,6 1500100968,1000003,137 1500100968,1000004,43 1500100968,1000005,39 1500100968,1000006,18 1500100969,1000001,75 1500100969,1000002,27 1500100969,1000003,38 1500100969,1000004,47 1500100969,1000005,78 1500100969,1000006,51 1500100970,1000001,90 1500100970,1000002,125 1500100970,1000003,118 1500100970,1000007,39 1500100970,1000008,74 1500100970,1000009,88 1500100971,1000001,13 1500100971,1000002,3 1500100971,1000003,134 1500100971,1000004,90 1500100971,1000005,19 1500100971,1000006,0 1500100972,1000001,95 1500100972,1000002,89 1500100972,1000003,98 1500100972,1000007,51 1500100972,1000008,41 1500100972,1000009,58 1500100973,1000001,3 1500100973,1000002,120 1500100973,1000003,96 1500100973,1000004,47 1500100973,1000005,81 1500100973,1000006,72 1500100974,1000001,108 1500100974,1000002,136 1500100974,1000003,15 1500100974,1000004,96 1500100974,1000005,80 1500100974,1000006,80 1500100975,1000001,101 1500100975,1000002,137 1500100975,1000003,65 1500100975,1000007,79 1500100975,1000008,54 1500100975,1000009,96 1500100976,1000001,59 1500100976,1000002,96 1500100976,1000003,131 1500100976,1000004,64 1500100976,1000005,54 1500100976,1000006,19 1500100977,1000001,55 1500100977,1000002,138 1500100977,1000003,114 1500100977,1000004,47 1500100977,1000005,42 1500100977,1000006,38 1500100978,1000001,106 1500100978,1000002,31 1500100978,1000003,83 1500100978,1000004,19 1500100978,1000005,15 1500100978,1000006,9 1500100979,1000001,78 1500100979,1000002,42 1500100979,1000003,124 1500100979,1000004,22 1500100979,1000005,58 1500100979,1000006,24 1500100980,1000001,33 1500100980,1000002,113 1500100980,1000003,54 1500100980,1000007,12 1500100980,1000008,65 1500100980,1000009,29 1500100981,1000001,104 1500100981,1000002,59 1500100981,1000003,137 1500100981,1000004,21 1500100981,1000005,40 1500100981,1000006,16 1500100982,1000001,34 1500100982,1000002,69 1500100982,1000003,35 1500100982,1000007,85 1500100982,1000008,80 1500100982,1000009,29 1500100983,1000001,82 1500100983,1000002,54 1500100983,1000003,61 1500100983,1000007,77 1500100983,1000008,95 1500100983,1000009,0 1500100984,1000001,24 1500100984,1000002,127 1500100984,1000003,37 1500100984,1000007,31 1500100984,1000008,86 1500100984,1000009,5 1500100985,1000001,15 1500100985,1000002,26 1500100985,1000003,36 1500100985,1000004,39 1500100985,1000005,46 1500100985,1000006,81 1500100986,1000001,24 1500100986,1000002,109 1500100986,1000003,98 1500100986,1000004,2 1500100986,1000005,70 1500100986,1000006,85 1500100987,1000001,143 1500100987,1000002,128 1500100987,1000003,142 1500100987,1000004,36 1500100987,1000005,6 1500100987,1000006,44 1500100988,1000001,4 1500100988,1000002,4 1500100988,1000003,63 1500100988,1000004,60 1500100988,1000005,23 1500100988,1000006,62 1500100989,1000001,37 1500100989,1000002,97 1500100989,1000003,52 1500100989,1000007,81 1500100989,1000008,41 1500100989,1000009,41 1500100990,1000001,52 1500100990,1000002,115 1500100990,1000003,133 1500100990,1000007,75 1500100990,1000008,17 1500100990,1000009,30 1500100991,1000001,0 1500100991,1000002,33 1500100991,1000003,26 1500100991,1000007,0 1500100991,1000008,16 1500100991,1000009,1 1500100992,1000001,118 1500100992,1000002,47 1500100992,1000003,104 1500100992,1000007,67 1500100992,1000008,46 1500100992,1000009,25 1500100993,1000001,62 1500100993,1000002,89 1500100993,1000003,59 1500100993,1000007,82 1500100993,1000008,7 1500100993,1000009,87 1500100994,1000001,91 1500100994,1000002,19 