MongDB日志分析导入清洗导到Mysql

今天做的是MongDB日志分析，今天成功将数据导入到hive并进行一系列的数据清洗，并导入到mysql，最终未完成可视化操作，计划明天完成，下面是要求部分：

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MongDB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 +0800

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）MongDB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：

每天·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。

下面是操作流程和步骤：

创建result表

create table result (ip String,data String,day String,traffic String,type String,id String) ROW format delimited fields terminated by ',' STORED AS TEXTFILE;

导入数据

load data local inpath '/opt/software/result.txt' into table result;

创建result1表用于初步筛选

create table result1(ip String,data String,traffic String,type String,id String) ROW format delimited fields terminated by ',' STORED AS TEXTFILE;

把type="video"的数据导入result1

insert into table result1(ip,data,traffic,type,id) (select ip,data,traffic,type,id from result where type="video");

创建result2

create table result2(ip String,data String,traffic String,type String,id String) ROW format delimited fields terminated by ',' STORED AS TEXTFILE;

把type="article"的数据导入表

insert into table result2(ip,data,traffic,type,id) (select ip,data,traffic,type,id from result where type="article");

清洗result1

insert overwrite table result1 select ip as ip,sumbstring(data,8,length(data)-7) as data,traffic as traffic,type as type,id as id from result1;

清洗result2

insert overwrite table result2 select ip as ip,substring(data,8,length(data)-7) as data,traffic as traffic,type as type,id as id from result2;

创建result3表用于进一步清洗

create table result3 (ip String,data String,day String,traffic String,type String,id String) ROW format delimited fields terminated by ',' STORED AS TEXTFILE;

把result中数据导入result3

insert into table result3(ip,data,day,traffic,type,id) (select ip,data,day,traffic,type,id from result where type="article"or type="video");

清洗data数据

insert overwrite table result3 select ip as ip,concat("2016-11-10 ",substring(data,11,length(data)-10)) as data,day as day,traffic as traffic,type as type,id as id from result3;

 创建result4表用于数据清洗

create table result4 (ip String,data String,day String,traffic String,type String,id String) ROW format delimited fields terminated by ',' STORED AS TEXTFILE;

导入数据

insert into table result4(ip,data,day,traffic,type,id) (select ip,data,day,traffic,type,id from result3);

select id,count(id)from result3 group by id order by count(id) desc limit 10;

截图：

select ip,count(ip)from result3 group by ip order by count(ip) desc limit 10;

 

导入到mysql