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 +0800,10,305 ,video,8135
126 116.22.196.231,10/Nov/2016:00:01:06 +0800,10,54 ,video,6711
127 58.20.14.170,10/Nov/2016:00:01:06 +0800,10,66 ,video,5683
128 101.200.101.13,10/Nov/2016:00:01:06 +0800,10,524288 ,video,11938
129 106.37.127.231,10/Nov/2016:00:01:06 +0800,10,6412 ,video,8199
130 115.193.172.253,10/Nov/2016:00:01:06 +0800,10,395 ,video,3078
131 101.200.101.9,10/Nov/2016:00:01:06 +0800,10,524288 ,video,6139
132 58.20.14.170,10/Nov/2016:00:01:06 +0800,10,1201 ,video,5683
133 120.27.173.217,10/Nov/2016:00:01:06 +0800,10,4468 ,article,1167
134 220.191.6.44,10/Nov/2016:00:01:06 +0800,10,6323 ,video,1101
135 117.173.0.113,10/Nov/2016:00:01:06 +0800,10,72 ,video,8135
136 101.200.101.13,10/Nov/2016:00:01:06 +0800,10,524288 ,video,11938
137 112.5.237.224,10/Nov/2016:00:01:06 +0800,10,54 ,video,12478
138 106.37.127.231,10/Nov/2016:00:01:06 +0800,10,72 ,video,8199
139 115.193.172.253,10/Nov/2016:00:01:06 +0800,10,4496 ,video,3078
140 117.164.191.130,10/Nov/2016:00:01:06 +0800,10,54 ,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 +0800,10,54 ,video,8711
203 122.233.75.87,10/Nov/2016:00:01:10 +0800,10,54 ,video,5475
204 101.200.101.204,10/Nov/2016:00:01:10 +0800,10,4468 ,article,11325
205 183.39.154.199,10/Nov/2016:00:01:10 +0800,10,141 ,video,13097
206 122.96.31.8,10/Nov/2016:00:01:10 +0800,10,54 ,video,13097
207 182.150.161.68,10/Nov/2016:00:01:10 +0800,10,54 ,video,3725
208 117.174.26.224,10/Nov/2016:00:01:10 +0800,10,54 ,video,4525
209 59.172.176.158,10/Nov/2016:00:01:10 +0800,10,67 ,video,4030
210 221.221.55.197,10/Nov/2016:00:01:11 +0800,10,54 ,video,3734
211 39.186.247.142,10/Nov/2016:00:01:11 +0800,10,72 ,video,3237
212 140.207.223.189,10/Nov/2016:00:01:11 +0800,10,54 ,video,13192
213 120.52.92.2,10/Nov/2016:00:01:11 +0800,10,67 ,video,12342
214 219.73.46.243,10/Nov/2016:00:01:11 +0800,10,54 ,video,4547
215 115.193.172.253,10/Nov/2016:00:01:11 +0800,10,6589 ,video,3078
216 183.39.154.199,10/Nov/2016:00:01:11 +0800,10,67 ,video,13097
217 27.38.115.174,10/Nov/2016:00:01:11 +0800,10,54 ,video,4519
218 183.14.120.94,10/Nov/2016:00:01:11 +0800,10,54 ,video,12344
219 183.63.102.133,10/Nov/2016:00:01:11 +0800,10,54 ,video,5139
220 106.185.43.251,10/Nov/2016:00:01:11 +0800,10,54 ,video,11950
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460 122.71.75.164,10/Nov/2016:00:01:22 +0800,10,2535 ,video,3369
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462 114.249.199.177,10/Nov/2016:00:01:22 +0800,10,54 ,video,11551
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467 122.71.75.164,10/Nov/2016:00:01:22 +0800,10,328 ,video,3369
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469 123.118.216.81,10/Nov/2016:00:01:22 +0800,10,54 ,video,6421
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471 122.71.75.164,10/Nov/2016:00:01:22 +0800,10,72 ,video,3369
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479 117.100.231.8,10/Nov/2016:00:01:23 +0800,10,190 ,video,4017
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481 114.141.190.122,10/Nov/2016:00:01:23 +0800,10,67 ,video,13160
482 36.57.145.114,10/Nov/2016:00:01:23 +0800,10,54 ,video,13271
483 120.86.130.234,10/Nov/2016:00:01:23 +0800,10,54 ,video,8175
484 210.41.96.62,10/Nov/2016:00:01:23 +0800,10,54 ,video,3604
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486 27.154.86.14,10/Nov/2016:00:01:23 +0800,10,54 ,video,7863
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488 113.65.160.153,10/Nov/2016:00:01:23 +0800,10,54 ,video,3370
489 123.150.205.98,10/Nov/2016:00:01:23 +0800,10,68 ,video,1758
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491 106.120.124.49,10/Nov/2016:00:01:23 +0800,10,54 ,video,3471
492 36.110.17.19,10/Nov/2016:00:01:24 +0800,10,54 ,video,13160
493 61.51.82.242,10/Nov/2016:00:01:24 +0800,10,67 ,video,6606
494 120.198.231.151,10/Nov/2016:00:01:24 +0800,10,54 ,video,13315
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496 222.72.45.34,10/Nov/2016:00:01:24 +0800,10,54 ,video,11425
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498 171.13.241.97,10/Nov/2016:00:01:24 +0800,10,54074 ,video,5534
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501 118.249.208.191,10/Nov/2016:00:01:24 +0800,10,54 ,video,12831
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507 182.201.172.107,10/Nov/2016:00:01:24 +0800,10,54 ,video,13249
508 180.161.236.98,10/Nov/2016:00:01:24 +0800,10,54 ,video,156
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510 58.250.247.130,10/Nov/2016:00:01:24 +0800,10,67 ,video,2872
511 59.40.133.15,10/Nov/2016:00:01:24 +0800,10,54 ,video,12501
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513 119.145.15.156,10/Nov/2016:00:01:25 +0800,10,54 ,video,11050
514 183.54.198.81,10/Nov/2016:00:01:25 +0800,10,54 ,video,1625
515 116.22.115.108,10/Nov/2016:00:01:25 +0800,10,54 ,video,3301
516 27.46.6.191,10/Nov/2016:00:01:25 +0800,10,54 ,video,1681
517 125.92.121.122,10/Nov/2016:00:01:25 +0800,10,54 ,video,13339
518 222.92.141.18,10/Nov/2016:00:01:25 +0800,10,54 ,video,11689
519 118.112.58.228,10/Nov/2016:00:01:25 +0800,10,54 ,video,8491
