学了一段时间的hadoop了，一直没有什么正经练手的机会，今天老师给了一个课堂测试来进行练手，正好试一下。
项目已上传至github：https://github.com/yandashan/MapReduce_Count1
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 +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）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。
数据并没有上传到github，所以在这里展示一下。
基本数据类型如下：
1 106.39.41.166,10/Nov/2016:00:01:02 +0800,10,54 ,video,8701 2 113.140.11.123,10/Nov/2016:00:01:02 +0800,10,54 ,video,5915 3 125.122.216.102,10/Nov/2016:00:01:02 +0800,10,54 ,video,9819 4 116.231.219.242,10/Nov/2016:00:01:02 +0800,10,54 ,video,6335 5 61.136.143.62,10/Nov/2016:00:01:02 +0800,10,54 ,video,7629 6 39.186.247.142,10/Nov/2016:00:01:02 +0800,10,2957 ,video,3237 7 59.42.206.247,10/Nov/2016:00:01:02 +0800,10,54 ,video,7053 8 39.186.247.142,10/Nov/2016:00:01:02 +0800,10,66 ,video,3237 9 61.135.172.68,10/Nov/2016:00:01:02 +0800,10,67 ,video,3510 10 45.115.145.45,10/Nov/2016:00:01:02 +0800,10,67 ,video,13265 11 61.149.133.159,10/Nov/2016:00:01:02 +0800,10,54 ,video,13182 12 180.160.212.7,10/Nov/2016:00:01:02 +0800,10,54 ,video,2665 13 125.90.48.103,10/Nov/2016:00:01:02 +0800,10,54 ,video,7311 14 106.187.95.195,10/Nov/2016:00:01:02 +0800,10,54 ,video,5685 15 39.186.247.142,10/Nov/2016:00:01:02 +0800,10,317 ,video,3237 16 220.191.6.44,10/Nov/2016:00:01:02 +0800,10,72 ,video,1101 17 39.186.247.142,10/Nov/2016:00:01:02 +0800,10,4860 ,video,3237 18 61.142.10.231,10/Nov/2016:00:01:02 +0800,10,67 ,video,12551 19 27.17.35.94,10/Nov/2016:00:01:02 +0800,10,54 ,video,1412 20 120.198.231.154,10/Nov/2016:00:01:03 +0800,10,54 ,video,9817 21 113.93.90.94,10/Nov/2016:00:01:03 +0800,10,54 ,video,7475 22 114.249.93.42,10/Nov/2016:00:01:03 +0800,10,67 ,video,3221 23 171.8.152.203,10/Nov/2016:00:01:03 +0800,10,54 ,video,5914 24 199.30.25.88,10/Nov/2016:00:01:03 +0800,10,271 ,article,11325 25 199.30.25.88,10/Nov/2016:00:01:03 +0800,10,62 ,article,11325 26 39.186.247.142,10/Nov/2016:00:01:03 +0800,10,2311 ,video,3237 27 222.168.40.31,10/Nov/2016:00:01:03 +0800,10,54 ,video,2452 28 39.186.247.142,10/Nov/2016:00:01:03 +0800,10,307 ,video,3237 29 58.241.76.18,10/Nov/2016:00:01:03 +0800,10,2957 ,video,3235 30 49.81.162.183,10/Nov/2016:00:01:03 +0800,10,141 ,video,1816 31 125.94.93.221,10/Nov/2016:00:01:03 +0800,10,54 ,video,4441 32 101.200.101.201,10/Nov/2016:00:01:03 +0800,10,4468 ,article,4779 33 39.186.247.142,10/Nov/2016:00:01:03 +0800,10,951 ,video,3237 34 101.200.101.21,10/Nov/2016:00:01:03 +0800,10,524288 ,video,10506 35 58.241.76.18,10/Nov/2016:00:01:03 +0800,10,66 ,video,3235 36 101.200.101.21,10/Nov/2016:00:01:03 +0800,10,524288 ,video,10506 37 67.82.64.254,10/Nov/2016:00:01:03 +0800,10,54 ,video,2875 38 39.186.247.142,10/Nov/2016:00:01:03 +0800,10,72 ,video,3237 39 117.100.106.26,10/Nov/2016:00:01:03 +0800,10,54 ,video,4908 40 113.91.162.210,10/Nov/2016:00:01:03 +0800,10,54 ,video,10506 41 58.241.76.18,10/Nov/2016:00:01:03 +0800,10,951 ,video,3235 42 58.241.76.18,10/Nov/2016:00:01:03 +0800,10,5234 ,video,3235 43 139.211.44.77,10/Nov/2016:00:01:03 +0800,10,54 ,video,4848 44 39.186.247.142,10/Nov/2016:00:01:03 +0800,10,7227 ,video,3237 45 111.172.46.191,10/Nov/2016:00:01:04 +0800,10,67 ,video,3069 46 60.21.206.184,10/Nov/2016:00:01:04 +0800,10,67 ,video,6228 47 39.186.247.142,10/Nov/2016:00:01:04 +0800,10,4496 ,video,3237 48 39.186.247.142,10/Nov/2016:00:01:04 +0800,10,317 ,video,3237 49 112.64.61.203,10/Nov/2016:00:01:04 +0800,10,54 ,video,12532 50 222.171.107.65,10/Nov/2016:00:01:04 +0800,10,54 ,video,6837 51 183.60.162.108,10/Nov/2016:00:01:04 +0800,10,54 ,video,13168 52 171.214.155.3,10/Nov/2016:00:01:04 +0800,10,67 ,video,7558 53 39.186.247.142,10/Nov/2016:00:01:04 +0800,10,1092 ,video,3237 54 14.219.24.67,10/Nov/2016:00:01:04 +0800,10,54 ,video,773 55 115.195.60.166,10/Nov/2016:00:01:04 +0800,10,54 ,video,2769 56 175.20.94.66,10/Nov/2016:00:01:04 +0800,10,54 ,video,12299 57 101.81.42.203,10/Nov/2016:00:01:04 +0800,10,54 ,video,4017 58 60.191.47.90,10/Nov/2016:00:01:04 +0800,10,54 ,video,3664 59 114.249.202.36,10/Nov/2016:00:01:04 +0800,10,54 ,video,13330 60 120.198.231.150,10/Nov/2016:00:01:04 +0800,10,54 ,video,774 61 58.241.76.18,10/Nov/2016:00:01:04 +0800,10,95 ,video,3235 62 115.193.172.253,10/Nov/2016:00:01:04 +0800,10,67 ,video,2858 63 183.128.164.83,10/Nov/2016:00:01:04 +0800,10,67 ,video,12299 64 118.250.42.145,10/Nov/2016:00:01:04 +0800,10,67 ,video,11307 65 175.10.104.158,10/Nov/2016:00:01:04 +0800,10,54 ,video,3217 66 110.53.175.199,10/Nov/2016:00:01:04 +0800,10,54 ,video,8469 67 106.37.127.231,10/Nov/2016:00:01:04 +0800,10,2195 ,video,8199 68 171.216.125.79,10/Nov/2016:00:01:04 +0800,10,54 ,video,5219 69 115.193.172.253,10/Nov/2016:00:01:04 +0800,10,6589 ,video,2858 70 106.37.127.231,10/Nov/2016:00:01:04 +0800,10,349 ,video,8199 71 182.100.18.242,10/Nov/2016:00:01:05 +0800,10,54 ,video,8995 72 125.122.198.123,10/Nov/2016:00:01:05 +0800,10,54 ,video,10897 73 199.30.25.88,10/Nov/2016:00:01:05 +0800,10,5994 ,article,11325 74 115.193.172.253,10/Nov/2016:00:01:05 +0800,10,2961 ,video,3078 75 119.122.183.89,10/Nov/2016:00:01:05 +0800,10,7226 ,video,3244 76 140.207.97.98,10/Nov/2016:00:01:05 +0800,10,68 ,video,10936 77 183.128.164.83,10/Nov/2016:00:01:05 +0800,10,67 ,video,953 78 106.37.127.231,10/Nov/2016:00:01:05 +0800,10,1355 ,video,8199 79 