基于python3.7 numpy scipy matplotlib sklearn的机器学习笔记2-DBSCAN算法实现

DBSCAN DBSCAN 算法是一种基于密度的聚类：
• 聚类的时候不需要预先指定簇个数
• 最终簇的个数不定

DBSCAN DBSCAN 算法将数据点分为三类：
• 核心 点：在半径 Eps 内含有超过 MinPts MinPts 数目的 点
• 边界点：在半径 Eps 内点的数量小于 MinPts MinPts ，但是落在核心点的邻域 内
• 噪声点：既不是核心点也不是边界点的点

实验数据

现有大学校园网的日志数据 ，290 条大学生的校园网使用情况数据 条大学生的校园网使用情况数据 ，数据包 括用户 ID ，设备的 MAC 地址 ，IP 地址 ，开始上网时间 开始上网时间 ，停止上网时间 ，上 网时长 ，校园网套餐等 。利用已有数据 ，分析学生上网的模式 。

2c929293466b97a6014754607e457d68,U201215025,A417314EEA7B,10.12.49.26,2014-07-20 22:44:18.540000000,2014-07-20 23:10:16.540000000,1558,15,本科生动态IP模版,100元每半年,internet
2c929293466b97a60147546099a57d81,U201116197,F0DEF1C78366,222.20.71.38,2014-07-20 12:14:21.380000000,2014-07-20 23:25:22.380000000,40261,1,本科生动态IP模版,20元每月,internet
2c929293466b97a60147546099fa7d86,M201373803,88539523E88D,10.12.59.230,2014-07-20 22:56:41.593000000,2014-07-20 23:25:22.593000000,1721,15,研究生动态IP模版,计天,internet
2c929293466b97a6014754609a137d88,M201370611,F0DEF167324F,218.197.241.94,2014-07-20 23:19:30.930000000,2014-07-20 23:25:21.930000000,351,1,研究生动态IP模版,20元包月,internet
2c929293466b97a601475460ab577d99,U201112081,B888E3813D3C,218.197.229.5,2014-07-20 16:51:56.657000000,2014-07-20 23:24:40.657000000,23564,1,本科生动态IP模版,1元每天,internet
2c929293466b97a601475460ae397d9e,U201114462,E4D53D56E6DD,10.12.67.39,2014-07-20 23:06:05.413000000,2014-07-20 23:25:27.413000000,1162,15,本科生动态IP模版,20元每月,internet
2c929293466b97a601475460b4047da6,M201370069,E0DB55ACB504,222.20.118.5,2014-07-20 22:26:21.753000000,2014-07-20 23:25:21.753000000,3540,1,研究生动态IP模版,计天,internet
2c929293466b97a601475460b4397da8,U201211086,208984D919A3,222.20.49.33,2014-07-20 23:14:48.283000000,2014-07-20 23:25:29.283000000,641,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475460b5037dac,D201377912,E89A8F3D7456,218.197.252.167,2014-07-20 20:32:24.337000000,2014-07-20 23:25:09.337000000,10365,1,研究生动态IP模版,20元包月,internet
2c929293466b97a601475460b5067dae,M201374810,705AB6526544,211.67.24.43,2014-07-20 19:00:23.740000000,2014-07-20 23:25:29.733000000,15906,1,研究生动态IP模版,20元包月,internet
2c929293466b97a601475460badb7db2,D200877285,003018A2A3D6,0.0.0.0,2014-07-20 23:25:24.877000000,2014-07-20 23:25:30.877000000,6,1,研究生动态IP模版,20元包月,internet
2c929293466b97a601475461524f7e42,M201370057,2C27D7E3915F,222.20.117.53,2014-07-20 22:11:39.693000000,2014-07-20 23:26:00.693000000,4461,1,研究生动态IP模版,5元包周,internet
2c929293466b97a6014754615bf47e4d,I20143064,F025B73360CF,10.10.28.198,2014-07-20 23:24:14.287000000,2014-07-20 23:26:12.287000000,118,15,研究生动态IP模版,20元包月,internet
2c929293466b97a601475461c6a37e99,U201112615,089E01A89D01,222.20.70.165,2014-07-20 23:23:59.167000000,2014-07-20 23:26:39.167000000,160,1,本科生动态IP模版,5元每周,internet
2c929293466b97a601475461d8d07ea8,U201211324,B8AC6FCB9622,218.197.215.170,2014-07-20 21:10:31.783000000,2014-07-20 23:26:27.783000000,8156,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475461de047eaa,M201372084,089E0164D934,222.20.109.52,2014-07-20 18:29:56.677000000,2014-07-20 23:26:10.677000000,17774,1,研究生动态IP模版,20元包月,internet
