Spark案例分析
一、需求:计算网页访问量前三名
import org.apache.spark.rdd.RDD
import org.apache.spark.{SparkConf, SparkContext} /**
* 需求:计算网页访问量前三名
* 用户:喜欢视频 直播
* 帮助企业做经营和决策
*
* 看数据
*/
object UrlCount {
def main(args: Array[String]): Unit = {
//1.加载数据
val conf:SparkConf = new SparkConf().setAppName("UrlCount").setMaster("local[2]")
//spark程序入口
val sc: SparkContext = new SparkContext(conf)
//载入数据
val rdd1: RDD[String] = sc.textFile("e:/access.log") //2.对数据进行计算 w,1 h,1
val rdd2: RDD[(String, Int)] = rdd1.map(line => {
val s: Array[String] = line.split("\t")
//标注为出现1次
(s(1), 1)
}) //3.将相同的网址进行累加求和 网页,201
val rdd3:RDD[(String, Int)] = rdd2.reduceByKey(_+_) //4.排序 取出前三
val rdd4: Array[(String, Int)] = rdd3.sortBy(_._2, false).take(3) //5.遍历打印
rdd4.foreach(x => {
println("网址为:" + x._1 + "访问量为:" + x._2)
}) //6.关闭资源
sc.stop()
}
}
结果:
二、需求:求出每个学院 访问第一位的网址
import java.net.URL import org.apache.spark.rdd.RDD
import org.apache.spark.{SparkConf, SparkContext} /**
* 需求:求出每个学院 访问第一位的网址
* bigdata:video(直播)
* java:video
* python:teacher
*/
object UrlGroupCount {
def main(args: Array[String]): Unit = {
//1.创建sparkContext
val conf: SparkConf = new SparkConf().setAppName("UrlGroupCount").setMaster("local[2]")
val sc: SparkContext = new SparkContext(conf) //2.加载数据
val rdd1: RDD[String] = sc.textFile("e:/access.log") //3.切分
val rdd2: RDD[(String, Int)] = rdd1.map(line => {
val s: Array[String] = line.split("\t")
//网址,1
(s(1), 1)
}) //4.求出总的访问量 网址,总的访问量
val rdd3: RDD[(String, Int)] = rdd2.reduceByKey(_+_) //5.取出学院
val rdd4: RDD[(String, String, Int)] = rdd3.map(x => {
//拿到url
val url: String = x._1
//java中拿到主机名
val host: String = new URL(url).getHost.split("[.]")(0)
//元组输出
(host, url, x._2)
}) //6.按照学院进行分组
val rdd5: RDD[(String, List[(String, String, Int)])] = rdd4.groupBy(_._1).mapValues(it => {
//倒序
it.toList.sortBy(_._3).reverse.take(1)
}) //7.遍历打印
rdd5.foreach(x => {
println("学院为:" + x._1 + "," + "访问量第一的为:" + x._2)
}) //8.关闭资源
sc.stop()
}
}
结果:
三、需求:加入自定义分区,按照学院分区,相同的学院分为一个结果文件
import java.net.URL import org.apache.spark.rdd.RDD
import org.apache.spark.{Partitioner, SparkConf, SparkContext} import scala.collection.mutable /**
* 需求:加入自定义分区
* 按照学院分区,相同的学院分为一个结果文件
*/
object UrlParCount {
def main(args: Array[String]): Unit = {
//1.创建sparkContext
val conf: SparkConf = new SparkConf().setAppName("UrlParCount").setMaster("local[2]")
val sc: SparkContext = new SparkContext(conf) //2.加载数据
val rdd1 = sc.textFile("e:/access.log").map(line => {
val s: Array[String] = line.split("\t")
//元组输出
(s(1), 1)
}) //3.聚合
val rdd2: RDD[(String, Int)] = rdd1.reduceByKey(_+_) //4.自定义格式
val rdd3: RDD[(String, (String, Int))] = rdd2.map(t => {
val url = t._1
val host = new URL(url).getHost
val xHost: String = host.split("[.]")(0)
//元组输出
(xHost, (url, t._2))
}) //5.加入自定义分区
val xueyuan: Array[String] = rdd3.map(_._1).distinct().collect
val xueYuanPartitioner: XueYuanPartitioner = new XueYuanPartitioner(xueyuan) //6.加入分区规则
val rdd4: RDD[(String, (String, Int))] = rdd3.partitionBy(xueYuanPartitioner).mapPartitions(it => {
it.toList.sortBy(_._2._2).reverse.take(1).iterator
}) //7.遍历打印
rdd4.saveAsTextFile("e://pout") //8.关闭资源
sc.stop()
}
} class XueYuanPartitioner(xy: Array[String]) extends Partitioner {
//自定义规则 学院 分区号
val rules: mutable.HashMap[String, Int] = new mutable.HashMap[String, Int]()
var number = 0 //遍历学院
for(i <- xy){
//学院与分区号对应
rules += (i -> number)
//分区号递增
number += 1
} //总的分区个数
override def numPartitions: Int = xy.length //拿到分区
override def getPartition(key: Any): Int = {
rules.getOrElse(key.toString, 0)
}
}
结果:
1、part-00000
(bigdata,(http://bigdata.xxxxxx.com/bigdata/video.shtml,503))
2、part-00001
(java,(http://java.xxxxxx.com/java/course/cloud.shtml,1028))
3、part-00002
(net,(http://net.xxxxxx.com/net/video.shtml,525))
四、pom.xml文件
<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
