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.    1 106.39.41.166,10/Nov/2016:00:01:02 +0800,10,54 ,video,8701
  2.    2 113.140.11.123,10/Nov/2016:00:01:02 +0800,10,54 ,video,5915
  3.    3 125.122.216.102,10/Nov/2016:00:01:02 +0800,10,54 ,video,9819
  4.    4 116.231.219.242,10/Nov/2016:00:01:02 +0800,10,54 ,video,6335
  5.    5 61.136.143.62,10/Nov/2016:00:01:02 +0800,10,54 ,video,7629
  6.    6 39.186.247.142,10/Nov/2016:00:01:02 +0800,10,2957 ,video,3237
  7.    7 59.42.206.247,10/Nov/2016:00:01:02 +0800,10,54 ,video,7053
  8.    8 39.186.247.142,10/Nov/2016:00:01:02 +0800,10,66 ,video,3237
  9.    9 61.135.172.68,10/Nov/2016:00:01:02 +0800,10,67 ,video,3510
  10.   10 45.115.145.45,10/Nov/2016:00:01:02 +0800,10,67 ,video,13265
  11.   11 61.149.133.159,10/Nov/2016:00:01:02 +0800,10,54 ,video,13182
  12.   12 180.160.212.7,10/Nov/2016:00:01:02 +0800,10,54 ,video,2665
  13.   13 125.90.48.103,10/Nov/2016:00:01:02 +0800,10,54 ,video,7311
  14.   14 106.187.95.195,10/Nov/2016:00:01:02 +0800,10,54 ,video,5685
  15.   15 39.186.247.142,10/Nov/2016:00:01:02 +0800,10,317 ,video,3237
  16.   16 220.191.6.44,10/Nov/2016:00:01:02 +0800,10,72 ,video,1101
  17.   17 39.186.247.142,10/Nov/2016:00:01:02 +0800,10,4860 ,video,3237
  18.   18 61.142.10.231,10/Nov/2016:00:01:02 +0800,10,67 ,video,12551
  19.   19 27.17.35.94,10/Nov/2016:00:01:02 +0800,10,54 ,video,1412
  20.   20 120.198.231.154,10/Nov/2016:00:01:03 +0800,10,54 ,video,9817
  21.   21 113.93.90.94,10/Nov/2016:00:01:03 +0800,10,54 ,video,7475
  22.   22 114.249.93.42,10/Nov/2016:00:01:03 +0800,10,67 ,video,3221
  23.   23 171.8.152.203,10/Nov/2016:00:01:03 +0800,10,54 ,video,5914
  24.   24 199.30.25.88,10/Nov/2016:00:01:03 +0800,10,271 ,article,11325
  25.   25 199.30.25.88,10/Nov/2016:00:01:03 +0800,10,62 ,article,11325
  26.   26 39.186.247.142,10/Nov/2016:00:01:03 +0800,10,2311 ,video,3237
  27.   27 222.168.40.31,10/Nov/2016:00:01:03 +0800,10,54 ,video,2452
  28.   28 39.186.247.142,10/Nov/2016:00:01:03 +0800,10,307 ,video,3237
  29.   29 58.241.76.18,10/Nov/2016:00:01:03 +0800,10,2957 ,video,3235
  30.   30 49.81.162.183,10/Nov/2016:00:01:03 +0800,10,141 ,video,1816
  31.   31 125.94.93.221,10/Nov/2016:00:01:03 +0800,10,54 ,video,4441
  32.   32 101.200.101.201,10/Nov/2016:00:01:03 +0800,10,4468 ,article,4779
  33.   33 39.186.247.142,10/Nov/2016:00:01:03 +0800,10,951 ,video,3237
  34.   34 101.200.101.21,10/Nov/2016:00:01:03 +0800,10,524288 ,video,10506
  35.   35 58.241.76.18,10/Nov/2016:00:01:03 +0800,10,66 ,video,3235
  36.   36 101.200.101.21,10/Nov/2016:00:01:03 +0800,10,524288 ,video,10506
  37.   37 67.82.64.254,10/Nov/2016:00:01:03 +0800,10,54 ,video,2875
  38.   38 39.186.247.142,10/Nov/2016:00:01:03 +0800,10,72 ,video,3237
  39.   39 117.100.106.26,10/Nov/2016:00:01:03 +0800,10,54 ,video,4908
  40.   40 113.91.162.210,10/Nov/2016:00:01:03 +0800,10,54 ,video,10506
  41.   41 58.241.76.18,10/Nov/2016:00:01:03 +0800,10,951 ,video,3235
  42.   42 58.241.76.18,10/Nov/2016:00:01:03 +0800,10,5234 ,video,3235
  43.   43 139.211.44.77,10/Nov/2016:00:01:03 +0800,10,54 ,video,4848
  44.   44 39.186.247.142,10/Nov/2016:00:01:03 +0800,10,7227 ,video,3237
  45.   45 111.172.46.191,10/Nov/2016:00:01:04 +0800,10,67 ,video,3069
  46.   46 60.21.206.184,10/Nov/2016:00:01:04 +0800,10,67 ,video,6228
  47.   47 39.186.247.142,10/Nov/2016:00:01:04 +0800,10,4496 ,video,3237
  48.   48 39.186.247.142,10/Nov/2016:00:01:04 +0800,10,317 ,video,3237