2c929293466b97a601475461fdaf7ed0,U201116897,B870F41C4546,218.197.196.6,2014-07-20 16:40:34.363000000,2014-07-20 23:26:06.363000000,24332,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475462638c7f35,U201116016,DC0EA1775D2B,222.20.71.74,2014-07-20 21:47:09.797000000,2014-07-20 23:27:19.797000000,6010,1,本科生动态IP模版,20元每月,internet
2c929293466b97a60147546267317f3b,U201116513,441EA1CF5738,222.20.73.184,2014-07-20 18:52:40.370000000,2014-07-20 23:27:20.370000000,16480,1,本科生动态IP模版,1元每天,internet
2c929293466b97a6014754629f8a7f70,U201113778,E0699541FA07,222.20.27.19,2014-07-20 23:08:56.740000000,2014-07-20 23:27:32.740000000,1116,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475462ae207f77,M201372910,00269E0E5F52,218.197.243.15,2014-07-20 23:11:22.590000000,2014-07-20 23:27:36.590000000,974,1,研究生动态IP模版,20元包月,internet
2c929293466b97a601475460c1567dbb,U201116056,F0BF974651EE,222.20.71.18,2014-07-20 17:48:20.427000000,2014-07-20 23:25:32.887000000,20232,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475460d6a97dc9,U201111687,B888E38E1544,218.197.201.50,2014-07-20 23:14:47.400000000,2014-07-20 23:25:36.400000000,649,1,本科生动态IP模版,1元每天,internet
2c929293466b97a601475460d79e7dcb,U201212463,F0DEF1C42DC8,222.20.83.11,2014-07-20 21:49:46.950000000,2014-07-20 23:25:37.950000000,5751,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475460d9ec7dcd,U201211104,848F69D1D14A,222.20.49.216,2014-07-20 08:04:54.490000000,2014-07-20 23:25:38.490000000,55244,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475460e2af7dd5,U201212596,88AE1D377CC5,222.20.42.44,2014-07-20 16:20:37.580000000,2014-07-20 23:24:51.580000000,25454,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475460ed987dd9,U201010190,B870F43A0C49,218.197.226.44,2014-07-20 23:24:49.660000000,2014-07-20 23:25:44.660000000,55,1,本科生动态IP模版,5元每周,internet
2c929293466b97a601475460fea97deb,M201374416,000822E6D0EC,10.10.21.107,2014-07-20 23:24:51.170000000,2014-07-20 23:25:48.170000000,57,15,研究生动态IP模版,20元包月,internet
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2c929293466b97a601475460ce727dc1,U201311220,206A8A7A74DB,222.20.51.194,2014-07-20 20:30:36.373000000,2014-07-20 23:25:35.373000000,10499,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475460ce9c7dc3,U201213883,B888E37AEFC3,222.20.31.27,2014-07-20 20:52:35.660000000,2014-07-20 23:25:18.660000000,9163,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475460d0e37dc5,4277711310107,F0DEF18842EB,0.0.0.0,2014-07-20 15:01:28.363000000,2014-07-20 23:24:38.363000000,30190,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475460e0087dd1,D201177753,E89A8F9E559B,218.197.254.19,2014-07-20 22:26:49.257000000,2014-07-20 23:25:33.257000000,3524,1,研究生动态IP模版,计天,internet
2c929293466b97a60147546106e27df8,U201217284,0090F5E2D903,0.0.0.0,2014-07-20 23:00:45.973000000,2014-07-20 23:00:45.973000000,0,1,本科生动态IP模版,5元每周,internet
2c929293466b97a60147546122287e16,U201116334,E89A8FB83D48,222.20.77.226,2014-07-20 22:37:02.370000000,2014-07-20 23:25:57.370000000,2935,1,本科生动态IP模版,20元每月,internet
2c929293466b97a60147546145dd7e36,U201014959,208984F4EDB3,218.197.211.69,2014-07-20 22:08:11.733000000,2014-07-20 23:25:57.733000000,4666,1,本科生动态IP模版,20元每月,internet