116.23.248.47,10/Nov/2016:00:01:05 +0800,10,54 ,video,1034 80 111.112.84.51,10/Nov/2016:00:01:05 +0800,10,54 ,video,6843 81 115.193.172.253,10/Nov/2016:00:01:05 +0800,10,362 ,video,3078 82 106.37.127.231,10/Nov/2016:00:01:05 +0800,10,72 ,video,8199 83 117.135.159.4,10/Nov/2016:00:01:05 +0800,10,68 ,video,353 84 117.173.0.113,10/Nov/2016:00:01:05 +0800,10,2956 ,video,8135 85 211.162.33.107,10/Nov/2016:00:01:05 +0800,10,54 ,video,9815 86 106.37.127.231,10/Nov/2016:00:01:05 +0800,10,74 ,video,8199 87 116.23.155.253,10/Nov/2016:00:01:05 +0800,10,54 ,video,9661 88 106.37.127.231,10/Nov/2016:00:01:05 +0800,10,66 ,video,8199 89 115.193.172.253,10/Nov/2016:00:01:05 +0800,10,945 ,video,3078 90 112.65.57.88,10/Nov/2016:00:01:05 +0800,10,54 ,video,9593 91 117.173.0.113,10/Nov/2016:00:01:05 +0800,10,348 ,video,8135 92 58.20.14.170,10/Nov/2016:00:01:05 +0800,10,67 ,video,5682 93 113.139.190.95,10/Nov/2016:00:01:05 +0800,10,67 ,video,9832 94 119.122.183.89,10/Nov/2016:00:01:05 +0800,10,7226 ,video,3244 95 125.122.2.73,10/Nov/2016:00:01:05 +0800,10,54 ,video,243 96 106.37.127.231,10/Nov/2016:00:01:05 +0800,10,306 ,video,8199 97 117.173.0.113,10/Nov/2016:00:01:05 +0800,10,66 ,video,8135 98 115.193.172.253,10/Nov/2016:00:01:05 +0800,10,2345 ,video,3078 99 14.145.74.175,10/Nov/2016:00:01:05 +0800,10,72 ,video,678 100 115.193.172.253,10/Nov/2016:00:01:05 +0800,10,221 ,video,3078 101 115.193.172.253,10/Nov/2016:00:01:05 +0800,10,4042 ,video,3078 102 106.37.127.231,10/Nov/2016:00:01:05 +0800,10,3427 ,video,8199 103 122.206.190.75,10/Nov/2016:00:01:05 +0800,10,54 ,video,7707 104 115.193.172.253,10/Nov/2016:00:01:05 +0800,10,66 ,video,3078 105 110.65.101.188,10/Nov/2016:00:01:05 +0800,10,54 ,video,11786 106 58.20.14.170,10/Nov/2016:00:01:05 +0800,10,6417 ,video,5682 107 1.194.187.2,10/Nov/2016:00:01:05 +0800,10,54 ,video,2212 108 119.124.164.57,10/Nov/2016:00:01:05 +0800,10,54 ,video,4320 109 106.37.127.231,10/Nov/2016:00:01:05 +0800,10,3280 ,video,8199 110 58.20.14.170,10/Nov/2016:00:01:05 +0800,10,2957 ,video,5683 111 223.72.89.88,10/Nov/2016:00:01:05 +0800,10,67 ,video,2139 112 117.173.0.113,10/Nov/2016:00:01:05 +0800,10,1161 ,video,8135 113 115.193.172.253,10/Nov/2016:00:01:06 +0800,10,1801 ,video,3078 114 122.234.60.39,10/Nov/2016:00:01:06 +0800,10,6398 ,video,8837 115 117.173.0.113,10/Nov/2016:00:01:06 +0800,10,4882 ,video,8135 116 115.193.172.253,10/Nov/2016:00:01:06 +0800,10,362 ,video,3078 117 106.37.127.231,10/Nov/2016:00:01:06 +0800,10,302 ,video,8199 118 117.173.0.113,10/Nov/2016:00:01:06 +0800,10,16776 ,video,8135 119 115.193.172.253,10/Nov/2016:00:01:06 +0800,10,72 ,video,3078 120 