  49.   49 112.64.61.203,10/Nov/2016:00:01:04 +0800,10,54 ,video,12532
  50.   50 222.171.107.65,10/Nov/2016:00:01:04 +0800,10,54 ,video,6837
  51.   51 183.60.162.108,10/Nov/2016:00:01:04 +0800,10,54 ,video,13168
  52.   52 171.214.155.3,10/Nov/2016:00:01:04 +0800,10,67 ,video,7558
  53.   53 39.186.247.142,10/Nov/2016:00:01:04 +0800,10,1092 ,video,3237
  54.   54 14.219.24.67,10/Nov/2016:00:01:04 +0800,10,54 ,video,773
  55.   55 115.195.60.166,10/Nov/2016:00:01:04 +0800,10,54 ,video,2769
  56.   56 175.20.94.66,10/Nov/2016:00:01:04 +0800,10,54 ,video,12299
  57.   57 101.81.42.203,10/Nov/2016:00:01:04 +0800,10,54 ,video,4017
  58.   58 60.191.47.90,10/Nov/2016:00:01:04 +0800,10,54 ,video,3664
  59.   59 114.249.202.36,10/Nov/2016:00:01:04 +0800,10,54 ,video,13330
  60.   60 120.198.231.150,10/Nov/2016:00:01:04 +0800,10,54 ,video,774
  61.   61 58.241.76.18,10/Nov/2016:00:01:04 +0800,10,95 ,video,3235
  62.   62 115.193.172.253,10/Nov/2016:00:01:04 +0800,10,67 ,video,2858
  63.   63 183.128.164.83,10/Nov/2016:00:01:04 +0800,10,67 ,video,12299
  64.   64 118.250.42.145,10/Nov/2016:00:01:04 +0800,10,67 ,video,11307
  65.   65 175.10.104.158,10/Nov/2016:00:01:04 +0800,10,54 ,video,3217
  66.   66 110.53.175.199,10/Nov/2016:00:01:04 +0800,10,54 ,video,8469
  67.   67 106.37.127.231,10/Nov/2016:00:01:04 +0800,10,2195 ,video,8199
  68.   68 171.216.125.79,10/Nov/2016:00:01:04 +0800,10,54 ,video,5219
  69.   69 115.193.172.253,10/Nov/2016:00:01:04 +0800,10,6589 ,video,2858
  70.   70 106.37.127.231,10/Nov/2016:00:01:04 +0800,10,349 ,video,8199
  71.   71 182.100.18.242,10/Nov/2016:00:01:05 +0800,10,54 ,video,8995
  72.   72 125.122.198.123,10/Nov/2016:00:01:05 +0800,10,54 ,video,10897
  73.   73 199.30.25.88,10/Nov/2016:00:01:05 +0800,10,5994 ,article,11325
  74.   74 115.193.172.253,10/Nov/2016:00:01:05 +0800,10,2961 ,video,3078
  75.   75 119.122.183.89,10/Nov/2016:00:01:05 +0800,10,7226 ,video,3244
  76.   76 140.207.97.98,10/Nov/2016:00:01:05 +0800,10,68 ,video,10936
  77.   77 183.128.164.83,10/Nov/2016:00:01:05 +0800,10,67 ,video,953
  78.   78 106.37.127.231,10/Nov/2016:00:01:05 +0800,10,1355 ,video,8199
  79.   79 116.23.248.47,10/Nov/2016:00:01:05 +0800,10,54 ,video,1034
  80.   80 111.112.84.51,10/Nov/2016:00:01:05 +0800,10,54 ,video,6843
  81.   81 115.193.172.253,10/Nov/2016:00:01:05 +0800,10,362 ,video,3078
  82.   82 106.37.127.231,10/Nov/2016:00:01:05 +0800,10,72 ,video,8199
  83.   83 117.135.159.4,10/Nov/2016:00:01:05 +0800,10,68 ,video,353
  84.   84 117.173.0.113,10/Nov/2016:00:01:05 +0800,10,2956 ,video,8135
  85.   85 211.162.33.107,10/Nov/2016:00:01:05 +0800,10,54 ,video,9815
  86.   86 106.37.127.231,10/Nov/2016:00:01:05 +0800,10,74 ,video,8199
  87.   87 116.23.155.253,10/Nov/2016:00:01:05 +0800,10,54 ,video,9661
  88.   88 106.37.127.231,10/Nov/2016:00:01:05 +0800,10,66 ,video,8199
  89.   89 115.193.172.253,10/Nov/2016:00:01:05 +0800,10,945 ,video,3078
  90.   90 112.65.57.88,10/Nov/2016:00:01:05 +0800,10,54 ,video,9593
  91.   91 117.173.0.113,10/Nov/2016:00:01:05 +0800,10,348 ,video,8135
  92.   92 58.20.14.170,10/Nov/2016:00:01:05 +0800,10,67 ,video,5682
  93.   93 113.139.190.95,10/Nov/2016:00:01:05 +0800,10,67 ,video,9832
  94.   94 119.122.183.89,10/Nov/2016:00:01:05 +0800,10,7226 ,video,3244
  95.   95 125.122.2.73,10/Nov/2016:00:01:05 +0800,10,54 ,video,243
  96.   96 106.37.127.231,10/Nov/2016:00:01:05 +0800,10,306 ,video,8199
  97.   97 117.173.0.113,10/Nov/2016:00:01:05 +0800,10,66 ,video,8135