<modelVersion>4.0.0</modelVersion> <groupId>com.demo.spark</groupId>
<artifactId>SparkWC</artifactId>
<version>1.0-SNAPSHOT</version> <properties>
<maven.compiler.source>1.8</maven.compiler.source>
<maven.compiler.target>1.8</maven.compiler.target>
<scala.version>2.11.8</scala.version>
<spark.version>2.2.0</spark.version>
<hadoop.version>2.8.4</hadoop.version>
<encoding>UTF-8</encoding>
</properties> <dependencies>
<!-- scala的依赖导入 -->
<dependency>
<groupId>org.scala-lang</groupId>
<artifactId>scala-library</artifactId>
<version>${scala.version}</version>
</dependency> <!-- spark的依赖导入 -->
<dependency>
<groupId>org.apache.spark</groupId>
<artifactId>spark-core_2.11</artifactId>
<version>${spark.version}</version>
</dependency> <!-- hadoop-client API的导入 -->
<dependency>
<groupId>org.apache.hadoop</groupId>
<artifactId>hadoop-client</artifactId>
<version>${hadoop.version}</version>
</dependency> <!-- https://mvnrepository.com/artifact/mysql/mysql-connector-java -->
<dependency>
<groupId>mysql</groupId>
<artifactId>mysql-connector-java</artifactId>
<version>5.1.39</version>
</dependency> </dependencies> <build>
<pluginManagement>
<plugins>
<!-- scala的编译插件 -->
<plugin>
<groupId>net.alchim31.maven</groupId>
<artifactId>scala-maven-plugin</artifactId>
<version>3.2.2</version>
</plugin>
<!-- java的编译插件 -->
<plugin>
<groupId>org.apache.maven.plugins</groupId>
<artifactId>maven-compiler-plugin</artifactId>
<version>3.5.1</version>
</plugin>
</plugins>
</pluginManagement>
<plugins>
<plugin>
<groupId>net.alchim31.maven</groupId>
<artifactId>scala-maven-plugin</artifactId>
<executions>
<execution>
<id>scala-compile-first</id>
<phase>process-resources</phase>
<goals>
<goal>add-source</goal>
<goal>compile</goal>
</goals>
</execution>
<execution>
<id>scala-test-compile</id>
<phase>process-test-resources</phase>
<goals>
<goal>testCompile</goal>
</goals>
</execution>
</executions>
</plugin> <plugin>
<groupId>org.apache.maven.plugins</groupId>
<artifactId>maven-compiler-plugin</artifactId>
<executions>
<execution>
<phase>compile</phase>
<goals>
<goal>compile</goal>
</goals>
</execution>
</executions>
</plugin> <!-- 打jar包插件 -->
<plugin>
<groupId>org.apache.maven.plugins</groupId>
<artifactId>maven-shade-plugin</artifactId>
<version>2.4.3</version>
<executions>
<execution>
<phase>package</phase>
<goals>
<goal>shade</goal>
</goals>
<configuration>
<filters>
<filter>
<artifact>*:*</artifact>
<excludes>
<exclude>META-INF/*.SF</exclude>
<exclude>META-INF/*.DSA</exclude>
<exclude>META-INF/*.RSA</exclude>
</excludes>
</filter>
</filters>
</configuration>
</execution>
</executions>
</plugin>
</plugins>
</build> </project>
五、数据access.log
20180724101954 http://java.xxxxxx.com/java/course/javaeeadvanced.shtml
20180724101954 http://java.xxxxxx.com/java/course/javaee.shtml
20180724101954 http://java.xxxxxx.com/java/course/android.shtml
20180724101954 http://java.xxxxxx.com/java/video.shtml
20180724101954 http://java.xxxxxx.com/java/teacher.shtml
20180724101954 http://java.xxxxxx.com/java/course/android.shtml
20180724101954 http://bigdata.xxxxxx.com/bigdata/teacher.shtml
20180724101954 http://net.xxxxxx.com/net/teacher.shtml
20180724101954 http://java.xxxxxx.com/java/course/hadoop.shtml
20180724101954 http://java.xxxxxx.com/java/course/base.shtml
20180724101954 http://net.xxxxxx.com/net/course.shtml
20180724101954 http://bigdata.xxxxxx.com/bigdata/teacher.shtml
20180724101954 http://net.xxxxxx.com/net/video.shtml
20180724101954 http://java.xxxxxx.com/java/course/base.shtml
20180724101954 http://net.xxxxxx.com/net/teacher.shtml
20180724101954 http://java.xxxxxx.com/java/video.shtml
20180724101954 http://java.xxxxxx.com/java/video.shtml
20180724101954 http://net.xxxxxx.com/net/video.shtml
20180724101954 http://net.xxxxxx.com/net/course.shtml