520 218.109.108.228,10/Nov/2016:00:01:25 +0800,10,54 ,video,9669
521 182.18.117.210,10/Nov/2016:00:01:25 +0800,10,54 ,video,8515
522 111.161.148.23,10/Nov/2016:00:01:25 +0800,10,54 ,video,9566
523 183.240.20.42,10/Nov/2016:00:01:26 +0800,10,54 ,video,525
524 58.44.240.162,10/Nov/2016:00:01:26 +0800,10,54 ,video,12815
525 60.186.5.64,10/Nov/2016:00:01:26 +0800,10,54 ,video,11551
526 222.129.145.85,10/Nov/2016:00:01:26 +0800,10,54 ,video,10324
527 183.207.178.205,10/Nov/2016:00:01:26 +0800,10,54 ,video,7409
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529 111.198.233.158,10/Nov/2016:00:01:26 +0800,10,54 ,video,2633
530 119.131.106.128,10/Nov/2016:00:01:26 +0800,10,67 ,video,8485
531 123.53.190.91,10/Nov/2016:00:01:26 +0800,10,54 ,video,11316
532 123.157.208.18,10/Nov/2016:00:01:26 +0800,10,67 ,video,12622
533 175.152.2.169,10/Nov/2016:00:01:26 +0800,10,141 ,video,2644
534 45.32.34.196,10/Nov/2016:00:01:26 +0800,10,67 ,video,6687
535 171.120.24.254,10/Nov/2016:00:01:26 +0800,10,54 ,video,2520
536 171.8.148.158,10/Nov/2016:00:01:26 +0800,10,54 ,video,8299
537 202.107.210.51,10/Nov/2016:00:01:26 +0800,10,68 ,video,1904
538 58.250.198.7,10/Nov/2016:00:01:26 +0800,10,54 ,video,6701
539 118.207.116.20,10/Nov/2016:00:01:26 +0800,10,54 ,video,3002
540 222.79.80.123,10/Nov/2016:00:01:27 +0800,10,54 ,video,4415
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542 42.48.158.135,10/Nov/2016:00:01:27 +0800,10,54 ,video,703
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547 222.128.172.20,10/Nov/2016:00:01:27 +0800,10,54 ,video,10061
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695 14.23.188.111,10/Nov/2016:00:01:34 +0800,10,54 ,video,2418
696 125.88.24.91,10/Nov/2016:00:01:34 +0800,10,54 ,video,1501
697 115.193.172.253,10/Nov/2016:00:01:34 +0800,10,72 ,video,3078
698 112.12.192.150,10/Nov/2016:00:01:34 +0800,10,54 ,video,1861
699 113.91.162.210,10/Nov/2016:00:01:34 +0800,10,67 ,video,1809
700 14.23.136.224,10/Nov/2016:00:01:34 +0800,10,54 ,video,2316
701 125.122.26.81,10/Nov/2016:00:01:35 +0800,10,54 ,video,3225
702 183.240.20.251,10/Nov/2016:00:01:35 +0800,10,54 ,video,3225
703 117.136.39.218,10/Nov/2016:00:01:35 +0800,10,54 ,video,1414
704 121.35.2.128,10/Nov/2016:00:01:35 +0800,10,54 ,video,12580
705 222.76.251.186,10/Nov/2016:00:01:35 +0800,10,54 ,video,11725
706 140.205.253.137,10/Nov/2016:00:01:35 +0800,10,524288 ,video,13181
707 14.28.139.202,10/Nov/2016:00:01:35 +0800,10,54 ,video,7727
708 171.37.141.121,10/Nov/2016:00:01:35 +0800,10,54 ,video,12163
709 180.173.242.43,10/Nov/2016:00:01:35 +0800,10,54 ,video,6046
710 223.20.63.251,10/Nov/2016:00:01:35 +0800,10,54 ,video,3246
711 27.42.25.21,10/Nov/2016:00:01:35 +0800,10,67 ,video,9888
712 113.87.161.137,10/Nov/2016:00:01:35 +0800,10,141 ,video,8006
713 183.66.87.224,10/Nov/2016:00:01:35 +0800,10,54 ,video,12133
714 220.168.79.189,10/Nov/2016:00:01:35 +0800,10,54 ,video,13038
715 175.10.206.212,10/Nov/2016:00:01:35 +0800,10,54 ,video,3956
716 118.207.116.20,10/Nov/2016:00:01:35 +0800,10,72 ,video,3002
717 112.10.27.228,10/Nov/2016:00:01:35 +0800,10,828 ,article,3669
718 112.10.27.228,10/Nov/2016:00:01:35 +0800,10,549 ,article,3669
719 112.10.27.228,10/Nov/2016:00:01:35 +0800,10,16756 ,article,3669
720 111.196.209.12,10/Nov/2016:00:01:35 +0800,10,54 ,video,11443
721 112.10.27.228,10/Nov/2016:00:01:35 +0800,10,498 ,article,3669
722 112.10.27.228,10/Nov/2016:00:01:35 +0800,10,12541 ,article,3669
723 171.8.199.118,10/Nov/2016:00:01:35 +0800,10,68 ,video,3738
724 112.10.27.228,10/Nov/2016:00:01:35 +0800,10,9800 ,article,3669
725 120.52.94.106,10/Nov/2016:00:01:36 +0800,10,54 ,video,678
726 112.10.27.228,10/Nov/2016:00:01:36 +0800,10,628 ,article,3669
727 112.10.27.228,10/Nov/2016:00:01:36 +0800,10,591 ,article,3669
728 112.10.27.228,10/Nov/2016:00:01:36 +0800,10,2951 ,article,3669
729 112.10.27.228,10/Nov/2016:00:01:36 +0800,10,270967 ,article,3669
730 117.100.231.8,10/Nov/2016:00:01:36 +0800,10,67 ,video,4017
731 182.138.128.41,10/Nov/2016:00:01:36 +0800,10,330 ,video,11239
732 182.138.128.41,10/Nov/2016:00:01:36 +0800,10,3892 ,video,11239
733 182.138.128.41,10/Nov/2016:00:01:36 +0800,10,66 ,video,11239
734 101.200.101.21,10/Nov/2016:00:01:36 +0800,10,524288 ,video,10506
735 182.138.128.41,10/Nov/2016:00:01:36 +0800,10,2959 ,video,11239
736 112.64.60.41,10/Nov/2016:00:01:36 +0800,10,54 ,video,4366
737 117.100.231.8,10/Nov/2016:00:01:36 +0800,10,7269 ,video,4017
738 112.10.27.228,10/Nov/2016:00:01:36 +0800,10,4468 ,article,3669
739 112.10.27.228,10/Nov/2016:00:01:36 +0800,10,2023 ,article,3669
740 182.138.128.41,10/Nov/2016:00:01:36 +0800,10,72 ,video,11239
741 114.242.167.68,10/Nov/2016:00:01:36 +0800,10,6511 ,video,4451
742 221.237.87.40,10/Nov/2016:00:01:36 +0800,10,54 ,video,8809
743 112.10.27.228,10/Nov/2016:00:01:36 +0800,10,18906 ,article,3669
744 1.85.61.37,10/Nov/2016:00:01:36 +0800,10,54 ,video,7212
745 112.10.27.228,10/Nov/2016:00:01:36 +0800,10,5102 ,article,3669
746 182.139.108.80,10/Nov/2016:00:01:36 +0800,10,54 ,video,1459
747 101.200.101.31,10/Nov/2016:00:01:36 +0800,10,524288 ,video,8175