  98.   98 115.193.172.253,10/Nov/2016:00:01:05 +0800,10,2345 ,video,3078
  99.   99 14.145.74.175,10/Nov/2016:00:01:05 +0800,10,72 ,video,678
  100.  100 115.193.172.253,10/Nov/2016:00:01:05 +0800,10,221 ,video,3078
  101.  101 115.193.172.253,10/Nov/2016:00:01:05 +0800,10,4042 ,video,3078
  102.  102 106.37.127.231,10/Nov/2016:00:01:05 +0800,10,3427 ,video,8199
  103.  103 122.206.190.75,10/Nov/2016:00:01:05 +0800,10,54 ,video,7707
  104.  104 115.193.172.253,10/Nov/2016:00:01:05 +0800,10,66 ,video,3078
  105.  105 110.65.101.188,10/Nov/2016:00:01:05 +0800,10,54 ,video,11786
  106.  106 58.20.14.170,10/Nov/2016:00:01:05 +0800,10,6417 ,video,5682
  107.  107 1.194.187.2,10/Nov/2016:00:01:05 +0800,10,54 ,video,2212
  108.  108 119.124.164.57,10/Nov/2016:00:01:05 +0800,10,54 ,video,4320
  109.  109 106.37.127.231,10/Nov/2016:00:01:05 +0800,10,3280 ,video,8199
  110.  110 58.20.14.170,10/Nov/2016:00:01:05 +0800,10,2957 ,video,5683
  111.  111 223.72.89.88,10/Nov/2016:00:01:05 +0800,10,67 ,video,2139
  112.  112 117.173.0.113,10/Nov/2016:00:01:05 +0800,10,1161 ,video,8135
  113.  113 115.193.172.253,10/Nov/2016:00:01:06 +0800,10,1801 ,video,3078
  114.  114 122.234.60.39,10/Nov/2016:00:01:06 +0800,10,6398 ,video,8837
  115.  115 117.173.0.113,10/Nov/2016:00:01:06 +0800,10,4882 ,video,8135
  116.  116 115.193.172.253,10/Nov/2016:00:01:06 +0800,10,362 ,video,3078
  117.  117 106.37.127.231,10/Nov/2016:00:01:06 +0800,10,302 ,video,8199
  118.  118 117.173.0.113,10/Nov/2016:00:01:06 +0800,10,16776 ,video,8135
  119.  119 115.193.172.253,10/Nov/2016:00:01:06 +0800,10,72 ,video,3078
  120.  120 14.154.180.16,10/Nov/2016:00:01:06 +0800,10,54 ,video,9886
  121.  121 49.4.156.97,10/Nov/2016:00:01:06 +0800,10,54 ,video,5914
  122.  122 101.81.50.177,10/Nov/2016:00:01:06 +0800,10,54 ,video,828
  123.  123 223.104.25.65,10/Nov/2016:00:01:06 +0800,10,54 ,video,9101
  124.  124 58.20.14.170,10/Nov/2016:00:01:06 +0800,10,347 ,video,5683
  125.  125 117.173.0.113,10/Nov/2016:00:01:06 +0800,10,305 ,video,8135
  126.  126 116.22.196.231,10/Nov/2016:00:01:06 +0800,10,54 ,video,6711
  127.  127 58.20.14.170,10/Nov/2016:00:01:06 +0800,10,66 ,video,5683
  128.  128 101.200.101.13,10/Nov/2016:00:01:06 +0800,10,524288 ,video,11938
  129.  129 106.37.127.231,10/Nov/2016:00:01:06 +0800,10,6412 ,video,8199
  130.  130 115.193.172.253,10/Nov/2016:00:01:06 +0800,10,395 ,video,3078
  131.  131 101.200.101.9,10/Nov/2016:00:01:06 +0800,10,524288 ,video,6139
  132.  132 58.20.14.170,10/Nov/2016:00:01:06 +0800,10,1201 ,video,5683
  133.  133 120.27.173.217,10/Nov/2016:00:01:06 +0800,10,4468 ,article,1167
  134.  134 220.191.6.44,10/Nov/2016:00:01:06 +0800,10,6323 ,video,1101
  135.  135 117.173.0.113,10/Nov/2016:00:01:06 +0800,10,72 ,video,8135
  136.  136 101.200.101.13,10/Nov/2016:00:01:06 +0800,10,524288 ,video,11938
  137.  137 112.5.237.224,10/Nov/2016:00:01:06 +0800,10,54 ,video,12478
  138.  138 106.37.127.231,10/Nov/2016:00:01:06 +0800,10,72 ,video,8199
  139.  139 115.193.172.253,10/Nov/2016:00:01:06 +0800,10,4496 ,video,3078
  140.  140 117.164.191.130,10/Nov/2016:00:01:06 +0800,10,54 ,video,6556
  141.  141 49.81.162.183,10/Nov/2016:00:01:06 +0800,10,67 ,video,1816
  142.  142 115.183.25.238,10/Nov/2016:00:01:06 +0800,10,54 ,video,5139
  143.  143 124.64.76.206,10/Nov/2016:00:01:06 +0800,10,54 ,video,3475
  144.  144 120.198.231.152,10/Nov/2016:00:01:06 +0800,10,54 ,video,8652
  145.  145 180.102.115.191,10/Nov/2016:00:01:06 +0800,10,54 ,video,10077