20180724101954 http://java.xxxxxx.com/java/course/javaee.shtml
20180724101954 http://java.xxxxxx.com/java/course/android.shtml
20180724101955 http://bigdata.xxxxxx.com/bigdata/course.shtml
20180724101955 http://bigdata.xxxxxx.com/bigdata/course.shtml
20180724101955 http://bigdata.xxxxxx.com/bigdata/course.shtml
20180724101955 http://bigdata.xxxxxx.com/bigdata/course.shtml
20180724101955 http://bigdata.xxxxxx.com/bigdata/course.shtml
20180724101955 http://bigdata.xxxxxx.com/bigdata/course.shtml
20180724101955 http://net.xxxxxx.com/net/teacher.shtml
20180724101955 http://bigdata.xxxxxx.com/bigdata/teacher.shtml
20180724101955 http://java.xxxxxx.com/java/course/base.shtml
20180724101955 http://net.xxxxxx.com/net/teacher.shtml
20180724101955 http://java.xxxxxx.com/java/course/javaee.shtml
20180724101955 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724101955 http://net.xxxxxx.com/net/course.shtml
20180724101955 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724101955 http://java.xxxxxx.com/java/course/android.shtml
20180724101955 http://java.xxxxxx.com/java/course/javaee.shtml
20180724101955 http://java.xxxxxx.com/java/course/javaee.shtml
20180724101955 http://net.xxxxxx.com/net/video.shtml
20180724101955 http://net.xxxxxx.com/net/teacher.shtml
20180724101955 http://java.xxxxxx.com/java/teacher.shtml
20180724101955 http://java.xxxxxx.com/java/course/android.shtml
20180724101955 http://java.xxxxxx.com/java/course/javaee.shtml
20180724101955 http://java.xxxxxx.com/java/course/cloud.shtml
20180724101955 http://net.xxxxxx.com/net/video.shtml
20180724101956 http://java.xxxxxx.com/java/course/javaeeadvanced.shtml
20180724101956 http://net.xxxxxx.com/net/video.shtml
20180724101956 http://net.xxxxxx.com/net/video.shtml
20180724101956 http://java.xxxxxx.com/java/course/javaeeadvanced.shtml
20180724101956 http://java.xxxxxx.com/java/course/android.shtml
20180724101956 http://java.xxxxxx.com/java/course/hadoop.shtml
20180724101956 http://java.xxxxxx.com/java/course/javaee.shtml
20180724101956 http://java.xxxxxx.com/java/course/javaeeadvanced.shtml
20180724101956 http://bigdata.xxxxxx.com/bigdata/teacher.shtml
20180724101956 http://net.xxxxxx.com/net/teacher.shtml
20180724101956 http://java.xxxxxx.com/java/course/base.shtml
20180724101956 http://java.xxxxxx.com/java/course/cloud.shtml
20180724101956 http://bigdata.xxxxxx.com/bigdata/teacher.shtml
20180724101956 http://net.xxxxxx.com/net/course.shtml
20180724101956 http://net.xxxxxx.com/net/teacher.shtml
20180724101956 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724101956 http://java.xxxxxx.com/java/course/cloud.shtml
20180724101956 http://java.xxxxxx.com/java/course/cloud.shtml
20180724101956 http://java.xxxxxx.com/java/course/hadoop.shtml
20180724101957 http://java.xxxxxx.com/java/teacher.shtml
20180724101957 http://bigdata.xxxxxx.com/bigdata/teacher.shtml
20180724101957 http://net.xxxxxx.com/net/teacher.shtml
20180724101957 http://net.xxxxxx.com/net/teacher.shtml
20180724101957 http://bigdata.xxxxxx.com/bigdata/teacher.shtml
20180724101957 http://bigdata.xxxxxx.com/bigdata/course.shtml
20180724101957 http://java.xxxxxx.com/java/course/base.shtml
20180724101957 http://net.xxxxxx.com/net/course.shtml
20180724101957 http://java.xxxxxx.com/java/video.shtml
20180724101957 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724101957 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724101957 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724101957 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724101957 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724101957 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724101957 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724101957 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724101957 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724101957 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724101957 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724101957 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724101957 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724101957 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724101957 http://net.xxxxxx.com/net/teacher.shtml