748 182.138.128.41,10/Nov/2016:00:01:36 +0800,10,113 ,video,11239
749 114.248.224.214,10/Nov/2016:00:01:36 +0800,10,72 ,video,1309
750 182.138.128.41,10/Nov/2016:00:01:36 +0800,10,2614 ,video,11239
751 112.10.27.228,10/Nov/2016:00:01:36 +0800,10,890 ,article,3669
752 182.138.128.41,10/Nov/2016:00:01:36 +0800,10,330 ,video,11239
753 182.138.128.41,10/Nov/2016:00:01:36 +0800,10,643 ,video,11239
754 113.119.10.98,10/Nov/2016:00:01:36 +0800,10,67 ,video,6224
755 58.249.67.242,10/Nov/2016:00:01:37 +0800,10,54 ,video,11014
756 182.138.128.41,10/Nov/2016:00:01:37 +0800,10,303 ,video,11239
757 182.138.128.41,10/Nov/2016:00:01:37 +0800,10,318 ,video,11239
758 120.41.120.245,10/Nov/2016:00:01:37 +0800,10,54 ,video,5984
759 58.217.165.114,10/Nov/2016:00:01:37 +0800,10,54 ,video,10692
760 117.100.231.8,10/Nov/2016:00:01:37 +0800,10,2957 ,video,4018
761 182.138.128.41,10/Nov/2016:00:01:37 +0800,10,1541 ,video,11239
762 121.69.23.250,10/Nov/2016:00:01:37 +0800,10,67 ,video,12495
763 182.138.128.41,10/Nov/2016:00:01:37 +0800,10,74 ,video,11239
764 123.151.12.154,10/Nov/2016:00:01:37 +0800,10,3493 ,video,5865
765 182.138.128.41,10/Nov/2016:00:01:37 +0800,10,72 ,video,11239
766 39.159.109.210,10/Nov/2016:00:01:37 +0800,10,54 ,video,6203
767 222.73.202.154,10/Nov/2016:00:01:37 +0800,10,68 ,video,12678
768 61.152.132.230,10/Nov/2016:00:01:37 +0800,10,54 ,video,6495
769 182.138.128.41,10/Nov/2016:00:01:37 +0800,10,6207 ,video,11239
770 116.235.102.120,10/Nov/2016:00:01:37 +0800,10,54 ,video,8999
771 58.246.74.211,10/Nov/2016:00:01:37 +0800,10,67 ,video,11731
772 222.65.226.176,10/Nov/2016:00:01:37 +0800,10,54 ,video,10511
773 123.151.12.154,10/Nov/2016:00:01:37 +0800,10,2957 ,video,5866
774 218.106.145.12,10/Nov/2016:00:01:37 +0800,10,54 ,video,9447
775 110.65.101.188,10/Nov/2016:00:01:37 +0800,10,67 ,video,6721
776 117.100.231.8,10/Nov/2016:00:01:37 +0800,10,357 ,video,4018
777 116.237.53.200,10/Nov/2016:00:01:37 +0800,10,54 ,video,4161
778 27.41.69.240,10/Nov/2016:00:01:38 +0800,10,67 ,video,11610
779 58.217.165.114,10/Nov/2016:00:01:38 +0800,10,67 ,video,10690
780 71.17.103.212,10/Nov/2016:00:01:38 +0800,10,67 ,video,7075
781 117.100.231.8,10/Nov/2016:00:01:38 +0800,10,66 ,video,4018
782 117.100.231.8,10/Nov/2016:00:01:38 +0800,10,951 ,video,4018
783 49.77.220.79,10/Nov/2016:00:01:38 +0800,10,54 ,video,1102
784 117.100.231.8,10/Nov/2016:00:01:38 +0800,10,5363 ,video,4018
785 58.63.21.177,10/Nov/2016:00:01:38 +0800,10,54 ,video,10314
786 117.100.231.8,10/Nov/2016:00:01:38 +0800,10,894 ,video,4018
787 120.198.231.152,10/Nov/2016:00:01:38 +0800,10,54 ,video,1803
788 117.100.231.8,10/Nov/2016:00:01:38 +0800,10,5155 ,video,4018
789 117.100.231.8,10/Nov/2016:00:01:38 +0800,10,2286 ,video,4018
790 71.17.103.212,10/Nov/2016:00:01:38 +0800,10,6260 ,video,7075
791 121.207.222.221,10/Nov/2016:00:01:38 +0800,10,54 ,video,9328
792 39.187.166.65,10/Nov/2016:00:01:38 +0800,10,54 ,video,3632
793 117.100.231.8,10/Nov/2016:00:01:38 +0800,10,2536 ,video,4018
794 171.216.69.80,10/Nov/2016:00:01:38 +0800,10,54 ,video,8714
795 123.119.218.242,10/Nov/2016:00:01:38 +0800,10,54 ,video,13013
796 223.81.137.65,10/Nov/2016:00:01:38 +0800,10,54 ,video,7303
797 117.100.231.8,10/Nov/2016:00:01:38 +0800,10,357 ,video,4018
798 192.240.123.193,10/Nov/2016:00:01:38 +0800,10,67 ,video,12881
799 117.100.231.8,10/Nov/2016:00:01:38 +0800,10,72 ,video,4018
800 116.24.24.10,10/Nov/2016:00:01:38 +0800,10,54 ,video,2910
801 117.100.231.8,10/Nov/2016:00:01:38 +0800,10,1092 ,video,4018
802 114.248.224.214,10/Nov/2016:00:01:39 +0800,10,4022 ,video,1309
803 113.143.158.241,10/Nov/2016:00:01:39 +0800,10,141 ,video,4299
804 36.5.155.118,10/Nov/2016:00:01:39 +0800,10,54 ,video,4251
805 114.248.224.214,10/Nov/2016:00:01:39 +0800,10,13241 ,video,1309
806 117.100.231.8,10/Nov/2016:00:01:39 +0800,10,321 ,video,4018
807 39.186.247.142,10/Nov/2016:00:01:39 +0800,10,7227 ,video,3237
808 119.123.177.2,10/Nov/2016:00:01:39 +0800,10,54 ,video,6420
809 110.80.187.200,10/Nov/2016:00:01:39 +0800,10,54 ,video,8356
810 114.24.40.251,10/Nov/2016:00:01:39 +0800,10,54 ,video,1059
811 14.127.27.212,10/Nov/2016:00:01:39 +0800,10,54 ,video,10686
812 113.87.161.137,10/Nov/2016:00:01:39 +0800,10,67 ,video,8006
813 49.72.238.254,10/Nov/2016:00:01:39 +0800,10,54 ,video,2664
814 115.231.148.38,10/Nov/2016:00:01:39 +0800,10,54 ,video,5645
815 106.39.200.44,10/Nov/2016:00:01:39 +0800,10,54 ,video,9579
816 222.178.202.108,10/Nov/2016:00:01:39 +0800,10,54 ,video,2861
817 115.174.68.92,10/Nov/2016:00:01:39 +0800,10,54 ,video,9809
818 183.204.48.118,10/Nov/2016:00:01:39 +0800,10,54 ,video,8212
819 119.130.229.205,10/Nov/2016:00:01:39 +0800,10,54 ,video,4761
820 59.41.95.198,10/Nov/2016:00:01:39 +0800,10,54 ,video,9023
821 101.38.157.182,10/Nov/2016:00:01:39 +0800,10,67 ,video,2163
822 221.226.97.31,10/Nov/2016:00:01:40 +0800,10,54 ,video,5139
823 202.107.210.51,10/Nov/2016:00:01:40 +0800,10,68 ,video,8476
824 183.185.57.58,10/Nov/2016:00:01:40 +0800,10,54 ,video,10679
825 140.207.223.186,10/Nov/2016:00:01:40 +0800,10,54 ,video,13310
826 101.39.103.224,10/Nov/2016:00:01:40 +0800,10,54 ,video,1412