  146.  146 117.173.0.113,10/Nov/2016:00:01:06 +0800,10,2614 ,video,8135
  147.  147 223.93.140.242,10/Nov/2016:00:01:07 +0800,10,67 ,video,2147
  148.  148 115.193.172.253,10/Nov/2016:00:01:07 +0800,10,301 ,video,3078
  149.  149 113.105.128.252,10/Nov/2016:00:01:07 +0800,10,54 ,video,1671
  150.  150 117.173.0.113,10/Nov/2016:00:01:07 +0800,10,6784 ,video,8135
  151.  151 42.243.125.117,10/Nov/2016:00:01:07 +0800,10,54 ,video,8864
  152.  152 117.173.0.113,10/Nov/2016:00:01:07 +0800,10,572 ,video,8135
  153.  153 106.37.127.231,10/Nov/2016:00:01:07 +0800,10,6412 ,video,8199
  154.  154 112.87.108.52,10/Nov/2016:00:01:07 +0800,10,54 ,video,8671
  155.  155 120.85.202.68,10/Nov/2016:00:01:07 +0800,10,54 ,video,3096
  156.  156 115.193.172.253,10/Nov/2016:00:01:07 +0800,10,6589 ,video,3078
  157.  157 117.173.0.113,10/Nov/2016:00:01:07 +0800,10,72 ,video,8135
  158.  158 115.193.172.253,10/Nov/2016:00:01:07 +0800,10,72 ,video,3078
  159.  159 218.75.34.250,10/Nov/2016:00:01:07 +0800,10,54 ,video,9103
  160.  160 115.193.172.253,10/Nov/2016:00:01:07 +0800,10,6589 ,video,3078
  161.  161 58.20.14.170,10/Nov/2016:00:01:07 +0800,10,5485 ,video,5683
  162.  162 175.9.181.138,10/Nov/2016:00:01:07 +0800,10,67 ,video,2877
  163.  163 58.20.14.170,10/Nov/2016:00:01:07 +0800,10,72 ,video,5683
  164.  164 58.20.14.170,10/Nov/2016:00:01:08 +0800,10,3561 ,video,5683
  165.  165 114.42.37.247,10/Nov/2016:00:01:08 +0800,10,54 ,video,6492
  166.  166 14.145.74.175,10/Nov/2016:00:01:08 +0800,10,72 ,video,678
  167.  167 36.46.203.138,10/Nov/2016:00:01:08 +0800,10,54 ,video,2633
  168.  168 58.20.14.170,10/Nov/2016:00:01:08 +0800,10,2230 ,video,5683
  169.  169 101.200.101.207,10/Nov/2016:00:01:08 +0800,10,4468 ,article,11325
  170.  170 58.20.14.170,10/Nov/2016:00:01:08 +0800,10,2195 ,video,5683
  171.  171 58.20.14.170,10/Nov/2016:00:01:08 +0800,10,3388 ,video,5683
  172.  172 124.225.62.61,10/Nov/2016:00:01:08 +0800,10,54 ,video,9704
  173.  173 117.173.0.113,10/Nov/2016:00:01:08 +0800,10,6784 ,video,8135
  174.  174 121.33.168.58,10/Nov/2016:00:01:08 +0800,10,67 ,video,1803
  175.  175 58.20.14.170,10/Nov/2016:00:01:08 +0800,10,324 ,video,5683
  176.  176 222.70.27.27,10/Nov/2016:00:01:08 +0800,10,67 ,video,4877
  177.  177 58.20.14.170,10/Nov/2016:00:01:08 +0800,10,347 ,video,5683
  178.  178 58.20.14.170,10/Nov/2016:00:01:08 +0800,10,348 ,video,5683
  179.  179 106.37.127.231,10/Nov/2016:00:01:08 +0800,10,72 ,video,8199
  180.  180 111.201.78.80,10/Nov/2016:00:01:08 +0800,10,54 ,video,2544
  181.  181 119.139.136.103,10/Nov/2016:00:01:08 +0800,10,54 ,video,4831
  182.  182 61.51.82.242,10/Nov/2016:00:01:09 +0800,10,67 ,video,8792
  183.  183 120.85.77.238,10/Nov/2016:00:01:09 +0800,10,54 ,video,7624
  184.  184 113.200.27.28,10/Nov/2016:00:01:09 +0800,10,54 ,video,2427
  185.  185 61.242.42.35,10/Nov/2016:00:01:09 +0800,10,54 ,video,4736
  186.  186 211.97.105.190,10/Nov/2016:00:01:09 +0800,10,141 ,video,13003
  187.  187 49.52.99.46,10/Nov/2016:00:01:09 +0800,10,54 ,video,2168
  188.  188 106.120.213.44,10/Nov/2016:00:01:09 +0800,10,54 ,video,7533
  189.  189 121.35.180.159,10/Nov/2016:00:01:09 +0800,10,54 ,video,9808
  190.  190 119.131.106.128,10/Nov/2016:00:01:09 +0800,10,54 ,video,8378
  191.  191 180.170.100.94,10/Nov/2016:00:01:09 +0800,10,67 ,video,1412
  192.  192 59.42.128.119,10/Nov/2016:00:01:09 +0800,10,54 ,video,5539
  193.  193 218.106.145.12,10/Nov/2016:00:01:09 +0800,10,67 ,video,9447
  194.  194 183.166.10.212,10/Nov/2016:00:01:09 +0800,10,54 ,video,5867