14.154.180.16,10/Nov/2016:00:01:06 +0800,10,54 ,video,9886 121 49.4.156.97,10/Nov/2016:00:01:06 +0800,10,54 ,video,5914 122 101.81.50.177,10/Nov/2016:00:01:06 +0800,10,54 ,video,828 123 223.104.25.65,10/Nov/2016:00:01:06 +0800,10,54 ,video,9101 124 58.20.14.170,10/Nov/2016:00:01:06 +0800,10,347 ,video,5683 125 117.173.0.113,10/Nov/2016:00:01:06 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,video,6556 141 49.81.162.183,10/Nov/2016:00:01:06 +0800,10,67 ,video,1816 142 115.183.25.238,10/Nov/2016:00:01:06 +0800,10,54 ,video,5139 143 124.64.76.206,10/Nov/2016:00:01:06 +0800,10,54 ,video,3475 144 120.198.231.152,10/Nov/2016:00:01:06 +0800,10,54 ,video,8652 145 180.102.115.191,10/Nov/2016:00:01:06 +0800,10,54 ,video,10077 146 117.173.0.113,10/Nov/2016:00:01:06 +0800,10,2614 ,video,8135 147 223.93.140.242,10/Nov/2016:00:01:07 +0800,10,67 ,video,2147 148 115.193.172.253,10/Nov/2016:00:01:07 +0800,10,301 ,video,3078 149 113.105.128.252,10/Nov/2016:00:01:07 +0800,10,54 ,video,1671 150 117.173.0.113,10/Nov/2016:00:01:07 +0800,10,6784 ,video,8135 151 42.243.125.117,10/Nov/2016:00:01:07 +0800,10,54 ,video,8864 152 117.173.0.113,10/Nov/2016:00:01:07 +0800,10,572 ,video,8135 153 106.37.127.231,10/Nov/2016:00:01:07 +0800,10,6412 ,video,8199 154 112.87.108.52,10/Nov/2016:00:01:07 +0800,10,54 ,video,8671 155 120.85.202.68,10/Nov/2016:00:01:07 +0800,10,54 ,video,3096 156 115.193.172.253,10/Nov/2016:00:01:07 +0800,10,6589 ,video,3078 157 117.173.0.113,10/Nov/2016:00:01:07 +0800,10,72 ,video,8135 158 115.193.172.253,10/Nov/2016:00:01:07 +0800,10,72 ,video,3078 159 218.75.34.250,10/Nov/2016:00:01:07 +0800,10,54 ,video,9103 160 115.193.172.253,10/Nov/2016:00:01:07 +0800,10,6589 ,video,3078 161 58.20.14.170,10/Nov/2016:00:01:07 +0800,10,5485 ,video,5683 162 175.9.181.138,10/Nov/2016:00:01:07 +0800,10,67 ,video,2877 163 58.20.14.170,10/Nov/2016:00:01:07 +0800,10,72 ,video,5683 164 58.20.14.170,10/Nov/2016:00:01:08 +0800,10,3561 ,video,5683 165 114.42.37.247,10/Nov/2016:00:01:08 +0800,10,54 ,video,6492 166 14.145.74.175,10/Nov/2016:00:01:08 +0800,10,72 ,video,678 167 36.46.203.138,10/Nov/2016:00:01:08 +0800,10,54 ,video,2633 168 58.20.14.170,10/Nov/2016:00:01:08 +0800,10,2230 ,video,5683 169 101.200.101.207,10/Nov/2016:00:01:08 +0800,10,4468 ,article,11325 170 58.20.14.170,10/Nov/2016:00:01:08 +0800,10,2195 ,video,5683 171 58.20.14.170,10/Nov/2016:00:01:08 +0800,10,3388 ,video,5683 172 124.225.62.61,10/Nov/2016:00:01:08 +0800,10,54 ,video,9704 173 117.173.0.113,10/Nov/2016:00:01:08 +0800,10,6784 ,video,8135 174 121.33.168.58,10/Nov/2016:00:01:08 +0800,10,67 ,video,1803 175 58.20.14.170,10/Nov/2016:00:01:08 +0800,10,324 ,video,5683 176 222.70.27.27,10/Nov/2016:00:01:08 +0800,10,67 ,video,4877 177 58.20.14.170,10/Nov/2016:00:01:08 +0800,10,347 ,video,5683 178 58.20.14.170,10/Nov/2016:00:01:08 +0800,10,348 ,video,5683 179 106.37.127.231,10/Nov/2016:00:01:08 +0800,10,72 ,video,8199 180 111.201.78.80,10/Nov/2016:00:01:08 +0800,10,54 ,video,2544 181 119.139.136.103,10/Nov/2016:00:01:08 +0800,10,54 ,video,4831 182 61.51.82.242,10/Nov/2016:00:01:09 +0800,10,67 ,video,8792 183 120.85.77.238,10/Nov/2016:00:01:09 +0800,10,54 ,video,7624 184 113.200.27.28,10/Nov/2016:00:01:09 +0800,10,54 ,video,2427 185 61.242.42.35,10/Nov/2016:00:01:09 +0800,10,54 ,video,4736 186 211.97.105.190,10/Nov/2016:00:01:09 +0800,10,141 ,video,13003 187 49.52.99.46,10/Nov/2016:00:01:09 +0800,10,54 ,video,2168 188 106.120.213.44,10/Nov/2016:00:01:09 +0800,10,54 ,video,7533 189 121.35.180.159,10/Nov/2016:00:01:09 +0800,10,54 ,video,9808 190 119.131.106.128,10/Nov/2016:00:01:09 +0800,10,54 ,video,8378 191 180.170.100.94,10/Nov/2016:00:01:09 +0800,10,67 ,video,1412 192 59.42.128.119,10/Nov/2016:00:01:09 +0800,10,54 ,video,5539 193 218.106.145.12,10/Nov/2016:00:01:09 +0800,10,67 ,video,9447 194 183.166.10.212,10/Nov/2016:00:01:09 +0800,10,54 ,video,5867 195 121.69.41.98,10/Nov/2016:00:01:09 +0800,10,54 ,video,2710 196 211.157.164.39,10/Nov/2016:00:01:09 +0800,10,54 ,video,1667 197 115.198.204.33,10/Nov/2016:00:01:10 +0800,10,54 ,video,2929 198 180.156.241.168,10/Nov/2016:00:01:10 +0800,10,54 ,video,3208 199 39.182.64.209,10/Nov/2016:00:01:10 +0800,10,54 ,video,3221 200 218.76.42.130,10/Nov/2016:00:01:10 +0800,10,54 ,video,11561 201 183.157.162.62,10/Nov/2016:00:01:10 +0800,10,54 ,video,9319 202 218.17.207.61,10/Nov/2016:00:01:10 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关键代码：
数据清洗：
AccessLogCleanMapper:
定义常量，设置时间格式，并设置方法进行时间格式转化：
重写map方法，将数据分割后，取出，封装发送;
AccessLogCleanReduce:
接收写出;
AccessLogWritable:
在封装类中，需要重写这几个方法，用于序列化和反序列化对于字节的读取以及toString方法的返回格式：
数据输出(二次排序):
一次排序的话按照MapReduce的WordCount的排序方式就可以。
二次排序时，将统计到的数据全部分装到key中进行发送，并且重写CompareTo方法进行降序排序。
将数据存储到hive：
利用命令可以从hdfs上将数据按照一定格式进行上传到表中。
1 create table data( ip string, time string , day string, traffic bigint,type string, id string )row format delimited fields terminated by "," ； 2 //创建表，处理以逗号隔开的数据 3 show tables; 4 5 load data inpath '文件地址' into table data; 6 //将hdfs上的文件上传到hive中 7 select * from data;
最后进行数据的可视化展示，利用echarts就可以。
说实话，第一次练手做的很是不满意，很多细节的点Git不到。在做的过程中还信心满满，但是越做越满手。本来还想的使用hive仓库进行操作（那样会更简单），但是在连接的过程中，一段操作猛如虎，最后还是不能进行正常的连接，没办法，索性就用二次排序了。但是做完事后还是发现使用TreeMap更加符合这次的要求，接下来会进行代码的优化，还会继续上传到github中的。
说实在的，还是得把基础打牢啊，所以，对于这次的代码，个人感觉写的很烂，事实就是这样，欠的，迟早是要还的。