827 140.207.223.186,10/Nov/2016:00:01:40 +0800,10,67 ,video,5609
828 202.107.210.51,10/Nov/2016:00:01:40 +0800,10,68 ,video,3380
829 210.30.109.61,10/Nov/2016:00:01:40 +0800,10,54 ,video,9819
830 202.118.102.15,10/Nov/2016:00:01:40 +0800,10,54 ,video,8141
831 116.227.96.89,10/Nov/2016:00:01:40 +0800,10,54 ,video,7600
832 118.113.41.210,10/Nov/2016:00:01:40 +0800,10,54 ,video,1054
833 119.129.80.141,10/Nov/2016:00:01:40 +0800,10,54 ,video,13048
834 171.34.223.23,10/Nov/2016:00:01:40 +0800,10,54 ,video,9813
835 95.85.18.128,10/Nov/2016:00:01:40 +0800,10,67 ,video,12302
836 117.152.76.120,10/Nov/2016:00:01:40 +0800,10,54 ,video,2667
837 60.29.171.162,10/Nov/2016:00:01:41 +0800,10,54 ,video,8913
838 180.175.49.155,10/Nov/2016:00:01:41 +0800,10,54 ,video,3665
839 113.143.158.241,10/Nov/2016:00:01:41 +0800,10,67 ,video,4299
840 183.128.139.254,10/Nov/2016:00:01:41 +0800,10,54 ,video,365
841 115.60.4.28,10/Nov/2016:00:01:41 +0800,10,67 ,video,10198
842 58.132.202.208,10/Nov/2016:00:01:41 +0800,10,54 ,video,10710
843 113.143.158.241,10/Nov/2016:00:01:41 +0800,10,6686 ,video,4299
844 222.65.233.105,10/Nov/2016:00:01:41 +0800,10,67 ,video,1627
845 122.91.39.170,10/Nov/2016:00:01:41 +0800,10,54 ,video,9366
846 113.143.158.241,10/Nov/2016:00:01:41 +0800,10,2958 ,video,4311
847 112.10.127.193,10/Nov/2016:00:01:41 +0800,10,67 ,video,1090
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849 120.198.231.151,10/Nov/2016:00:01:41 +0800,10,141 ,video,4242
850 113.143.158.241,10/Nov/2016:00:01:41 +0800,10,377 ,video,4311
851 113.67.224.172,10/Nov/2016:00:01:41 +0800,10,54 ,video,818
852 113.143.158.241,10/Nov/2016:00:01:41 +0800,10,752 ,video,4311
853 113.143.158.241,10/Nov/2016:00:01:41 +0800,10,66 ,video,4311
854 113.143.158.241,10/Nov/2016:00:01:41 +0800,10,395 ,video,4311
855 113.143.158.241,10/Nov/2016:00:01:41 +0800,10,3416 ,video,4311
856 113.97.199.198,10/Nov/2016:00:01:41 +0800,10,67 ,video,772
857 113.143.158.241,10/Nov/2016:00:01:41 +0800,10,2345 ,video,4311
858 111.0.200.141,10/Nov/2016:00:01:41 +0800,10,54 ,video,7558
859 111.201.78.80,10/Nov/2016:00:01:41 +0800,10,67 ,video,2452
860 113.143.158.241,10/Nov/2016:00:01:41 +0800,10,332 ,video,4311
861 27.38.60.148,10/Nov/2016:00:01:41 +0800,10,54 ,video,4650
862 182.138.128.41,10/Nov/2016:00:01:41 +0800,10,6207 ,video,11239
863 113.143.158.241,10/Nov/2016:00:01:42 +0800,10,348 ,video,4311
864 58.217.142.142,10/Nov/2016:00:01:42 +0800,10,72 ,video,6045
865 58.217.142.142,10/Nov/2016:00:01:42 +0800,10,66 ,video,6045
866 202.119.41.28,10/Nov/2016:00:01:42 +0800,10,67 ,video,2801
867 60.12.51.243,10/Nov/2016:00:01:42 +0800,10,54 ,video,6565
868 58.213.112.35,10/Nov/2016:00:01:42 +0800,10,54 ,video,5656
869 124.239.251.50,10/Nov/2016:00:01:42 +0800,10,67 ,video,2544
870 71.17.103.212,10/Nov/2016:00:01:42 +0800,10,2959 ,video,7076
871 113.14.0.15,10/Nov/2016:00:01:42 +0800,10,54 ,video,10811
872 27.38.115.174,10/Nov/2016:00:01:42 +0800,10,67 ,video,5986
873 120.236.154.86,10/Nov/2016:00:01:42 +0800,10,54 ,video,3653
874 58.217.142.142,10/Nov/2016:00:01:42 +0800,10,1953 ,video,6045
875 116.232.174.6,10/Nov/2016:00:01:42 +0800,10,54 ,video,2473
876 113.143.158.241,10/Nov/2016:00:01:42 +0800,10,6686 ,video,4311
877 171.217.47.216,10/Nov/2016:00:01:42 +0800,10,0 ,article,1204
878 202.119.41.28,10/Nov/2016:00:01:42 +0800,10,9013 ,video,2801
879 58.213.102.242,10/Nov/2016:00:01:42 +0800,10,54 ,video,9584
880 112.64.60.127,10/Nov/2016:00:01:42 +0800,10,54 ,video,9819
881 58.217.142.142,10/Nov/2016:00:01:42 +0800,10,3750 ,video,6045
882 113.143.158.241,10/Nov/2016:00:01:42 +0800,10,1296 ,video,4311
883 58.217.142.142,10/Nov/2016:00:01:42 +0800,10,179 ,video,6045
884 218.26.154.77,10/Nov/2016:00:01:42 +0800,10,54 ,video,1628
885 114.214.182.197,10/Nov/2016:00:01:42 +0800,10,67 ,video,1092
886 171.217.47.216,10/Nov/2016:00:01:42 +0800,10,2023 ,article,1204
887 113.143.158.241,10/Nov/2016:00:01:42 +0800,10,72 ,video,4311
888 125.85.67.44,10/Nov/2016:00:01:42 +0800,10,54 ,video,5224
889 58.217.142.142,10/Nov/2016:00:01:42 +0800,10,2353 ,video,6045
890 58.61.235.7,10/Nov/2016:00:01:42 +0800,10,54 ,video,10421
891 58.217.142.142,10/Nov/2016:00:01:42 +0800,10,634 ,video,6045
892 113.143.158.241,10/Nov/2016:00:01:42 +0800,10,377 ,video,4311
893 202.119.41.28,10/Nov/2016:00:01:42 +0800,10,2956 ,video,2801
894 118.198.203.49,10/Nov/2016:00:01:42 +0800,10,54 ,video,1478
895 61.142.10.231,10/Nov/2016:00:01:42 +0800,10,67 ,video,12483
896 14.156.71.170,10/Nov/2016:00:01:42 +0800,10,54 ,video,9906
897 117.23.82.56,10/Nov/2016:00:01:43 +0800,10,54 ,video,6845
898 113.143.158.241,10/Nov/2016:00:01:43 +0800,10,72 ,video,4311
899 140.205.253.137,10/Nov/2016:00:01:43 +0800,10,524288 ,video,4029
900 60.186.39.35,10/Nov/2016:00:01:43 +0800,10,67 ,video,7704
901 116.31.61.97,10/Nov/2016:00:01:43 +0800,10,67 ,video,4596
902 113.143.158.241,10/Nov/2016:00:01:43 +0800,10,4091 ,video,4311
903 222.209.9.194,10/Nov/2016:00:01:43 +0800,10,54 ,video,12535
904 202.119.41.28,10/Nov/2016:00:01:43 +0800,10,360 ,video,2801
905 163.125.235.161,10/Nov/2016:00:01:43 +0800,10,67 ,video,11639