2c929293466b97a6014754615ff07e4f,M201372100,206A8A127818,115.156.185.81,2014-07-20 22:46:03.457000000,2014-07-20 23:26:08.457000000,2405,1,研究生动态IP模版,计天,internet
2c929293466b97a60147546135ac7e29,M201274883,002219D144A7,211.67.24.11,2014-07-20 23:11:41.110000000,2014-07-20 23:26:02.110000000,861,1,研究生动态IP模版,计天,internet
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2c929293466b97a60147546158157e45,U201013064,F04DA28894B9,222.20.108.81,2014-07-20 15:50:43.410000000,2014-07-20 23:25:18.410000000,27275,1,本科生动态IP模版,20元每月,internet
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2c929293466b97a6014754617a727e5c,U201117696,60EB69DFB7CD,222.20.63.36,2014-07-20 23:18:59.507000000,2014-07-20 23:26:19.507000000,440,1,本科生动态IP模版,5元每周,internet
2c929293466b97a60147546184b77e69,M201273965,00E04C37009D,115.156.129.43,2014-07-20 23:22:03.757000000,2014-07-20 23:26:21.757000000,258,1,研究生动态IP模版,100元包半年,internet
2c929293466b97a601475461b33c7e7a,U201111673,B870F428ADEE,218.197.208.68,2014-07-20 22:58:47.940000000,2014-07-20 23:26:30.940000000,1663,1,本科生动态IP模版,5元每周,internet
2c929293466b97a601475461b4a97e7e,U201116381,E89A8FDE365A,222.20.21.23,2014-07-20 22:50:07.763000000,2014-07-20 23:26:34.763000000,2187,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a601475461bf467e8d,U201013107,207C8F7970E0,10.10.8.249,2014-07-20 20:23:45.977000000,2014-07-20 23:26:37.893000000,10972,15,本科生动态IP模版,1元每天,internet
2c929293466b97a601475461c0a07e8f,U201315898,B888E3F1F489,222.20.16.20,2014-07-20 19:18:53.770000000,2014-07-20 23:26:08.770000000,14835,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475462b10a7f7a,M201374896,E0DB5591311A,211.67.24.8,2014-07-20 23:19:17.140000000,2014-07-20 23:27:39.140000000,502,1,研究生动态IP模版,20元包月,internet
2c929293466b97a601475462b4b17f84,U201112683,089E01DDF5ED,222.20.42.30,2014-07-20 21:30:13.603000000,2014-07-20 23:27:26.603000000,7033,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475462f8de7fbf,U201310378,74D02B76143D,0.0.0.0,2014-07-20 23:27:24.680000000,2014-07-20 23:27:58.680000000,34,1,本科生动态IP模版,5元每周,internet
2c929293466b97a601475462fe9d7fc7,U201117063,14DAE9553DE2,222.20.57.197,2014-07-20 14:11:39.787000000,2014-07-20 23:27:58.787000000,33379,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475462ff777fc9,U201116192,047D7B5F371A,222.20.71.1,2014-07-20 21:41:08.993000000,2014-07-20 23:27:59.863000000,6411,1,本科生动态IP模版,20元每月,internet
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2c929293466b97a6014754618e997e6b,U201015148,B8AC6F61927D,218.197.214.14,2014-07-20 23:07:26.587000000,2014-07-20 23:26:22.587000000,1136,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475461afe57e76,U201110895,24B6FD0760C3,222.20.52.108,2014-07-20 20:41:13.290000000,2014-07-20 23:26:33.290000000,9920,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475461aff67e78,M201371426,5CFF35078796,211.67.28.19,2014-07-20 21:04:53.303000000,2014-07-20 23:26:17.303000000,8484,1,研究生动态IP模版,计天,internet
2c929293466b97a601475461e52f7eaf,M201372743,00269EE588F3,222.20.108.98,2014-07-20 21:14:20.570000000,2014-07-20 23:26:31.570000000,7931,1,研究生动态IP模版,20元包月,internet