1500100994,1000003,74 1500100994,1000007,52 1500100994,1000008,23 1500100994,1000009,51 1500100995,1000001,9 1500100995,1000002,103 1500100995,1000003,4 1500100995,1000007,26 1500100995,1000008,72 1500100995,1000009,13 1500100996,1000001,43 1500100996,1000002,66 1500100996,1000003,135 1500100996,1000004,85 1500100996,1000005,9 1500100996,1000006,17 1500100997,1000001,113 1500100997,1000002,41 1500100997,1000003,44 1500100997,1000007,29 1500100997,1000008,23 1500100997,1000009,43 1500100998,1000001,37 1500100998,1000002,57 1500100998,1000003,106 1500100998,1000007,91 1500100998,1000008,9 1500100998,1000009,98 1500100999,1000001,115 1500100999,1000002,55 1500100999,1000003,102 1500100999,1000004,48 1500100999,1000005,41 1500100999,1000006,10 1500101000,1000001,100 1500101000,1000002,78 1500101000,1000003,81 1500101000,1000007,5 1500101000,1000008,87 1500101000,1000009,28
这里我将一些Context必须创建的对象，封装成了一个工具类，用的时候只需要继承实现方法即可，代码如下：
package util
import org.apache.spark.sql.SQLContext
import org.apache.spark.{SparkConf, SparkContext}
trait SparkTool {
var sc: SparkContext = _
var conf: SparkConf = _
def main(args: Array[String]): Unit = {
conf = new SparkConf()
.setAppName(this.getClass.getName)
this.init()
sc = new SparkContext(conf)
this.run()
}
/**
* Spark 业务逻辑代码
* 里面可以使用sc对象
*/
def run()
/**
* 初始化方法
* 设置Conf参数
*/
def init()
}
1、通过 json 文件创建 DataFrames
join文件：
{"id":"1500100994","name":"相凌青","age":24,"gender":"女","clazz":"理科四班"}
{"id":"1500100995","name":"寿芷卉","age":24,"gender":"女","clazz":"理科五班"}
{"id":"1500100996","name":"厉运凡","age":24,"gender":"男","clazz":"文科三班"}
{"id":"1500100997","name":"陶敬曦","age":21,"gender":"男","clazz":"理科六班"}
创建DataFrames
package day3
import org.apache.spark.sql.SQLContext
import util.SparkTool
object Demo1SparkSQLJson extends SparkTool{
/**
* Spark 业务逻辑代码
* 里面可以使用sc对象
*/
override def run(): Unit = {
/**
* 创建spark sql上下文对象
*/
val sqlContext = new SQLContext(sc)
/**
* dataFrame 数据框，基于RDD的封装，每一行实际上就是一个row对象
*/
val dataFrame = sqlContext.read.json("D:\shujia\shujia006\sparkP\data\students.json")
// /**
// * 打印列的信息
// */
dataFrame.printSchema()
//
// /**
// * 打印前20行数据
// *
// * numRows：打印的行数
// * truncate: 是否显示整行，默认显示20个字符，默认true为不整行显示
// *
// */
dataFrame.select(dataFrame("name"),dataFrame("age")+1).show()
//
// /**
// * 过滤 传入列名条件
// */
dataFrame.filter(dataFrame("age")>21).show()
//
// /**
// * 过滤 传入表达式
// */
dataFrame.filter("age<24").show()
//
// /**
// * 分组 必须配合聚合使用
// * 1、可根据一个列分组
// * 2、也可以根据多个列进行分组
// */
dataFrame.groupBy("age").count().show()
/**
* 将dataframe注册成一个临时表
*
* dataFrame.registerTempTable
*
*/
dataFrame.registerTempTable("students")
/**
* 通过sqlContext写sql数据操作临时表
*/
sqlContext.sql("select * from students").show()
}
/**
* 初始化方法
* 设置Conf参数
*/
override def init(): Unit = {
conf.setMaster("local")
}
}
2、通过 case class 创建 DataFrames（反射）样例类的方式
val studentsRDD: RDD[String] = sc.textFile("D:\shujia\shujia006\sparkP\data\students.txt")
val scoresRDD: RDD[String] = sc.textFile("D:\shujia\shujia006\sparkP\data\score.txt")
/**
* 通过样例类的方式创建DF
*
*/
val stuRDD = studentsRDD
.map(lines => {
val stu = lines.split(",")
Student(stu(0), stu(1), stu(2).toInt, stu(3), stu(4))
})
val scoRDD = scoresRDD
.map(lines => {
val sco = lines.split(",")
Score(sco(0), sco(1), sco(2).toInt)
})
val sqlContext = new SQLContext(sc)
/**
* 导入隐式转换，自动给RDD增加转换成DF的方法
*/
import sqlContext.implicits._
/**
* 每一行是一个自定义类对象
*
* RDD -> DF
*/
val stuDF = stuRDD.toDF()
val scoDF = scoRDD.toDF()