906 119.131.143.179,10/Nov/2016:00:01:43 +0800,10,67 ,video,2402
907 202.119.41.28,10/Nov/2016:00:01:43 +0800,10,1422 ,video,2801
908 71.17.103.212,10/Nov/2016:00:01:43 +0800,10,66 ,video,7076
909 202.119.41.28,10/Nov/2016:00:01:43 +0800,10,66 ,video,2801
910 119.131.143.179,10/Nov/2016:00:01:43 +0800,10,12233 ,video,2402
911 60.186.194.249,10/Nov/2016:00:01:43 +0800,10,67 ,video,8643
912 202.119.41.28,10/Nov/2016:00:01:43 +0800,10,89 ,video,2801
913 117.100.231.8,10/Nov/2016:00:01:43 +0800,10,72 ,video,4018
914 59.172.246.60,10/Nov/2016:00:01:43 +0800,10,54 ,video,9820
915 58.217.142.142,10/Nov/2016:00:01:43 +0800,10,0 ,video,6045
916 58.217.142.142,10/Nov/2016:00:01:43 +0800,10,0 ,video,6045
917 60.176.120.135,10/Nov/2016:00:01:43 +0800,10,54 ,video,816
918 60.12.51.243,10/Nov/2016:00:01:43 +0800,10,67 ,video,6565
919 103.204.172.213,10/Nov/2016:00:01:43 +0800,10,54 ,video,7831
920 71.17.103.212,10/Nov/2016:00:01:43 +0800,10,516 ,video,7076
921 140.205.253.145,10/Nov/2016:00:01:43 +0800,10,524288 ,video,5609
922 118.250.42.145,10/Nov/2016:00:01:43 +0800,10,54 ,video,11307
923 180.102.237.112,10/Nov/2016:00:01:43 +0800,10,54 ,video,702
924 58.217.142.142,10/Nov/2016:00:01:43 +0800,10,2956 ,video,6042
925 210.12.14.35,10/Nov/2016:00:01:44 +0800,10,67 ,video,8599
926 27.223.6.43,10/Nov/2016:00:01:44 +0800,10,54 ,video,3723
927 58.217.142.142,10/Nov/2016:00:01:44 +0800,10,313 ,video,6042
928 58.217.142.142,10/Nov/2016:00:01:44 +0800,10,179 ,video,6042
929 120.52.92.5,10/Nov/2016:00:01:44 +0800,10,54 ,video,5118
930 131.107.0.115,10/Nov/2016:00:01:44 +0800,10,54 ,video,3179
931 117.100.231.8,10/Nov/2016:00:01:44 +0800,10,7269 ,video,4018
932 58.217.142.142,10/Nov/2016:00:01:44 +0800,10,66 ,video,6042
933 58.250.198.10,10/Nov/2016:00:01:44 +0800,10,67 ,video,6713
934 210.30.100.2,10/Nov/2016:00:01:44 +0800,10,68 ,video,7965
935 27.36.220.125,10/Nov/2016:00:01:44 +0800,10,54 ,video,6346
936 58.62.203.255,10/Nov/2016:00:01:44 +0800,10,54 ,video,6695
937 27.38.183.139,10/Nov/2016:00:01:44 +0800,10,54 ,video,5210
938 39.174.34.217,10/Nov/2016:00:01:44 +0800,10,54 ,video,9882
939 113.87.161.137,10/Nov/2016:00:01:44 +0800,10,67 ,video,8006
940 59.47.8.86,10/Nov/2016:00:01:44 +0800,10,54 ,video,7599
941 58.217.142.142,10/Nov/2016:00:01:44 +0800,10,2041 ,video,6042
942 14.219.128.52,10/Nov/2016:00:01:44 +0800,10,66 ,video,3850
943 101.95.9.246,10/Nov/2016:00:01:44 +0800,10,54 ,video,11225
944 123.157.208.18,10/Nov/2016:00:01:44 +0800,10,54 ,video,7727
945 59.175.227.254,10/Nov/2016:00:01:44 +0800,10,54 ,video,8601
946 202.119.41.28,10/Nov/2016:00:01:44 +0800,10,1081 ,video,2801
947 120.198.231.150,10/Nov/2016:00:01:44 +0800,10,54 ,video,2671
948 14.219.128.52,10/Nov/2016:00:01:44 +0800,10,366 ,video,3850
949 110.65.101.188,10/Nov/2016:00:01:44 +0800,10,67 ,video,2225
950 14.151.213.221,10/Nov/2016:00:01:44 +0800,10,67 ,video,9817
951 202.119.41.28,10/Nov/2016:00:01:44 +0800,10,360 ,video,2801
952 211.80.84.252,10/Nov/2016:00:01:44 +0800,10,54 ,video,11091
953 14.219.128.52,10/Nov/2016:00:01:44 +0800,10,395 ,video,3850
954 222.73.203.30,10/Nov/2016:00:01:44 +0800,10,54 ,video,11176
955 58.217.142.142,10/Nov/2016:00:01:44 +0800,10,2353 ,video,6042
956 101.39.103.224,10/Nov/2016:00:01:44 +0800,10,72 ,video,1412
957 71.17.103.212,10/Nov/2016:00:01:44 +0800,10,6260 ,video,7076
958 183.240.25.11,10/Nov/2016:00:01:45 +0800,10,54 ,video,4472
959 218.83.152.2,10/Nov/2016:00:01:45 +0800,10,54 ,video,7226
960 180.157.62.124,10/Nov/2016:00:01:45 +0800,10,54 ,video,8692
961 14.219.128.52,10/Nov/2016:00:01:45 +0800,10,4221 ,video,3850
962 125.33.135.73,10/Nov/2016:00:01:45 +0800,10,54 ,video,3075
963 14.219.128.52,10/Nov/2016:00:01:45 +0800,10,448 ,video,3850
964 122.206.190.75,10/Nov/2016:00:01:45 +0800,10,2443 ,video,7707
965 58.217.142.142,10/Nov/2016:00:01:45 +0800,10,1539 ,video,6042
966 58.217.142.142,10/Nov/2016:00:01:45 +0800,10,0 ,video,6042
967 58.217.142.142,10/Nov/2016:00:01:45 +0800,10,0 ,video,6042
968 58.217.142.142,10/Nov/2016:00:01:45 +0800,10,0 ,video,6042
969 14.219.128.52,10/Nov/2016:00:01:45 +0800,10,366 ,video,3850
970 59.42.128.119,10/Nov/2016:00:01:45 +0800,10,67 ,video,5289
971 123.157.217.162,10/Nov/2016:00:01:45 +0800,10,54 ,video,1445
972 120.34.233.118,10/Nov/2016:00:01:45 +0800,10,54 ,video,3521
973 125.119.38.58,10/Nov/2016:00:01:45 +0800,10,141 ,video,12560
974 113.66.157.53,10/Nov/2016:00:01:45 +0800,10,67 ,video,7501
975 98.25.241.43,10/Nov/2016:00:01:45 +0800,10,67 ,video,2360
976 183.58.250.1,10/Nov/2016:00:01:45 +0800,10,54 ,video,4359
977 129.10.9.110,10/Nov/2016:00:01:45 +0800,10,141 ,video,1708
978 210.41.96.62,10/Nov/2016:00:01:45 +0800,10,67 ,video,3354
979 14.219.128.52,10/Nov/2016:00:01:45 +0800,10,2345 ,video,3850
980 120.198.231.151,10/Nov/2016:00:01:45 +0800,10,5823 ,video,4242
981 119.80.170.215,10/Nov/2016:00:01:45 +0800,10,54 ,video,10506
982 120.198.231.152,10/Nov/2016:00:01:45 +0800,10,54 ,video,12495
983 222.65.107.24,10/Nov/2016:00:01:45 +0800,10,67 ,video,7648
984 117.191.16.103,10/Nov/2016:00:01:45 +0800,10,54 ,video,12677
985 14.219.128.52,10/Nov/2016:00:01:45 +0800,10,2519 ,video,3850