2c929293466b97a6014754621ed57ee5,U201111487,F0DEF1DAD03E,218.197.208.123,2014-07-20 10:23:52.797000000,2014-07-20 23:25:30.797000000,46898,1,本科生动态IP模版,1元每天,internet
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2c929293466b97a6014754622d9b7efb,M201371625,00909E9D9FD5,222.20.6.192,2014-07-20 18:46:25.113000000,2014-07-20 23:26:33.113000000,16808,1,研究生动态IP模版,20元包月,internet
2c929293466b97a6014754623b9f7f07,M201370106,E0CB4E5B4B72,218.197.208.57,2014-07-20 22:46:07.270000000,2014-07-20 23:27:04.270000000,2457,1,研究生动态IP模版,100元包半年,internet
2c929293466b97a60147546249077f12,M201370633,C46AB7FAD86C,10.10.30.19,2014-07-20 23:18:03.440000000,2014-07-20 23:27:13.160000000,550,15,研究生动态IP模版,计天,internet
2c929293466b97a601475461f5d47ec8,M201372496,90E6BA6CDA95,211.67.25.89,2014-07-20 20:27:06.100000000,2014-07-20 23:26:51.860000000,10786,1,研究生动态IP模版,20元包月,internet
2c929293466b97a601475461f9007ecc,U201114564,DC0EA168FD30,218.197.227.49,2014-07-20 23:25:35.507000000,2014-07-20 23:26:52.507000000,77,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475461fc237ece,D201077473,B888E3E5C788,218.197.254.24,2014-07-20 19:12:24.537000000,2014-07-20 23:26:23.537000000,15239,1,研究生动态IP模版,计天,internet
2c929293466b97a60147546209df7ed6,M201370788,F81EDFEC7CC9,10.12.59.29,2014-07-20 21:18:14.793000000,2014-07-20 23:26:56.793000000,7722,15,研究生动态IP模版,20元包月,internet
2c929293466b97a6014754621bd07ee1,U201113070,2089849804A2,222.20.37.83,2014-07-20 23:01:40.203000000,2014-07-20 23:26:58.203000000,1518,1,本科生动态IP模版,20元每月,internet
2c929293466b97a60147546223f27ef0,D201377863,E89A8F90C55F,218.197.252.87,2014-07-20 23:11:01.180000000,2014-07-20 23:27:01.180000000,960,1,研究生动态IP模版,100元包半年,internet
2c929293466b97a6014754624e497f1b,M201274015,F0DEF1A707C2,115.156.129.25,2014-07-20 20:00:04.313000000,2014-07-20 23:26:50.313000000,12406,1,研究生动态IP模版,20元包月,internet
2c929293466b97a60147546257267f2a,U201114075,E0CA9427F2F1,10.12.52.73,2014-07-20 21:39:22.183000000,2014-07-20 23:27:16.773000000,6475,15,本科生动态IP模版,100元每半年,internet
2c929293466b97a6014754625c047f2e,D201277164,3085A9A0A617,115.156.238.73,2014-07-20 22:57:25.967000000,2014-07-20 23:27:17.967000000,1792,1,研究生动态IP模版,计天,internet
2c929293466b97a6014754626e687f43,U201113897,10BF480BD14F,222.20.17.90,2014-07-20 23:17:40.853000000,2014-07-20 23:27:20.853000000,580,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a60147546266757f38,U201115672,DC0EA1A53AC9,222.20.60.144,2014-07-20 15:26:59.827000000,2014-07-20 23:27:20.693000000,28821,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475462735d7f4b,U201217304,5CF9DD3D5EF0,222.20.52.228,2014-07-20 20:14:01.457000000,2014-07-20 20:15:07.457000000,66,1,本科生动态IP模版,20元每月,internet
2c929293466b97a60147546294377f66,U201116906,F0DEF19C2E6A,218.197.196.14,2014-07-20 22:24:19.223000000,2014-07-20 23:27:24.223000000,3785,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a601475463500c0016,U201115636,B888E32E7A11,218.197.211.71,2014-07-20 22:16:56.300000000,2014-07-20 23:28:11.300000000,4275,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a60147546377510048,U201210064,3085A9258302,218.197.219.12,2014-07-20 21:52:42.310000000,2014-07-20 23:28:19.310000000,5737,1,本科生动态IP模版,20元每月,internet