20180724101957 http://java.xxxxxx.com/java/video.shtml
20180724101957 http://net.xxxxxx.com/net/video.shtml
20180724101957 http://java.xxxxxx.com/java/course/hadoop.shtml
20180724101957 http://net.xxxxxx.com/net/course.shtml
20180724101957 http://java.xxxxxx.com/java/course/cloud.shtml
20180724101957 http://java.xxxxxx.com/java/course/cloud.shtml
20180724101958 http://net.xxxxxx.com/net/course.shtml
20180724101958 http://java.xxxxxx.com/java/course/hadoop.shtml
20180724101958 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724101958 http://bigdata.xxxxxx.com/bigdata/course.shtml
20180724101958 http://java.xxxxxx.com/java/course/cloud.shtml
20180724101958 http://net.xxxxxx.com/net/video.shtml
20180724101958 http://java.xxxxxx.com/java/course/base.shtml
20180724101958 http://java.xxxxxx.com/java/course/base.shtml
20180724101958 http://java.xxxxxx.com/java/course/javaee.shtml
20180724101958 http://bigdata.xxxxxx.com/bigdata/course.shtml
20180724101958 http://java.xxxxxx.com/java/course/javaee.shtml
20180724101958 http://java.xxxxxx.com/java/course/cloud.shtml
20180724101958 http://net.xxxxxx.com/net/teacher.shtml
20180724101958 http://java.xxxxxx.com/java/video.shtml
20180724101958 http://java.xxxxxx.com/java/course/javaee.shtml
20180724101958 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724101958 http://net.xxxxxx.com/net/course.shtml
20180724101958 http://java.xxxxxx.com/java/course/android.shtml
20180724101958 http://java.xxxxxx.com/java/course/android.shtml
20180724101958 http://java.xxxxxx.com/java/course/android.shtml
20180724101958 http://java.xxxxxx.com/java/course/base.shtml
20180724101958 http://java.xxxxxx.com/java/video.shtml
20180724101958 http://net.xxxxxx.com/net/video.shtml
20180724101959 http://bigdata.xxxxxx.com/bigdata/teacher.shtml
20180724101959 http://java.xxxxxx.com/java/course/cloud.shtml
20180724101959 http://java.xxxxxx.com/java/video.shtml
20180724101959 http://java.xxxxxx.com/java/course/android.shtml
20180724101959 http://java.xxxxxx.com/java/course/javaee.shtml
20180724101959 http://net.xxxxxx.com/net/teacher.shtml
20180724101959 http://bigdata.xxxxxx.com/bigdata/course.shtml
20180724101959 http://java.xxxxxx.com/java/course/javaee.shtml
20180724101959 http://net.xxxxxx.com/net/course.shtml
20180724101959 http://java.xxxxxx.com/java/video.shtml
20180724101959 http://java.xxxxxx.com/java/video.shtml
20180724101959 http://java.xxxxxx.com/java/video.shtml
20180724101959 http://java.xxxxxx.com/java/video.shtml
20180724101959 http://java.xxxxxx.com/java/teacher.shtml
20180724101959 http://java.xxxxxx.com/java/course/javaeeadvanced.shtml
20180724101959 http://java.xxxxxx.com/java/course/javaeeadvanced.shtml
20180724101959 http://java.xxxxxx.com/java/course/javaeeadvanced.shtml
20180724101959 http://java.xxxxxx.com/java/course/javaeeadvanced.shtml
20180724101959 http://java.xxxxxx.com/java/course/javaeeadvanced.shtml
20180724101959 http://java.xxxxxx.com/java/course/base.shtml
20180724101959 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724101959 http://java.xxxxxx.com/java/course/cloud.shtml
20180724101959 http://java.xxxxxx.com/java/course/cloud.shtml
20180724101959 http://java.xxxxxx.com/java/course/cloud.shtml
20180724101959 http://java.xxxxxx.com/java/course/hadoop.shtml
