Result文件数据说明：
Ip：106.39.41.166,（城市）
Date：10/Nov/2016:00:01:02 +0800,（日期）
Day：10,（天数）
Traffic: 54 ,（流量）
Type: video,（类型：视频video或文章article）
Id: 8701（视频或者文章的id）
测试要求：
1、 数据清洗：按照进行数据清洗，并将清洗后的数据导入hive数据库中。
两阶段数据清洗：
（1）第一阶段：把需要的信息从原始日志中提取出来
ip: 199.30.25.88
time: 10/Nov/2016:00:01:03 +08
traffic: 62
文章： article/11325
视频： video/3235
（2）第二阶段：根据提取出来的信息做精细化操作
ip--->城市 city（IP）
date--> time:2016-11-10 00:01:03
day: 10
traffic:62
type:article/video
id:11325
（3）hive数据库表结构:
create table data( ip string, time string , day string, traffic bigint,
type string, id string )
2、数据处理：
·统计最受欢迎的视频/文章的Top10访问次数 （video/article）
·按照地市统计最受欢迎的Top10课程 （ip）
·按照流量统计最受欢迎的Top10课程 （traffic）
3、数据可视化：将统计结果倒入MySql数据库中，通过图形化展示的方式展现出来。
result.txt
106.39.41.166,10/Nov/2016:00:01:02 +0800,10,54 ,video,8701 113.140.11.123,10/Nov/2016:00:01:02 +0800,10,54 ,video,5915 125.122.216.102,10/Nov/2016:00:01:02 +0800,10,54 ,video,9819 116.231.219.242,10/Nov/2016:00:01:02 +0800,10,54 ,video,6335 61.136.143.62,10/Nov/2016:00:01:02 +0800,10,54 ,video,7629 39.186.247.142,10/Nov/2016:00:01:02 +0800,10,2957 ,video,3237 59.42.206.247,10/Nov/2016:00:01:02 +0800,10,54 ,video,7053 39.186.247.142,10/Nov/2016:00:01:02 +0800,10,66 ,video,3237 61.135.172.68,10/Nov/2016:00:01:02 +0800,10,67 ,video,3510 45.115.145.45,10/Nov/2016:00:01:02 +0800,10,67 ,video,13265 61.149.133.159,10/Nov/2016:00:01:02 +0800,10,54 ,video,13182 180.160.212.7,10/Nov/2016:00:01:02 +0800,10,54 ,video,2665 125.90.48.103,10/Nov/2016:00:01:02 +0800,10,54 ,video,7311 106.187.95.195,10/Nov/2016:00:01:02 +0800,10,54 ,video,5685 39.186.247.142,10/Nov/2016:00:01:02 +0800,10,317 ,video,3237 220.191.6.44,10/Nov/2016:00:01:02 +0800,10,72 ,video,1101 39.186.247.142,10/Nov/2016:00:01:02 +0800,10,4860 ,video,3237 61.142.10.231,10/Nov/2016:00:01:02 +0800,10,67 ,video,12551 27.17.35.94,10/Nov/2016:00:01:02 +0800,10,54 ,video,1412 120.198.231.154,10/Nov/2016:00:01:03 +0800,10,54 ,video,9817 113.93.90.94,10/Nov/2016:00:01:03 +0800,10,54 ,video,7475 114.249.93.42,10/Nov/2016:00:01:03 +0800,10,67 ,video,3221 171.8.152.203,10/Nov/2016:00:01:03 +0800,10,54 ,video,5914 199.30.25.88,10/Nov/2016:00:01:03 +0800,10,271 ,article,11325 199.30.25.88,10/Nov/2016:00:01:03 +0800,10,62 ,article,11325 39.186.247.142,10/Nov/2016:00:01:03 +0800,10,2311 ,video,3237 222.168.40.31,10/Nov/2016:00:01:03 +0800,10,54 ,video,2452 39.186.247.142,10/Nov/2016:00:01:03 +0800,10,307 ,video,3237 58.241.76.18,10/Nov/2016:00:01:03 +0800,10,2957 ,video,3235 49.81.162.183,10/Nov/2016:00:01:03 +0800,10,141 ,video,1816 125.94.93.221,10/Nov/2016:00:01:03 +0800,10,54 ,video,4441 101.200.101.201,10/Nov/2016:00:01:03 +0800,10,4468 ,article,4779 39.186.247.142,10/Nov/2016:00:01:03 +0800,10,951 ,video,3237 101.200.101.21,10/Nov/2016:00:01:03 +0800,10,524288 ,video,10506 58.241.76.18,10/Nov/2016:00:01:03 +0800,10,66 ,video,3235 101.200.101.21,10/Nov/2016:00:01:03 +0800,10,524288 ,video,10506 67.82.64.254,10/Nov/2016:00:01:03 +0800,10,54 ,video,2875 39.186.247.142,10/Nov/2016:00:01:03 +0800,10,72 ,video,3237 117.100.106.26,10/Nov/2016:00:01:03 +0800,10,54 ,video,4908 113.91.162.210,10/Nov/2016:00:01:03 +0800,10,54 ,video,10506 58.241.76.18,10/Nov/2016:00:01:03 +0800,10,951 ,video,3235 58.241.76.18,10/Nov/2016:00:01:03 +0800,10,5234 ,video,3235 139.211.44.77,10/Nov/2016:00:01:03 +0800,10,54 ,video,4848 39.186.247.142,10/Nov/2016:00:01:03 +0800,10,7227 ,video,3237 111.172.46.191,10/Nov/2016:00:01:04 +0800,10,67 ,video,3069 60.21.206.184,10/Nov/2016:00:01:04 +0800,10,67 ,video,6228 39.186.247.142,10/Nov/2016:00:01:04 +0800,10,4496 ,video,3237 39.186.247.142,10/Nov/2016:00:01:04 +0800,10,317 ,video,3237 112.64.61.203,10/Nov/2016:00:01:04 +0800,10,54 ,video,12532 222.171.107.65,10/Nov/2016:00:01:04 +0800,10,54 ,video,6837 183.60.162.108,10/Nov/2016:00:01:04 +0800,10,54 ,video,13168 171.214.155.3,10/Nov/2016:00:01:04 +0800,10,67 ,video,7558 39.186.247.142,10/Nov/2016:00:01:04 +0800,10,1092 ,video,3237 14.219.24.67,10/Nov/2016:00:01:04 +0800,10,54 ,video,773 115.195.60.166,10/Nov/2016:00:01:04 +0800,10,54 ,video,2769 175.20.94.66,10/Nov/2016:00:01:04 +0800,10,54 ,video,12299 101.81.42.203,10/Nov/2016:00:01:04 +0800,10,54 ,video,4017 60.191.47.90,10/Nov/2016:00:01:04 +0800,10,54 ,video,3664 114.249.202.36,10/Nov/2016:00:01:04 +0800,10,54 ,video,13330 120.198.231.150,10/Nov/2016:00:01:04 +0800,10,54 ,video,774 58.241.76.18,10/Nov/2016:00:01:04 +0800,10,95 ,video,3235 115.193.172.253,10/Nov/2016:00:01:04 +0800,10,67 ,video,2858 183.128.164.83,10/Nov/2016:00:01:04 +0800,10,67 ,video,12299 118.250.42.145,10/Nov/2016:00:01:04 +0800,10,67 ,video,11307 175.10.104.158,10/Nov/2016:00:01:04 +0800,10,54 ,video,3217 110.53.175.199,10/Nov/2016:00:01:04 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package hivetest;
import java.io.IOException;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.Mapper;
import org.apache.hadoop.mapreduce.Reducer;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
public class Hivetest1 {
// static ClassService service=new ClassService();
public static class MyMapper extends Mapper<LongWritable, Text, Text/*map对应键类型*/, Text/*map对应值类型*/>
{
protected void map(LongWritable key, Text value,Context context)throws IOException, InterruptedException
{
String[] strNlist = value.toString().split(",");//如何分隔
//LongWritable，IntWritable,Text等
context.write(new Text(strNlist[0])/*map对应键类型*/,new Text(strNlist[1]+","+strNlist[2]+","+strNlist[3]+","+strNlist[4]+","+strNlist[5])/*map对应值类型*/);
}
}
public static class MyReducer extends Reducer<Text/*map对应键类型*/, Text/*map对应值类型*/, Text/*reduce对应键类型*/, Text/*reduce对应值类型*/>
{
// static No1Info info=new No1Info();
protected void reduce(Text key, Iterable<Text/*map对应值类型*/> values,Context context)throws IOException, InterruptedException
{
for (/*map对应值类型*/Text init : values)
{
context.write( key/*reduce对应键类型*/, new Text(init)/*reduce对应值类型*/);
}
}
}
public static void main(String[] args) throws Exception {
Configuration conf = new Configuration();
Job job = Job.getInstance();
job.setJarByClass(Hivetest1.class);
job.setMapperClass(MyMapper.class);
job.setMapOutputKeyClass(/*map对应键类型*/Text.class);
job.setMapOutputValueClass( /*map对应值类型*/Text.class);
// TODO: specify a reducer
job.setReducerClass(MyReducer.class);
job.setOutputKeyClass(/*reduce对应键类型*/Text.class);
job.setOutputValueClass(/*reduce对应值类型*/Text.class);
// TODO: specify input and output DIRECTORIES (not files)
FileInputFormat.setInputPaths(job, new Path("hdfs://localhost:9000/user/hive/warehouse/test/result.txt"));
FileOutputFormat.setOutputPath(job, new Path("hdfs://localhost:9000/user/hive/warehouse/result"));
boolean flag = job.waitForCompletion(true);
System.out.println("完成!"); //任务完成提示
System.exit(flag ? 0 : 1);
System.out.println();
}
}