3、通过 structType 创建 DataFrames（编程接口）列描述来创建DF
val studentsRDD: RDD[String] = sc.textFile("D:\shujia\shujia006\sparkP\data\students.txt")
/**
* 通过列的表述来创建DF
*/
//局部导包，只在局部作用域有效
import org.apache.spark.sql.Row
val sRDD = studentsRDD
.map(lines => lines.split(","))
.map(s=>Row(s(0),s(1),s(2),s(3),s(4)))
val schema = StructType(
List("id","name","age","gender","clazz")
.map(fieldName => StructField(fieldName,StringType,true) ))
val dataFrame = sqlContext.createDataFrame(sRDD,schema)
dataFrame.show()
八、Spark SQL DF的一些操作
package day3
import org.apache.spark.rdd.RDD
import org.apache.spark.sql.types.{StringType, StructField, StructType}
import org.apache.spark.sql.{DataFrame, SQLContext}
import util.SparkTool
object Demo2SparkSQL extends SparkTool {
/**
* Spark 业务逻辑代码
* 里面可以使用sc对象
*/
override def run(): Unit = {
val studentsRDD: RDD[String] = sc.textFile("D:\shujia\shujia006\sparkP\data\students.txt")
val scoresRDD: RDD[String] = sc.textFile("D:\shujia\shujia006\sparkP\data\score.txt")
/**
* 通过样例类的方式创建DF
*
*/
val stuRDD = studentsRDD
.map(lines => {
val stu = lines.split(",")
Student(stu(0), stu(1), stu(2).toInt, stu(3), stu(4))
})
val scoRDD = scoresRDD
.map(lines => {
val sco = lines.split(",")
Score(sco(0), sco(1), sco(2).toInt)
})
val sqlContext = new SQLContext(sc)
/**
* 导入隐式转换，自动给RDD增加转换成DF的方法
*/
import sqlContext.implicits._
/**
* 每一行是一个自定义类对象
*
* RDD -> DF
*/
val stuDF = stuRDD.toDF()
val scoDF = scoRDD.toDF()
/**
* 通过列的表述来创建DF
*/
//局部导包，只在局部作用域有效
import org.apache.spark.sql.Row
val sRDD = studentsRDD
.map(lines => lines.split(","))
.map(s=>Row(s(0),s(1),s(2),s(3),s(4)))
val schema = StructType(
List("id","name","age","gender","clazz")
.map(fieldName => StructField(fieldName,StringType,true) ))
val dataFrame = sqlContext.createDataFrame(sRDD,schema)
dataFrame.show()
/**
* 排序 默认升序
* 与order by一样
*/
stuDF.sort(stuDF("age")).show(1000)
//倒序
stuDF.sort(stuDF("age").desc)
stuDF.sort(-stuDF("age"))
/**
* 笛卡尔积
*/
//根据相同到的列名进行join
//计算每个学生的总分
stuDF.join(scoDF,"id")
//想让结果有多个列，就直接groupBy的时候添加
.groupBy("id","name","age","gender","clazz")
.sum("fen")
.withColumnRenamed("sum(fen)","sum")
.show()
/**
* 也可以有另一种方式进行join
* stuDF("id") === scoDF("id") 相当于 sql语句on后面关联条件
*
*/
stuDF.join(scoDF, stuDF("id") === scoDF("id")).show()
//也可以指定类型 关联方式
stuDF.join(scoDF, stuDF("id") === scoDF("id"), "left_outer")
/**
* head 取前多个数据，返回的是row 和take算子一样的操作
*/
stuDF
.head(100) //actions算子
.foreach(row => {
//row代表是一行数据，可以通过下标和列名获取
val id = row.getAs[String]("id")
val name = row.getAs[String]("name")
val age = row.getAs[Int]("age")
val gender = row.getAs[String]("gender")
val clazz = row.getAs[String]("clazz")
println(id + "," + name + "," + age + "," + gender + "," + clazz)
})
/**
* drop
* 删除一列 返回新的DF
*/
val dropDF = stuDF.drop("age")
/**
* 去重：去除整行相同的数据
* 返回新的DF
*
*/
val distinctDF = stuDF.distinct()
/**
* map操作返回一个RDD
*/
stuDF.map(row => row.getAs[String]("name")).foreach(println)
/**
* DF ->RDD
* 每一行是一个row对象
*/
val newStuRDD = stuDF.rdd
/**
* 注册成一个临时表
*/
stuDF.registerTempTable("students")
scoDF.registerTempTable("scores")
/**
* 想要取几个字段就把它加上 group by 后面加 这才是正确的写法 不然会报错
*/
sqlContext
.sql("select s1.id,s1.name,s1.age,sum(s2.fen) from students s1 join scores s2 on s1.id=s2.id group by s1.id,s1.name,s1.age")
.show()
}
/**
* 初始化方法
* 设置Conf参数
*/
override def init(): Unit = {
conf.setMaster("local")
}
}
/**
* 样例类
*/
case class Student(id: String, name: String, age: Int, gender: String, clazz: String)
case class Score(id: String, keId: String, fen: Int)