986 116.231.133.23,10/Nov/2016:00:01:45 +0800,10,54 ,video,8940
987 125.47.60.164,10/Nov/2016:00:01:45 +0800,10,54 ,video,3521
988 115.193.172.253,10/Nov/2016:00:01:46 +0800,10,72 ,video,3078
989 183.45.120.249,10/Nov/2016:00:01:46 +0800,10,54 ,video,3521
990 114.250.95.200,10/Nov/2016:00:01:46 +0800,10,54 ,video,9973
991 114.248.224.214,10/Nov/2016:00:01:46 +0800,10,6690 ,video,1309
992 221.217.59.20,10/Nov/2016:00:01:46 +0800,10,54 ,video,5647
993 218.85.36.129,10/Nov/2016:00:01:46 +0800,10,54 ,video,12471
994 101.200.101.31,10/Nov/2016:00:01:46 +0800,10,524288 ,video,8175
995 111.85.126.197,10/Nov/2016:00:01:46 +0800,10,54 ,video,4443
996 60.186.194.249,10/Nov/2016:00:01:46 +0800,10,54 ,video,8601
997 171.8.148.158,10/Nov/2016:00:01:46 +0800,10,67 ,video,8292
998 183.45.120.249,10/Nov/2016:00:01:46 +0800,10,67 ,video,13108
999 120.198.231.150,10/Nov/2016:00:01:46 +0800,10,54 ,video,7227
1000 202.119.41.28,10/Nov/2016:00:01:46 +0800,10,4992 ,video,2801
1001 114.242.249.126,10/Nov/2016:00:01:46 +0800,10,54 ,video,11950
1002 117.151.58.220,10/Nov/2016:00:01:46 +0800,10,54 ,video,1805
1003 175.9.181.84,10/Nov/2016:00:01:46 +0800,10,54 ,video,9821
1004 14.219.128.52,10/Nov/2016:00:01:46 +0800,10,6696 ,video,3850
1005 202.119.41.28,10/Nov/2016:00:01:46 +0800,10,2635 ,video,2801
1006 101.30.71.71,10/Nov/2016:00:01:46 +0800,10,54 ,video,8541
1007 120.198.231.151,10/Nov/2016:00:01:46 +0800,10,339 ,video,4246
1008 202.119.41.28,10/Nov/2016:00:01:46 +0800,10,2910 ,video,2801
1009 125.71.99.165,10/Nov/2016:00:01:46 +0800,10,54 ,video,2524
1010 14.219.128.52,10/Nov/2016:00:01:46 +0800,10,72 ,video,3850
1011 1.30.162.63,10/Nov/2016:00:01:46 +0800,10,54 ,video,3639
1012 202.119.41.28,10/Nov/2016:00:01:46 +0800,10,348 ,video,2801
1013 61.154.14.45,10/Nov/2016:00:01:46 +0800,10,54 ,video,11704
1014 183.12.65.111,10/Nov/2016:00:01:47 +0800,10,54 ,video,2803
1015 221.233.125.242,10/Nov/2016:00:01:47 +0800,10,54 ,video,2949
1016 223.93.140.242,10/Nov/2016:00:01:47 +0800,10,54 ,video,9277
1017 117.152.72.30,10/Nov/2016:00:01:47 +0800,10,54 ,video,8743
1018 119.131.143.179,10/Nov/2016:00:01:47 +0800,10,1422 ,video,2402
1019 113.120.48.150,10/Nov/2016:00:01:47 +0800,10,54 ,video,5868
1020 120.198.231.151,10/Nov/2016:00:01:47 +0800,10,66 ,video,4246
1021 202.119.41.28,10/Nov/2016:00:01:47 +0800,10,4547 ,video,2801
1022 119.131.143.179,10/Nov/2016:00:01:47 +0800,10,2959 ,video,2402
1023 39.186.247.142,10/Nov/2016:00:01:47 +0800,10,54 ,video,2168
1024 112.64.60.228,10/Nov/2016:00:01:47 +0800,10,67 ,video,5995
1025 202.119.41.28,10/Nov/2016:00:01:47 +0800,10,4253 ,video,2801
1026 218.18.222.206,10/Nov/2016:00:01:47 +0800,10,54 ,video,481
1027 120.39.8.104,10/Nov/2016:00:01:47 +0800,10,54 ,video,6688
1028 119.131.143.179,10/Nov/2016:00:01:47 +0800,10,17700 ,video,2402
1029 119.39.67.214,10/Nov/2016:00:01:47 +0800,10,54 ,video,1459
1030 120.198.231.151,10/Nov/2016:00:01:47 +0800,10,312 ,video,4246
1031 120.198.231.152,10/Nov/2016:00:01:47 +0800,10,67 ,video,11671
1032 218.29.60.105,10/Nov/2016:00:01:47 +0800,10,54 ,video,12485
1033 221.11.20.109,10/Nov/2016:00:01:47 +0800,10,54 ,video,5475
1034 119.131.143.179,10/Nov/2016:00:01:47 +0800,10,72 ,video,2402
1035 113.87.161.137,10/Nov/2016:00:01:47 +0800,10,6361 ,video,8006
1036 202.119.41.28,10/Nov/2016:00:01:47 +0800,10,9013 ,video,2801
1037 125.71.163.15,10/Nov/2016:00:01:47 +0800,10,54 ,video,12898
1038 202.119.41.28,10/Nov/2016:00:01:47 +0800,10,72 ,video,2801
1039 114.242.167.68,10/Nov/2016:00:01:47 +0800,10,54 ,video,4451
1040 120.236.154.145,10/Nov/2016:00:01:48 +0800,10,54 ,video,8990
1041 119.131.143.179,10/Nov/2016:00:01:48 +0800,10,66 ,video,2402
1042 171.34.223.30,10/Nov/2016:00:01:48 +0800,10,54 ,video,3663
1043 119.131.143.179,10/Nov/2016:00:01:48 +0800,10,390 ,video,2402
1044 219.82.237.114,10/Nov/2016:00:01:48 +0800,10,54 ,video,1501
1045 120.198.231.151,10/Nov/2016:00:01:48 +0800,10,72 ,video,4246
1046 171.113.106.131,10/Nov/2016:00:01:48 +0800,10,54 ,video,12136
1047 14.219.128.52,10/Nov/2016:00:01:48 +0800,10,6696 ,video,3850
1048 119.131.143.179,10/Nov/2016:00:01:48 +0800,10,1081 ,video,2402
1049 119.131.143.179,10/Nov/2016:00:01:48 +0800,10,4373 ,video,2402
1050 221.226.97.31,10/Nov/2016:00:01:48 +0800,10,54 ,video,4980
1051 14.120.160.170,10/Nov/2016:00:01:48 +0800,10,54 ,video,6407
1052 223.72.105.208,10/Nov/2016:00:01:48 +0800,10,54 ,video,5646
1053 173.254.225.7,10/Nov/2016:00:01:48 +0800,10,5 ,video,12814
1054 222.216.31.41,10/Nov/2016:00:01:48 +0800,10,54 ,video,1706
1055 101.229.244.33,10/Nov/2016:00:01:48 +0800,10,353 ,video,2030
1056 112.10.158.199,10/Nov/2016:00:01:48 +0800,10,54 ,video,7647
1057 115.156.237.9,10/Nov/2016:00:01:48 +0800,10,67 ,video,10966
1058 125.119.38.58,10/Nov/2016:00:01:49 +0800,10,67 ,video,12560
1059 125.90.49.233,10/Nov/2016:00:01:49 +0800,10,54 ,video,7714
1060 106.185.43.251,10/Nov/2016:00:01:49 +0800,10,72 ,video,11950
1061 180.155.124.103,10/Nov/2016:00:01:49 +0800,10,67 ,video,4710
1062 61.51.249.58,10/Nov/2016:00:01:49 +0800,10,54 ,video,1627
1063 183.240.27.98,10/Nov/2016:00:01:49 +0800,10,66 ,video,2779