2c929293466b97a60147546379190050,M201274184,94DBC9382D18,10.10.9.192,2014-07-20 20:35:07.307000000,2014-07-20 23:28:31.100000000,10404,15,研究生动态IP模版,计天,internet
2c929293466b97a60147546379990052,U201313961,0090F5FB048E,222.20.18.37,2014-07-20 22:58:28.453000000,2014-07-20 23:28:27.453000000,1799,1,本科生动态IP模版,20元每月,internet
2c929293466b97a6014754637c8e0056,U201210660,88308A63325C,10.10.64.165,2014-07-20 23:01:14.780000000,2014-07-20 23:28:31.780000000,1637,15,本科生动态IP模版,100元每半年,internet
2c929293466b97a6014754637da80059,U201113632,DC0EA1FE1238,222.20.68.97,2014-07-20 12:01:25.100000000,2014-07-20 23:28:31.100000000,41226,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475462715d7f47,U201010121,089E01ACCADC,0.0.0.0,2014-07-20 23:27:23.313000000,2014-07-20 23:27:23.313000000,0,1,本科生动态IP模版,20元每月,internet
2c929293466b97a6014754633c040004,U201114903,F0DEF1B6861A,222.20.14.110,2014-07-20 21:36:58.957000000,2014-07-20 23:28:01.957000000,6663,1,本科生动态IP模版,20元每月,internet
2c929293466b97a6014754633fec0009,U201115154,74D02BC12128,222.20.15.79,2014-07-20 18:45:48.787000000,2014-07-20 23:27:42.787000000,16914,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a6014754636fbc0037,U201212206,0090F5EAA7A0,222.20.50.74,2014-07-20 08:45:00.223000000,2014-07-20 23:28:28.223000000,53008,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a60147546370c3003b,U201116194,2C27D7EB191A,222.20.71.42,2014-07-20 20:42:30.990000000,2014-07-20 23:28:28.867000000,9958,1,本科生动态IP模版,20元每月,internet
2c929293466b97a60147546375d90042,U201214581,3C970E03E914,222.20.67.191,2014-07-20 09:57:24.390000000,2014-07-20 23:28:29.390000000,48665,1,本科生动态IP模版,20元每月,internet
2c929293466b97a60147546376aa0044,U201210176,208984D46651,218.197.225.16,2014-07-20 15:49:00.240000000,2014-07-20 23:27:36.240000000,27516,1,本科生动态IP模版,20元每月,internet
2c929293466b97a6014754637f9d0061,M201274020,14B9681AB857,10.10.2.44,2014-07-20 22:34:08.320000000,2014-07-20 23:28:32.320000000,3264,15,研究生动态IP模版,100元包半年,internet
2c929293466b97a6014754627eb47f53,M201372500,00269E60B638,222.20.117.17,2014-07-20 10:46:40.837000000,2014-07-20 23:25:57.837000000,45557,1,研究生动态IP模版,20元包月,internet
2c929293466b97a6014754627fce7f55,U201011622,7C11BEEC960E,10.12.130.152,2014-07-20 21:42:50.810000000,2014-07-20 22:35:25.810000000,3155,13,本科生动态IP模版,20元每月,internet
2c929293466b97a601475462834c7f57,U201312891,28D2440FF640,222.20.82.66,2014-07-20 17:01:08.277000000,2014-07-20 23:27:28.760000000,23180,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a6014754628cfb7f60,E0901985,5C0A5BF798AC,10.10.28.169,2014-07-20 22:45:29.673000000,2014-07-20 23:27:30.557000000,2521,15,研究生动态IP模版,20元包月,internet
2c929293466b97a60147546290317f62,M201372881,E0CB4E825682,222.20.109.72,2014-07-20 20:54:41.173000000,2014-07-20 23:27:13.173000000,9152,1,研究生动态IP模版,5元包周,internet
2c929293466b97a60147546298f97f68,U201212429,208984240D04,0.0.0.0,2014-07-20 23:27:21.557000000,2014-07-20 23:27:33.557000000,12,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a6014754629c137f6c,D201377629,7845C404DD54,115.156.240.204,2014-07-20 11:40:29.180000000,2014-07-20 23:27:34.420000000,42425,1,研究生动态IP模版,计天,internet