  195.  195 121.69.41.98,10/Nov/2016:00:01:09 +0800,10,54 ,video,2710
  196.  196 211.157.164.39,10/Nov/2016:00:01:09 +0800,10,54 ,video,1667
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  1037. 1037 125.71.163.15,10/Nov/2016:00:01:47 +0800,10,54 ,video,12898
  1038. 1038 202.119.41.28,10/Nov/2016:00:01:47 +0800,10,72 ,video,2801
  1039. 1039 114.242.167.68,10/Nov/2016:00:01:47 +0800,10,54 ,video,4451
  1040. 1040 120.236.154.145,10/Nov/2016:00:01:48 +0800,10,54 ,video,8990
  1041. 1041 119.131.143.179,10/Nov/2016:00:01:48 +0800,10,66 ,video,2402
  1042. 1042 171.34.223.30,10/Nov/2016:00:01:48 +0800,10,54 ,video,3663
  1043. 1043 119.131.143.179,10/Nov/2016:00:01:48 +0800,10,390 ,video,2402
  1044. 1044 219.82.237.114,10/Nov/2016:00:01:48 +0800,10,54 ,video,1501
  1045. 1045 120.198.231.151,10/Nov/2016:00:01:48 +0800,10,72 ,video,4246
  1046. 1046 171.113.106.131,10/Nov/2016:00:01:48 +0800,10,54 ,video,12136
  1047. 1047 14.219.128.52,10/Nov/2016:00:01:48 +0800,10,6696 ,video,3850
  1048. 1048 119.131.143.179,10/Nov/2016:00:01:48 +0800,10,1081 ,video,2402
  1049. 1049 119.131.143.179,10/Nov/2016:00:01:48 +0800,10,4373 ,video,2402
  1050. 1050 221.226.97.31,10/Nov/2016:00:01:48 +0800,10,54 ,video,4980
  1051. 1051 14.120.160.170,10/Nov/2016:00:01:48 +0800,10,54 ,video,6407
  1052. 1052 223.72.105.208,10/Nov/2016:00:01:48 +0800,10,54 ,video,5646
  1053. 1053 173.254.225.7,10/Nov/2016:00:01:48 +0800,10,5 ,video,12814
  1054. 1054 222.216.31.41,10/Nov/2016:00:01:48 +0800,10,54 ,video,1706
  1055. 1055 101.229.244.33,10/Nov/2016:00:01:48 +0800,10,353 ,video,2030
  1056. 1056 112.10.158.199,10/Nov/2016:00:01:48 +0800,10,54 ,video,7647
  1057. 1057 115.156.237.9,10/Nov/2016:00:01:48 +0800,10,67 ,video,10966
  1058. 1058 125.119.38.58,10/Nov/2016:00:01:49 +0800,10,67 ,video,12560
  1059. 1059 125.90.49.233,10/Nov/2016:00:01:49 +0800,10,54 ,video,7714
  1060. 1060 106.185.43.251,10/Nov/2016:00:01:49 +0800,10,72 ,video,11950
  1061. 1061 180.155.124.103,10/Nov/2016:00:01:49 +0800,10,67 ,video,4710
  1062. 1062 61.51.249.58,10/Nov/2016:00:01:49 +0800,10,54 ,video,1627
  1063. 1063 183.240.27.98,10/Nov/2016:00:01:49 +0800,10,66 ,video,2779
  1064. 1064 119.131.143.179,10/Nov/2016:00:01:49 +0800,10,354 ,video,2402
  1065. 1065 101.229.244.33,10/Nov/2016:00:01:49 +0800,10,1246 ,video,2030
  1066. 1066 180.155.124.103,10/Nov/2016:00:01:49 +0800,10,67 ,video,5984
  1067. 1067 101.69.240.6,10/Nov/2016:00:01:49 +0800,10,54 ,video,4441
  1068. 1068 58.249.67.242,10/Nov/2016:00:01:49 +0800,10,67 ,video,11018
  1069. 1069 27.18.106.137,10/Nov/2016:00:01:49 +0800,10,54 ,video,6710
  1070. 1070 101.229.244.33,10/Nov/2016:00:01:49 +0800,10,72 ,video,2030
  1071. 1071 125.119.38.58,10/Nov/2016:00:01:49 +0800,10,6152 ,video,12560
  1072. 1072 111.201.154.45,10/Nov/2016:00:01:49 +0800,10,54 ,video,11614
  1073. 1073 119.131.143.179,10/Nov/2016:00:01:49 +0800,10,354 ,video,2402
  1074. 1074 123.82.184.10,10/Nov/2016:00:01:49 +0800,10,54 ,video,4417
  1075. 1075 175.25.164.134,10/Nov/2016:00:01:49 +0800,10,54 ,video,8086
  1076. 1076 117.151.45.16,10/Nov/2016:00:01:49 +0800,10,54 ,video,7423
  1077. 1077 125.119.38.58,10/Nov/2016:00:01:49 +0800,10,2958 ,video,12552
  1078. 1078 101.229.244.33,10/Nov/2016:00:01:49 +0800,10,2700 ,video,2030
  1079. 1079 120.41.120.245,10/Nov/2016:00:01:49 +0800,10,141 ,video,5984
  1080. 1080 113.140.11.120,10/Nov/2016:00:01:49 +0800,10,54 ,video,1448
  1081. 1081 120.236.174.170,10/Nov/2016:00:01:49 +0800,10,54 ,video,2007