20180724101959 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724101959 http://net.xxxxxx.com/net/teacher.shtml
20180724101959 http://java.xxxxxx.com/java/course/cloud.shtml
20180724101959 http://java.xxxxxx.com/java/teacher.shtml
20180724102000 http://java.xxxxxx.com/java/course/cloud.shtml
20180724102000 http://java.xxxxxx.com/java/course/hadoop.shtml
20180724102000 http://net.xxxxxx.com/net/teacher.shtml
20180724102000 http://java.xxxxxx.com/java/course/base.shtml
20180724102000 http://net.xxxxxx.com/net/video.shtml
20180724102000 http://net.xxxxxx.com/net/video.shtml
20180724102000 http://net.xxxxxx.com/net/video.shtml
20180724102000 http://net.xxxxxx.com/net/video.shtml
20180724102000 http://net.xxxxxx.com/net/video.shtml
20180724102000 http://java.xxxxxx.com/java/course/android.shtml
20180724102000 http://net.xxxxxx.com/net/video.shtml
20180724102000 http://java.xxxxxx.com/java/course/cloud.shtml
20180724102000 http://java.xxxxxx.com/java/course/cloud.shtml
20180724102000 http://java.xxxxxx.com/java/course/javaee.shtml
20180724102000 http://java.xxxxxx.com/java/course/cloud.shtml
20180724102000 http://java.xxxxxx.com/java/course/hadoop.shtml
20180724102000 http://java.xxxxxx.com/java/course/android.shtml
20180724102000 http://java.xxxxxx.com/java/video.shtml
20180724102000 http://java.xxxxxx.com/java/course/javaee.shtml
20180724102000 http://java.xxxxxx.com/java/course/android.shtml
20180724102000 http://java.xxxxxx.com/java/course/javaeeadvanced.shtml
20180724102000 http://java.xxxxxx.com/java/course/javaee.shtml
20180724102000 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724102000 http://java.xxxxxx.com/java/course/javaeeadvanced.shtml
20180724102001 http://bigdata.xxxxxx.com/bigdata/teacher.shtml
20180724102001 http://net.xxxxxx.com/net/course.shtml
20180724102001 http://bigdata.xxxxxx.com/bigdata/course.shtml
20180724102001 http://bigdata.xxxxxx.com/bigdata/course.shtml
20180724102001 http://net.xxxxxx.com/net/course.shtml
20180724102001 http://java.xxxxxx.com/java/course/javaee.shtml
20180724102001 http://net.xxxxxx.com/net/video.shtml
20180724102001 http://net.xxxxxx.com/net/teacher.shtml
20180724102001 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724102001 http://net.xxxxxx.com/net/video.shtml
20180724102001 http://net.xxxxxx.com/net/teacher.shtml
20180724102001 http://bigdata.xxxxxx.com/bigdata/teacher.shtml
20180724102001 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724102001 http://java.xxxxxx.com/java/course/cloud.shtml
20180724102001 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724102001 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724102001 http://bigdata.xxxxxx.com/bigdata/teacher.shtml
20180724102001 http://java.xxxxxx.com/java/course/android.shtml
20180724102002 http://java.xxxxxx.com/java/course/android.shtml
20180724102002 http://java.xxxxxx.com/java/course/cloud.shtml
20180724102002 http://net.xxxxxx.com/net/teacher.shtml
20180724102002 http://java.xxxxxx.com/java/video.shtml
20180724102002 http://net.xxxxxx.com/net/video.shtml
20180724102002 http://java.xxxxxx.com/java/course/javaee.shtml
20180724102002 http://net.xxxxxx.com/net/teacher.shtml
20180724102002 http://bigdata.xxxxxx.com/bigdata/teacher.shtml
20180724102002 http://bigdata.xxxxxx.com/bigdata/teacher.shtml
20180724102002 http://net.xxxxxx.com/net/course.shtml
20180724102002 http://net.xxxxxx.com/net/course.shtml
20180724102002 http://java.xxxxxx.com/java/course/javaee.shtml
20180724102002 http://java.xxxxxx.com/java/video.shtml
20180724102002 http://java.xxxxxx.com/java/course/javaee.shtml
20180724102002 http://bigdata.xxxxxx.com/bigdata/course.shtml
20180724102002 http://bigdata.xxxxxx.com/bigdata/teacher.shtml
20180724102002 http://java.xxxxxx.com/java/teacher.shtml
20180724102003 http://java.xxxxxx.com/java/teacher.shtml