2c929293466b97a6014754629eb27f6d,M201271279,047D7B88408F,218.197.243.16,2014-07-20 16:15:50.827000000,2014-07-20 22:16:50.827000000,21660,1,研究生动态IP模版,5元包周,internet
2c929293466b97a601475462b1417f7c,M201370175,C0611826964E,218.197.234.41,2014-07-20 20:59:18.577000000,2014-07-20 23:27:22.577000000,8884,1,研究生动态IP模版,20元包月,internet
2c929293466b97a601475462b1ce7f7e,M201374079,60EB69004F38,218.197.241.25,2014-07-20 23:04:56.587000000,2014-07-20 23:27:36.587000000,1360,1,研究生动态IP模版,100元包半年,internet
2c929293466b97a601475462b2357f80,M201371156,F0DEF1FCFDAC,115.156.129.1,2014-07-20 23:15:22.647000000,2014-07-20 23:27:38.647000000,736,1,网管动态模板,不计费,internet
2c929293466b97a6014754638d3a0068,U201211488,089E01C42101,218.197.201.24,2014-07-20 20:18:50.380000000,2014-07-20 23:28:13.380000000,11363,1,本科生动态IP模版,20元每月,internet
2c929293466b97a6014754638e5a006a,U201114585,B888E3318717,218.197.218.21,2014-07-20 22:15:44.740000000,2014-07-20 23:28:27.740000000,4363,1,本科生动态IP模版,20元每月,internet
2c929293466b97a6014754639276006e,U201115886,F0DEF18DEDFB,222.20.61.31,2014-07-20 20:34:47.490000000,2014-07-20 23:28:34.490000000,10427,1,本科生动态IP模版,1元每天,internet
2c929293466b97a601475463a3ee007a,U201314434,8C89A50D16B0,222.20.18.20,2014-07-20 23:11:00.590000000,2014-07-20 23:28:39.590000000,1059,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a60147546423ed0106,U201113065,F46D04691432,222.20.37.84,2014-07-20 23:15:30.180000000,2014-07-20 23:29:12.180000000,822,1,本科生动态IP模版,20元每月,internet
2c929293466b97a60147546427280109,D201377229,60EB69929AE4,115.156.156.65,2014-07-20 21:28:27.747000000,2014-07-20 23:29:15.560000000,7248,1,研究生动态IP模版,20元包月,internet
2c929293466b97a60147546429c3010e,M201273987,182666D302A3,10.10.2.81,2014-07-20 21:35:03.290000000,2014-07-20 23:29:16.227000000,6853,15,研究生动态IP模版,20元包月,internet
2c929293466b97a6014754642a3a0110,U201112651,08606E178F3D,222.20.70.170,2014-07-20 22:43:24.700000000,2014-07-20 23:29:16.700000000,2752,1,本科生动态IP模版,1元每天,internet
2c929293466b97a6014754643a60011f,M201273987,8CAE4CFE1C15,0.0.0.0,2014-07-20 23:29:16.220000000,2014-07-20 23:29:20.220000000,4,1,研究生动态IP模版,20元包月,internet
2c929293466b97a60147546454f70140,372926199107116628,8CA98209F218,10.12.50.57,2014-07-20 20:46:56.127000000,2014-07-20 23:29:27.287000000,9751,15,研究生动态IP模版,20元包月,internet
2c929293466b97a601475462b7aa7f86,U201014833,94DE8059A8D6,218.197.216.36,2014-07-20 22:39:03.437000000,2014-07-20 23:27:35.437000000,2912,1,本科生动态IP模版,5元每周,internet
2c929293466b97a601475462b99e7f88,U201112730,0072A7E02288,222.20.32.112,2014-07-20 23:21:21.653000000,2014-07-20 23:27:40.653000000,379,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475462bdb67f8e,U201010642,50465D2FD8D6,222.20.52.241,2014-07-20 22:59:06.520000000,2014-07-20 23:27:42.520000000,1716,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475462bf937f92,U201011704,206A8A494CCD,218.197.207.1,2014-07-20 16:33:44.580000000,2014-07-20 23:26:54.580000000,24790,1,本科生动态IP模版,5元每周,internet