  1082. 1082 101.229.244.33,10/Nov/2016:00:01:49 +0800,10,4285 ,video,2030
  1083. 1083 101.229.244.33,10/Nov/2016:00:01:49 +0800,10,137 ,video,2030
  1084. 1084 173.254.225.7,10/Nov/2016:00:01:49 +0800,10,1774 ,video,12814
  1085. 1085 218.30.109.26,10/Nov/2016:00:01:49 +0800,10,54 ,video,5940
  1086. 1086 115.236.164.58,10/Nov/2016:00:01:49 +0800,10,54 ,video,1803
  1087. 1087 182.119.231.213,10/Nov/2016:00:01:49 +0800,10,54 ,video,4187
  1088. 1088 114.255.40.55,10/Nov/2016:00:01:49 +0800,10,54 ,video,5537
  1089. 1089 59.40.133.15,10/Nov/2016:00:01:49 +0800,10,67 ,video,7846
  1090. 1090 183.157.31.247,10/Nov/2016:00:01:49 +0800,10,329 ,video,12552
  1091. 1091 222.44.80.121,10/Nov/2016:00:01:49 +0800,10,54 ,video,492
  1092. 1092 183.240.27.98,10/Nov/2016:00:01:49 +0800,10,72 ,video,2779
  1093. 1093 122.70.48.217,10/Nov/2016:00:01:49 +0800,10,54 ,video,12499
  1094. 1094 115.60.58.190,10/Nov/2016:00:01:49 +0800,10,54 ,video,2496
  1095. 1095 183.157.31.247,10/Nov/2016:00:01:49 +0800,10,74 ,video,12552
  1096. 1096 101.229.244.33,10/Nov/2016:00:01:49 +0800,10,353 ,video,2030
  1097. 1097 123.182.240.4,10/Nov/2016:00:01:50 +0800,10,141 ,video,6553
  1098. 1098 14.219.128.52,10/Nov/2016:00:01:50 +0800,10,54 ,video,3850
  1099. 1099 111.198.26.195,10/Nov/2016:00:01:50 +0800,10,54 ,video,4187
  1100. 1100 120.198.231.154,10/Nov/2016:00:01:50 +0800,10,67 ,video,456
  1101. 1101 183.240.27.98,10/Nov/2016:00:01:50 +0800,10,1188 ,video,2779
  1102. 1102 119.131.153.247,10/Nov/2016:00:01:50 +0800,10,54 ,video,1948
  1103. 1103 42.236.157.243,10/Nov/2016:00:01:50 +0800,10,141 ,video,10694
  1104. 1104 59.63.249.142,10/Nov/2016:00:01:50 +0800,10,54 ,video,7254
  1105. 1105 120.52.92.2,10/Nov/2016:00:01:50 +0800,10,67 ,video,13171
  1106. 1106 218.17.157.250,10/Nov/2016:00:01:50 +0800,10,54 ,video,11201
  1107. 1107 116.77.239.141,10/Nov/2016:00:01:50 +0800,10,2957 ,video,6541
  1108. 1108 59.46.24.56,10/Nov/2016:00:01:50 +0800,10,54 ,video,5639
  1109. 1109 119.131.143.179,10/Nov/2016:00:01:50 +0800,10,2635 ,video,2402
  1110. 1110 124.205.5.242,10/Nov/2016:00:01:50 +0800,10,54 ,video,2170
  1111. 1111 101.229.244.33,10/Nov/2016:00:01:50 +0800,10,1891 ,video,2030
  1112. 1112 125.119.38.58,10/Nov/2016:00:01:50 +0800,10,621 ,video,12552
  1113. 1113 218.244.198.7,10/Nov/2016:00:01:50 +0800,10,54 ,video,1803
  1114. 1114 116.77.239.141,10/Nov/2016:00:01:50 +0800,10,322 ,video,6541
  1115. 1115 101.229.244.33,10/Nov/2016:00:01:50 +0800,10,4285 ,video,2030
  1116. 1116 119.101.92.177,10/Nov/2016:00:01:50 +0800,10,54 ,video,1430
  1117. 1117 124.193.169.82,10/Nov/2016:00:01:50 +0800,10,54 ,video,12051
  1118. 1118 112.10.127.193,10/Nov/2016:00:01:50 +0800,10,54 ,video,9819
  1119. 1119 183.11.223.82,10/Nov/2016:00:01:50 +0800,10,54 ,video,10652
  1120. 1120 125.119.38.58,10/Nov/2016:00:01:50 +0800,10,141 ,video,12552
  1121. 1121 183.157.31.247,10/Nov/2016:00:01:50 +0800,10,3705 ,video,12552
  1122. 1122 119.131.143.179,10/Nov/2016:00:01:50 +0800,10,4465 ,video,2402
  1123. 1123 114.248.224.214,10/Nov/2016:00:01:50 +0800,10,54 ,video,1309
  1124. 1124 125.119.38.58,10/Nov/2016:00:01:50 +0800,10,3705 ,video,12552
  1125. 1125 115.216.30.106,10/Nov/2016:00:01:50 +0800,10,54 ,video,9136
  1126. 1126 47.88.213.206,10/Nov/2016:00:01:50 +0800,10,54 ,video,5553
  1127. 1127 183.240.27.98,10/Nov/2016:00:01:50 +0800,10,2345 ,video,2779
  1128. 1128 101.229.244.33,10/Nov/2016:00:01:50 +0800,10,342 ,video,2030