1064 119.131.143.179,10/Nov/2016:00:01:49 +0800,10,354 ,video,2402
1065 101.229.244.33,10/Nov/2016:00:01:49 +0800,10,1246 ,video,2030
1066 180.155.124.103,10/Nov/2016:00:01:49 +0800,10,67 ,video,5984
1067 101.69.240.6,10/Nov/2016:00:01:49 +0800,10,54 ,video,4441
1068 58.249.67.242,10/Nov/2016:00:01:49 +0800,10,67 ,video,11018
1069 27.18.106.137,10/Nov/2016:00:01:49 +0800,10,54 ,video,6710
1070 101.229.244.33,10/Nov/2016:00:01:49 +0800,10,72 ,video,2030
1071 125.119.38.58,10/Nov/2016:00:01:49 +0800,10,6152 ,video,12560
1072 111.201.154.45,10/Nov/2016:00:01:49 +0800,10,54 ,video,11614
1073 119.131.143.179,10/Nov/2016:00:01:49 +0800,10,354 ,video,2402
1074 123.82.184.10,10/Nov/2016:00:01:49 +0800,10,54 ,video,4417
1075 175.25.164.134,10/Nov/2016:00:01:49 +0800,10,54 ,video,8086
1076 117.151.45.16,10/Nov/2016:00:01:49 +0800,10,54 ,video,7423
1077 125.119.38.58,10/Nov/2016:00:01:49 +0800,10,2958 ,video,12552
1078 101.229.244.33,10/Nov/2016:00:01:49 +0800,10,2700 ,video,2030
1079 120.41.120.245,10/Nov/2016:00:01:49 +0800,10,141 ,video,5984
1080 113.140.11.120,10/Nov/2016:00:01:49 +0800,10,54 ,video,1448
1081 120.236.174.170,10/Nov/2016:00:01:49 +0800,10,54 ,video,2007
1082 101.229.244.33,10/Nov/2016:00:01:49 +0800,10,4285 ,video,2030
1083 101.229.244.33,10/Nov/2016:00:01:49 +0800,10,137 ,video,2030
1084 173.254.225.7,10/Nov/2016:00:01:49 +0800,10,1774 ,video,12814
1085 218.30.109.26,10/Nov/2016:00:01:49 +0800,10,54 ,video,5940
1086 115.236.164.58,10/Nov/2016:00:01:49 +0800,10,54 ,video,1803
1087 182.119.231.213,10/Nov/2016:00:01:49 +0800,10,54 ,video,4187
1088 114.255.40.55,10/Nov/2016:00:01:49 +0800,10,54 ,video,5537
1089 59.40.133.15,10/Nov/2016:00:01:49 +0800,10,67 ,video,7846
1090 183.157.31.247,10/Nov/2016:00:01:49 +0800,10,329 ,video,12552
1091 222.44.80.121,10/Nov/2016:00:01:49 +0800,10,54 ,video,492
1092 183.240.27.98,10/Nov/2016:00:01:49 +0800,10,72 ,video,2779
1093 122.70.48.217,10/Nov/2016:00:01:49 +0800,10,54 ,video,12499
1094 115.60.58.190,10/Nov/2016:00:01:49 +0800,10,54 ,video,2496
1095 183.157.31.247,10/Nov/2016:00:01:49 +0800,10,74 ,video,12552
1096 101.229.244.33,10/Nov/2016:00:01:49 +0800,10,353 ,video,2030
1097 123.182.240.4,10/Nov/2016:00:01:50 +0800,10,141 ,video,6553
1098 14.219.128.52,10/Nov/2016:00:01:50 +0800,10,54 ,video,3850
1099 111.198.26.195,10/Nov/2016:00:01:50 +0800,10,54 ,video,4187
1100 120.198.231.154,10/Nov/2016:00:01:50 +0800,10,67 ,video,456
1101 183.240.27.98,10/Nov/2016:00:01:50 +0800,10,1188 ,video,2779
1102 119.131.153.247,10/Nov/2016:00:01:50 +0800,10,54 ,video,1948
1103 42.236.157.243,10/Nov/2016:00:01:50 +0800,10,141 ,video,10694
1104 59.63.249.142,10/Nov/2016:00:01:50 +0800,10,54 ,video,7254
1105 120.52.92.2,10/Nov/2016:00:01:50 +0800,10,67 ,video,13171
1106 218.17.157.250,10/Nov/2016:00:01:50 +0800,10,54 ,video,11201
1107 116.77.239.141,10/Nov/2016:00:01:50 +0800,10,2957 ,video,6541
1108 59.46.24.56,10/Nov/2016:00:01:50 +0800,10,54 ,video,5639
1109 119.131.143.179,10/Nov/2016:00:01:50 +0800,10,2635 ,video,2402
1110 124.205.5.242,10/Nov/2016:00:01:50 +0800,10,54 ,video,2170
1111 101.229.244.33,10/Nov/2016:00:01:50 +0800,10,1891 ,video,2030
1112 125.119.38.58,10/Nov/2016:00:01:50 +0800,10,621 ,video,12552
1113 218.244.198.7,10/Nov/2016:00:01:50 +0800,10,54 ,video,1803
1114 116.77.239.141,10/Nov/2016:00:01:50 +0800,10,322 ,video,6541
1115 101.229.244.33,10/Nov/2016:00:01:50 +0800,10,4285 ,video,2030
1116 119.101.92.177,10/Nov/2016:00:01:50 +0800,10,54 ,video,1430
1117 124.193.169.82,10/Nov/2016:00:01:50 +0800,10,54 ,video,12051
1118 112.10.127.193,10/Nov/2016:00:01:50 +0800,10,54 ,video,9819
1119 183.11.223.82,10/Nov/2016:00:01:50 +0800,10,54 ,video,10652
1120 125.119.38.58,10/Nov/2016:00:01:50 +0800,10,141 ,video,12552
1121 183.157.31.247,10/Nov/2016:00:01:50 +0800,10,3705 ,video,12552
1122 119.131.143.179,10/Nov/2016:00:01:50 +0800,10,4465 ,video,2402
1123 114.248.224.214,10/Nov/2016:00:01:50 +0800,10,54 ,video,1309
1124 125.119.38.58,10/Nov/2016:00:01:50 +0800,10,3705 ,video,12552
1125 115.216.30.106,10/Nov/2016:00:01:50 +0800,10,54 ,video,9136
1126 47.88.213.206,10/Nov/2016:00:01:50 +0800,10,54 ,video,5553
1127 183.240.27.98,10/Nov/2016:00:01:50 +0800,10,2345 ,video,2779
1128 101.229.244.33,10/Nov/2016:00:01:50 +0800,10,342 ,video,2030
1129 101.229.244.33,10/Nov/2016:00:01:50 +0800,10,74 ,video,2030
1130 183.157.31.247,10/Nov/2016:00:01:50 +0800,10,312 ,video,12552
1131 117.147.54.119,10/Nov/2016:00:01:50 +0800,10,54 ,video,2210
1132 114.248.224.214,10/Nov/2016:00:01:50 +0800,10,8875 ,video,1309
1133 124.79.111.37,10/Nov/2016:00:01:50 +0800,10,54 ,video,10834
1134 116.77.239.141,10/Nov/2016:00:01:50 +0800,10,322 ,video,6541
1135 125.119.38.58,10/Nov/2016:00:01:50 +0800,10,2472 ,video,12552
1136 119.131.143.179,10/Nov/2016:00:01:50 +0800,10,327 ,video,2402
1137 116.77.239.141,10/Nov/2016:00:01:50 +0800,10,66 ,video,6541
1138 117.147.54.119,10/Nov/2016:00:01:50 +0800,10,67 ,video,10656
1139 58.100.180.246,10/Nov/2016:00:01:50 +0800,10,54 ,video,3628
1140 123.14.16.49,10/Nov/2016:00:01:50 +0800,10,54 ,video,3296
1141 115.231.149.114,10/Nov/2016:00:01:50 +0800,10,54 ,video,11330