2c929293466b97a601475462bfc97f94,U201010338,F0DEF1698017,218.197.207.65,2014-07-20 23:10:45.173000000,2014-07-20 23:27:41.173000000,1016,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475462c63b7f97,U201213970,B888E3E1E116,222.20.31.96,2014-07-20 23:24:05.770000000,2014-07-20 23:27:44.770000000,219,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475462d34c7f9e,U201111712,F0DEF1E94E06,218.197.206.187,2014-07-20 21:39:54.473000000,2014-07-20 23:27:35.473000000,6461,1,本科生动态IP模版,5元每周,internet
2c929293466b97a601475462eb197fb3,U201211342,08606E8923B4,218.197.208.2,2014-07-20 15:22:08.957000000,2014-07-20 23:26:57.957000000,29089,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a601475462ec2a7fb8,U201114383,ACE215916258,10.12.65.74,2014-07-20 20:05:57.990000000,2014-07-20 23:27:54.923000000,12118,15,本科生动态IP模版,20元每月,internet
2c929293466b97a60147546455ed0146,U201013919,70DEE28C303B,10.10.10.67,2014-07-20 23:16:46.303000000,2014-07-20 23:29:27.303000000,761,15,本科生动态IP模版,20元每月,internet
2c929293466b97a601475464583a0149,U201012215,047D7BE11BC2,115.156.153.201,2014-07-20 21:00:07.533000000,2014-07-20 23:29:27.533000000,8960,1,本科生动态IP模版,20元每月,internet
2c929293466b97a60147546463c50153,U201211556,984BE194FAD9,218.197.231.132,2014-07-20 23:25:29.110000000,2014-07-20 23:29:30.110000000,241,1,本科生动态IP模版,20元每月,internet
2c929293466b97a6014754646eda016d,U201211203,C86000B65D1F,0.0.0.0,2014-07-20 23:29:32.733000000,2014-07-20 23:29:33.733000000,1,1,本科生动态IP模版,20元每月,internet
2c929293466b97a60147546475ee0173,U201114307,DC0EA16DE6FC,0.0.0.0,2014-07-20 23:29:29.617000000,2014-07-20 23:29:35.617000000,6,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a60147546476ab0176,U201015194,206A8A4BE915,218.197.195.13,2014-07-20 20:53:07.487000000,2014-07-20 23:29:17.487000000,9370,1,本科生动态IP模版,5元每周,internet
2c929293466b97a6014754647a9e017c,U201115102,B870F4895313,222.20.15.80,2014-07-20 10:46:12.600000000,2014-07-20 23:28:08.600000000,45716,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a60147546483420182,U201117170,BCAEC55C869E,222.20.63.65,2014-07-20 07:41:35.790000000,2014-07-20 23:29:39.790000000,56884,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475464864b0185,D201377637,20CF30176D3B,222.20.88.170,2014-07-20 18:32:19.240000000,2014-07-20 23:29:39.240000000,17840,1,本科生动态IP模版,5元每周,internet
2c929293466b97a601475464952d019d,U201211203,A0B3CC506B29,222.20.52.1,2014-07-20 23:29:33.980000000,2014-07-20 23:29:42.980000000,9,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475462f0ab7fba,U201111159,F0DEF1E3A5D6,222.20.49.77,2014-07-20 21:48:55.887000000,2014-07-20 23:27:55.887000000,5940,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475462f0e27fbc,M201372061,206A8A184286,222.20.118.34,2014-07-20 12:29:00.960000000,2014-07-20 23:26:38.960000000,39458,1,研究生动态IP模版,计天,internet
2c929293466b97a601475462fbc27fc1,U201215555,201A0687A50B,218.197.211.132,2014-07-20 22:45:28.937000000,2014-07-20 23:27:53.937000000,2545,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a60147546301937fce,U201116453,E89A8F9EC8C3,222.20.21.193,2014-07-20 23:12:35.467000000,2014-07-20 23:27:59.467000000,924,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a6014754630e5a7fdd,U201114096,88E3AB79B5D4,10.12.52.70,2014-07-20 22:42:04.937000000,2014-07-20 23:28:03.673000000,2759,15,本科生动态IP模版,100元每半年,internet