  1129. 1129 101.229.244.33,10/Nov/2016:00:01:50 +0800,10,74 ,video,2030
  1130. 1130 183.157.31.247,10/Nov/2016:00:01:50 +0800,10,312 ,video,12552
  1131. 1131 117.147.54.119,10/Nov/2016:00:01:50 +0800,10,54 ,video,2210
  1132. 1132 114.248.224.214,10/Nov/2016:00:01:50 +0800,10,8875 ,video,1309
  1133. 1133 124.79.111.37,10/Nov/2016:00:01:50 +0800,10,54 ,video,10834
  1134. 1134 116.77.239.141,10/Nov/2016:00:01:50 +0800,10,322 ,video,6541
  1135. 1135 125.119.38.58,10/Nov/2016:00:01:50 +0800,10,2472 ,video,12552
  1136. 1136 119.131.143.179,10/Nov/2016:00:01:50 +0800,10,327 ,video,2402
  1137. 1137 116.77.239.141,10/Nov/2016:00:01:50 +0800,10,66 ,video,6541
  1138. 1138 117.147.54.119,10/Nov/2016:00:01:50 +0800,10,67 ,video,10656
  1139. 1139 58.100.180.246,10/Nov/2016:00:01:50 +0800,10,54 ,video,3628
  1140. 1140 123.14.16.49,10/Nov/2016:00:01:50 +0800,10,54 ,video,3296
  1141. 1141 115.231.149.114,10/Nov/2016:00:01:50 +0800,10,54 ,video,11330
  1142. 1142 125.119.38.58,10/Nov/2016:00:01:51 +0800,10,72 ,video,12552
  1143. 1143 101.229.244.33,10/Nov/2016:00:01:51 +0800,10,6382 ,video,2030
  1144. 1144 183.240.27.98,10/Nov/2016:00:01:51 +0800,10,7753 ,video,2779
  1145. 1145 222.79.80.123,10/Nov/2016:00:01:51 +0800,10,67 ,video,2032
  1146. 1146 124.207.69.26,10/Nov/2016:00:01:51 +0800,10,54 ,video,2138
  1147. 1147 183.17.238.190,10/Nov/2016:00:01:51 +0800,10,54 ,video,9885
  1148. 1148 58.135.115.122,10/Nov/2016:00:01:51 +0800,10,54 ,video,394
  1149. 1149 183.240.27.98,10/Nov/2016:00:01:51 +0800,10,4519 ,video,2779
  1150. 1150 219.143.13.59,10/Nov/2016:00:01:51 +0800,10,54 ,video,3474
  1151. 1151 101.229.244.33,10/Nov/2016:00:01:51 +0800,10,72 ,video,2030
  1152. 1152 122.224.99.166,10/Nov/2016:00:01:51 +0800,10,54 ,video,7857
  1153. 1153 183.128.164.83,10/Nov/2016:00:01:51 +0800,10,54 ,video,10802
  1154. 1154 140.205.253.147,10/Nov/2016:00:01:51 +0800,10,524288 ,video,2030
  1155. 1155 125.119.38.58,10/Nov/2016:00:01:51 +0800,10,6152 ,video,12552
  1156. 1156 183.240.27.98,10/Nov/2016:00:01:51 +0800,10,361 ,video,2779
  1157. 1157 59.42.206.250,10/Nov/2016:00:01:51 +0800,10,67 ,video,12466
  1158. 1158 180.167.7.200,10/Nov/2016:00:01:51 +0800,10,54 ,video,3479
  1159. 1159 218.28.137.3,10/Nov/2016:00:01:51 +0800,10,54 ,video,4018
  1160. 1160 120.198.231.152,10/Nov/2016:00:01:51 +0800,10,67 ,video,7475
  1161. 1161 125.119.38.58,10/Nov/2016:00:01:51 +0800,10,72 ,video,12552
  1162. 1162 101.229.244.33,10/Nov/2016:00:01:51 +0800,10,6382 ,video,2030
  1163. 1163 119.131.143.179,10/Nov/2016:00:01:51 +0800,10,72 ,video,2402
  1164. 1164 110.17.128.214,10/Nov/2016:00:01:51 +0800,10,54 ,video,4443
  1165. 1165 125.119.38.58,10/Nov/2016:00:01:51 +0800,10,66 ,video,12552
  1166. 1166 45.78.18.110,10/Nov/2016:00:01:51 +0800,10,54 ,video,4451
  1167. 1167 202.119.41.28,10/Nov/2016:00:01:51 +0800,10,9013 ,video,2801
  1168. 1168 182.100.43.246,10/Nov/2016:00:01:51 +0800,10,67 ,video,8322
  1169. 1169 39.184.237.240,10/Nov/2016:00:01:51 +0800,10,66 ,video,10686
  1170. 1170 183.240.27.98,10/Nov/2016:00:01:51 +0800,10,2865 ,video,2779
  1171. 1171 115.35.190.57,10/Nov/2016:00:01:51 +0800,10,54 ,video,11825
  1172. 1172 125.119.38.58,10/Nov/2016:00:01:51 +0800,10,6152 ,video,12552
  1173. 1173 101.38.157.182,10/Nov/2016:00:01:51 +0800,10,67 ,video,2163
  1174. 1174 116.77.239.141,10/Nov/2016:00:01:51 +0800,10,4882 ,video,6541
  1175. 1175 115.174.68.92,10/Nov/2016:00:01:51 +0800,10,67 ,video,9804
  1176. 1176 125.119.38.58,10/Nov/2016:00:01:51 +0800,10,329 ,video,12552