1142 125.119.38.58,10/Nov/2016:00:01:51 +0800,10,72 ,video,12552
1143 101.229.244.33,10/Nov/2016:00:01:51 +0800,10,6382 ,video,2030
1144 183.240.27.98,10/Nov/2016:00:01:51 +0800,10,7753 ,video,2779
1145 222.79.80.123,10/Nov/2016:00:01:51 +0800,10,67 ,video,2032
1146 124.207.69.26,10/Nov/2016:00:01:51 +0800,10,54 ,video,2138
1147 183.17.238.190,10/Nov/2016:00:01:51 +0800,10,54 ,video,9885
1148 58.135.115.122,10/Nov/2016:00:01:51 +0800,10,54 ,video,394
1149 183.240.27.98,10/Nov/2016:00:01:51 +0800,10,4519 ,video,2779
1150 219.143.13.59,10/Nov/2016:00:01:51 +0800,10,54 ,video,3474
1151 101.229.244.33,10/Nov/2016:00:01:51 +0800,10,72 ,video,2030
1152 122.224.99.166,10/Nov/2016:00:01:51 +0800,10,54 ,video,7857
1153 183.128.164.83,10/Nov/2016:00:01:51 +0800,10,54 ,video,10802
1154 140.205.253.147,10/Nov/2016:00:01:51 +0800,10,524288 ,video,2030
1155 125.119.38.58,10/Nov/2016:00:01:51 +0800,10,6152 ,video,12552
1156 183.240.27.98,10/Nov/2016:00:01:51 +0800,10,361 ,video,2779
1157 59.42.206.250,10/Nov/2016:00:01:51 +0800,10,67 ,video,12466
1158 180.167.7.200,10/Nov/2016:00:01:51 +0800,10,54 ,video,3479
1159 218.28.137.3,10/Nov/2016:00:01:51 +0800,10,54 ,video,4018
1160 120.198.231.152,10/Nov/2016:00:01:51 +0800,10,67 ,video,7475
1161 125.119.38.58,10/Nov/2016:00:01:51 +0800,10,72 ,video,12552
1162 101.229.244.33,10/Nov/2016:00:01:51 +0800,10,6382 ,video,2030
1163 119.131.143.179,10/Nov/2016:00:01:51 +0800,10,72 ,video,2402
1164 110.17.128.214,10/Nov/2016:00:01:51 +0800,10,54 ,video,4443
1165 125.119.38.58,10/Nov/2016:00:01:51 +0800,10,66 ,video,12552
1166 45.78.18.110,10/Nov/2016:00:01:51 +0800,10,54 ,video,4451
1167 202.119.41.28,10/Nov/2016:00:01:51 +0800,10,9013 ,video,2801
1168 182.100.43.246,10/Nov/2016:00:01:51 +0800,10,67 ,video,8322
1169 39.184.237.240,10/Nov/2016:00:01:51 +0800,10,66 ,video,10686
1170 183.240.27.98,10/Nov/2016:00:01:51 +0800,10,2865 ,video,2779
1171 115.35.190.57,10/Nov/2016:00:01:51 +0800,10,54 ,video,11825
1172 125.119.38.58,10/Nov/2016:00:01:51 +0800,10,6152 ,video,12552
1173 101.38.157.182,10/Nov/2016:00:01:51 +0800,10,67 ,video,2163
1174 116.77.239.141,10/Nov/2016:00:01:51 +0800,10,4882 ,video,6541
1175 115.174.68.92,10/Nov/2016:00:01:51 +0800,10,67 ,video,9804
1176 125.119.38.58,10/Nov/2016:00:01:51 +0800,10,329 ,video,12552
1177 125.81.90.200,10/Nov/2016:00:01:51 +0800,10,54 ,video,8143
1178 39.184.237.240,10/Nov/2016:00:01:52 +0800,10,72 ,video,10686
1179 183.240.27.98,10/Nov/2016:00:01:52 +0800,10,7753 ,video,2779
1180 116.213.171.153,10/Nov/2016:00:01:52 +0800,10,54 ,video,1748
1181 140.205.253.135,10/Nov/2016:00:01:52 +0800,10,524288 ,video,11724
1182 58.48.139.85,10/Nov/2016:00:01:52 +0800,10,54 ,video,9088
1183 183.45.18.241,10/Nov/2016:00:01:52 +0800,10,54 ,video,7726
1184 112.16.92.55,10/Nov/2016:00:01:52 +0800,10,54 ,video,3661
1185 125.119.38.58,10/Nov/2016:00:01:52 +0800,10,2195 ,video,12552
1186 116.77.239.141,10/Nov/2016:00:01:52 +0800,10,72 ,video,6541
1187 222.35.76.74,10/Nov/2016:00:01:52 +0800,10,54 ,video,2938
1188 59.33.240.171,10/Nov/2016:00:01:52 +0800,10,54 ,video,10290
1189 140.205.253.135,10/Nov/2016:00:01:52 +0800,10,524288 ,video,11724
1190 125.122.26.81,10/Nov/2016:00:01:52 +0800,10,141 ,video,3225
1191 39.184.237.240,10/Nov/2016:00:01:52 +0800,10,2411 ,video,10686
1192 116.77.239.141,10/Nov/2016:00:01:52 +0800,10,54 ,video,6541
1193 45.115.145.36,10/Nov/2016:00:01:52 +0800,10,54 ,video,3474
1194 59.111.99.119,10/Nov/2016:00:01:52 +0800,10,54 ,video,1625
1195 120.52.94.109,10/Nov/2016:00:01:52 +0800,10,54 ,video,4588
1196 39.184.237.240,10/Nov/2016:00:01:52 +0800,10,312 ,video,10686
1197 122.224.33.106,10/Nov/2016:00:01:52 +0800,10,54 ,video,1090
1198 183.60.162.112,10/Nov/2016:00:01:52 +0800,10,6127 ,video,12353
1199 183.60.162.107,10/Nov/2016:00:01:52 +0800,10,54 ,video,7767
1200 39.184.237.240,10/Nov/2016:00:01:52 +0800,10,361 ,video,10686
1201 42.234.105.133,10/Nov/2016:00:01:52 +0800,10,54 ,video,2860
1202 39.184.237.240,10/Nov/2016:00:01:52 +0800,10,2353 ,video,10686
1203 60.22.87.125,10/Nov/2016:00:01:52 +0800,10,54 ,video,1336
1204 101.200.101.21,10/Nov/2016:00:01:53 +0800,10,524288 ,video,10506
1205 58.248.197.207,10/Nov/2016:00:01:53 +0800,10,67 ,video,7063
1206 171.217.174.22,10/Nov/2016:00:01:53 +0800,10,54 ,video,4215
1207 60.191.78.148,10/Nov/2016:00:01:53 +0800,10,54 ,video,3590
1208 116.77.239.141,10/Nov/2016:00:01:53 +0800,10,7663 ,video,6541
1209 119.57.253.66,10/Nov/2016:00:01:53 +0800,10,54 ,video,2752
1210 39.184.237.240,10/Nov/2016:00:01:53 +0800,10,6685 ,video,10686
1211 180.160.68.63,10/Nov/2016:00:01:53 +0800,10,141 ,video,2634
1212 222.178.202.115,10/Nov/2016:00:01:53 +0800,10,54 ,video,3305
1213 140.207.223.189,10/Nov/2016:00:01:53 +0800,10,67 ,video,13192
1214 117.181.194.121,10/Nov/2016:00:01:53 +0800,10,54 ,video,2314
1215 210.30.109.61,10/Nov/2016:00:01:53 +0800,10,67 ,video,5911
1216 39.184.237.240,10/Nov/2016:00:01:53 +0800,10,3758 ,video,10686
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 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。
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