20180724102003 http://java.xxxxxx.com/java/video.shtml
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20180724102623 http://net.xxxxxx.com/net/video.shtml
20180724102623 http://java.xxxxxx.com/java/course/javaeeadvanced.shtml
20180724102623 http://net.xxxxxx.com/net/video.shtml
20180724102623 http://java.xxxxxx.com/java/teacher.shtml
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20180724102624 http://java.xxxxxx.com/java/course/base.shtml
20180724102624 http://net.xxxxxx.com/net/course.shtml
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20180724102624 http://net.xxxxxx.com/net/video.shtml
20180724102624 http://java.xxxxxx.com/java/course/cloud.shtml
20180724102624 http://java.xxxxxx.com/java/course/javaeeadvanced.shtml
20180724102624 http://java.xxxxxx.com/java/video.shtml
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20180724102625 http://java.xxxxxx.com/java/video.shtml
20180724102625 http://net.xxxxxx.com/net/video.shtml
20180724102625 http://bigdata.xxxxxx.com/bigdata/teacher.shtml
20180724102625 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724102625 http://net.xxxxxx.com/net/video.shtml
20180724102625 http://java.xxxxxx.com/java/course/javaee.shtml
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20180724102625 http://java.xxxxxx.com/java/course/cloud.shtml
20180724102625 http://net.xxxxxx.com/net/course.shtml
20180724102625 http://net.xxxxxx.com/net/teacher.shtml
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20180724102626 http://java.xxxxxx.com/java/video.shtml
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20180724102626 http://java.xxxxxx.com/java/course/cloud.shtml
20180724102626 http://net.xxxxxx.com/net/teacher.shtml
20180724102626 http://java.xxxxxx.com/java/course/javaeeadvanced.shtml
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20180724102626 http://net.xxxxxx.com/net/video.shtml
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20180724102626 http://net.xxxxxx.com/net/teacher.shtml
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20180724102627 http://bigdata.xxxxxx.com/bigdata/course.shtml
20180724102627 http://java.xxxxxx.com/java/course/javaeeadvanced.shtml
20180724102627 http://java.xxxxxx.com/java/course/hadoop.shtml
20180724102627 http://java.xxxxxx.com/java/course/javaee.shtml
20180724102627 http://java.xxxxxx.com/java/course/javaeeadvanced.shtml
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20180724102627 http://java.xxxxxx.com/java/teacher.shtml
20180724102627 http://java.xxxxxx.com/java/course/android.shtml
20180724102627 http://net.xxxxxx.com/net/course.shtml
20180724102627 http://java.xxxxxx.com/java/video.shtml
20180724102627 http://java.xxxxxx.com/java/teacher.shtml
20180724102627 http://java.xxxxxx.com/java/course/base.shtml
20180724102627 http://java.xxxxxx.com/java/course/cloud.shtml
20180724102627 http://net.xxxxxx.com/net/course.shtml
20180724102627 http://java.xxxxxx.com/java/course/javaee.shtml
20180724102627 http://java.xxxxxx.com/java/course/android.shtml
20180724102627 http://net.xxxxxx.com/net/course.shtml
20180724102627 http://bigdata.xxxxxx.com/bigdata/video.shtml
20180724102628 http://java.xxxxxx.com/java/course/javaeeadvanced.shtml
20180724102628 http://java.xxxxxx.com/java/course/base.shtml
20180724102628 http://net.xxxxxx.com/net/teacher.shtml
20180724102628 http://net.xxxxxx.com/net/teacher.shtml
20180724102628 http://net.xxxxxx.com/net/course.shtml
20180724102628 http://java.xxxxxx.com/java/course/android.shtml
20180724102628 http://net.xxxxxx.com/net/course.shtml
20180724102628 http://java.xxxxxx.com/java/course/base.shtml
20180724102628 http://java.xxxxxx.com/java/video.shtml
20180724102628 http://java.xxxxxx.com/java/course/hadoop.shtml
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