  1177. 1177 125.81.90.200,10/Nov/2016:00:01:51 +0800,10,54 ,video,8143
  1178. 1178 39.184.237.240,10/Nov/2016:00:01:52 +0800,10,72 ,video,10686
  1179. 1179 183.240.27.98,10/Nov/2016:00:01:52 +0800,10,7753 ,video,2779
  1180. 1180 116.213.171.153,10/Nov/2016:00:01:52 +0800,10,54 ,video,1748
  1181. 1181 140.205.253.135,10/Nov/2016:00:01:52 +0800,10,524288 ,video,11724
  1182. 1182 58.48.139.85,10/Nov/2016:00:01:52 +0800,10,54 ,video,9088
  1183. 1183 183.45.18.241,10/Nov/2016:00:01:52 +0800,10,54 ,video,7726
  1184. 1184 112.16.92.55,10/Nov/2016:00:01:52 +0800,10,54 ,video,3661
  1185. 1185 125.119.38.58,10/Nov/2016:00:01:52 +0800,10,2195 ,video,12552
  1186. 1186 116.77.239.141,10/Nov/2016:00:01:52 +0800,10,72 ,video,6541
  1187. 1187 222.35.76.74,10/Nov/2016:00:01:52 +0800,10,54 ,video,2938
  1188. 1188 59.33.240.171,10/Nov/2016:00:01:52 +0800,10,54 ,video,10290
  1189. 1189 140.205.253.135,10/Nov/2016:00:01:52 +0800,10,524288 ,video,11724
  1190. 1190 125.122.26.81,10/Nov/2016:00:01:52 +0800,10,141 ,video,3225
  1191. 1191 39.184.237.240,10/Nov/2016:00:01:52 +0800,10,2411 ,video,10686
  1192. 1192 116.77.239.141,10/Nov/2016:00:01:52 +0800,10,54 ,video,6541
  1193. 1193 45.115.145.36,10/Nov/2016:00:01:52 +0800,10,54 ,video,3474
  1194. 1194 59.111.99.119,10/Nov/2016:00:01:52 +0800,10,54 ,video,1625
  1195. 1195 120.52.94.109,10/Nov/2016:00:01:52 +0800,10,54 ,video,4588
  1196. 1196 39.184.237.240,10/Nov/2016:00:01:52 +0800,10,312 ,video,10686
  1197. 1197 122.224.33.106,10/Nov/2016:00:01:52 +0800,10,54 ,video,1090
  1198. 1198 183.60.162.112,10/Nov/2016:00:01:52 +0800,10,6127 ,video,12353
  1199. 1199 183.60.162.107,10/Nov/2016:00:01:52 +0800,10,54 ,video,7767
  1200. 1200 39.184.237.240,10/Nov/2016:00:01:52 +0800,10,361 ,video,10686
  1201. 1201 42.234.105.133,10/Nov/2016:00:01:52 +0800,10,54 ,video,2860
  1202. 1202 39.184.237.240,10/Nov/2016:00:01:52 +0800,10,2353 ,video,10686
  1203. 1203 60.22.87.125,10/Nov/2016:00:01:52 +0800,10,54 ,video,1336
  1204. 1204 101.200.101.21,10/Nov/2016:00:01:53 +0800,10,524288 ,video,10506
  1205. 1205 58.248.197.207,10/Nov/2016:00:01:53 +0800,10,67 ,video,7063
  1206. 1206 171.217.174.22,10/Nov/2016:00:01:53 +0800,10,54 ,video,4215
  1207. 1207 60.191.78.148,10/Nov/2016:00:01:53 +0800,10,54 ,video,3590
  1208. 1208 116.77.239.141,10/Nov/2016:00:01:53 +0800,10,7663 ,video,6541
  1209. 1209 119.57.253.66,10/Nov/2016:00:01:53 +0800,10,54 ,video,2752
  1210. 1210 39.184.237.240,10/Nov/2016:00:01:53 +0800,10,6685 ,video,10686
  1211. 1211 180.160.68.63,10/Nov/2016:00:01:53 +0800,10,141 ,video,2634
  1212. 1212 222.178.202.115,10/Nov/2016:00:01:53 +0800,10,54 ,video,3305
  1213. 1213 140.207.223.189,10/Nov/2016:00:01:53 +0800,10,67 ,video,13192
  1214. 1214 117.181.194.121,10/Nov/2016:00:01:53 +0800,10,54 ,video,2314
  1215. 1215 210.30.109.61,10/Nov/2016:00:01:53 +0800,10,67 ,video,5911
  1216. 1216 39.184.237.240,10/Nov/2016:00:01:53 +0800,10,3758 ,video,10686
  1217. 1217 14.145.74.175,10/Nov/2016:00:01:53 +0800,10,54 ,video,678

数据

 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. 1 create table data(  ip string,  time string , day string, traffic bigint,type string, id   string )row format delimited fields terminated by "," ；
  2. 2 //创建表，处理以逗号隔开的数据
  3. 3 show tables;
  4. 4
  5. 5 load data inpath  '文件地址' into table data;
  6. 6 //将hdfs上的文件上传到hive中
  7. 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。

　　

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