2c929293466b97a60147546310007fe1,U201213986,001B245FC953,222.20.31.23,2014-07-20 22:54:41.747000000,2014-07-20 23:27:59.747000000,1998,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a60147546317887fe9,420703199204243351,68A3C45719DF,10.12.61.17,2014-07-20 23:17:22.307000000,2014-07-20 23:28:05.307000000,643,15,研究生动态IP模版,20元包月,internet
2c929293466b97a60147546318707feb,U201114668,94DE80A68751,218.197.227.218,2014-07-20 05:43:52.713000000,2014-07-20 23:26:02.713000000,63730,1,本科生动态IP模版,1元每天,internet
2c929293466b97a601475463214b7ff1,U201113885,F46D04BC18C6,222.20.17.50,2014-07-20 16:33:08.787000000,2014-07-20 23:27:19.787000000,24851,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475463267e7ff8,M201372663,001EEC6102AE,222.20.108.82,2014-07-20 19:54:58.380000000,2014-07-20 23:27:44.380000000,12766,1,研究生动态IP模版,20元包月,internet
2c929293466b97a60147546334d67fff,M201370024,208984DD3751,222.20.117.16,2014-07-20 20:04:14.993000000,2014-07-20 23:27:48.993000000,12214,1,研究生动态IP模版,100元包半年,internet
2c929293466b97a60147546383c50063,U201112181,F0DEF1EB1936,222.20.46.19,2014-07-20 20:05:48.317000000,2014-07-20 23:28:33.317000000,12165,1,本科生动态IP模版,20元每月,internet
2c929293466b97a6014754639e390076,U201115430,206A8A3F1AB0,218.197.224.4,2014-07-20 22:57:04.143000000,2014-07-20 23:28:36.143000000,1892,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475463a5b10083,I20133005,685D4386671C,10.10.30.25,2014-07-20 23:22:24.810000000,2014-07-20 23:28:42.810000000,378,15,研究生动态IP模版,100元包半年,internet
2c929293466b97a601475463d33100ab,I20133005,E899C478E9A1,10.10.28.163,2014-07-20 23:28:42.400000000,2014-07-20 23:28:53.400000000,11,15,研究生动态IP模版,100元包半年,internet
2c929293466b97a601475463d4a600af,U201213652,8434978A2C68,222.20.10.36,2014-07-20 21:55:48.327000000,2014-07-20 23:28:43.327000000,5575,1,本科生动态IP模版,5元每周,internet
2c929293466b97a601475463d4ba00b1,U201313571,BCEE7B173D20,222.20.37.88,2014-07-20 22:10:10.463000000,2014-07-20 23:28:44.463000000,4714,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475463d60700b3,U201214359,2089842E5CC5,222.20.31.111,2014-07-20 22:59:39.750000000,2014-07-20 23:28:50.750000000,1751,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475463daf500be,M201374029,94DBC90A4DDB,10.10.16.132,2014-07-20 22:34:34.900000000,2014-07-20 23:28:56.530000000,3261,15,研究生动态IP模版,5元包周,internet
2c929293466b97a601475464118800eb,M201272324,E89A8FABEA54,222.20.117.7,2014-07-20 23:09:17.267000000,2014-07-20 23:29:07.267000000,1190,1,研究生动态IP模版,计天,internet
2c929293466b97a601474cc6f7ee7de7,U201213871,B8B42E00DEC5,10.10.196.94,2014-07-19 08:29:48.327000000,2014-07-19 11:45:14.327000000,11726,15,本科生动态IP模版,100元每半年,internet
2c929293466b97a601474cc6f7ef7deb,U201311228,ACF7F38D92E5,10.10.71.82,2014-07-19 08:33:29.593000000,2014-07-19 11:45:14.593000000,11505,15,本科生动态IP模版,20元每月,internet
2c929293466b97a601474cc6f7ef7dee,421023199209132077,901D2769E21A,10.10.198.193,2014-07-19 10:44:11.167000000,2014-07-19 11:45:14.167000000,3663,15,研究生动态IP模版,20元包月,internet
2c929293466b97a601474cc6f7ee7de9,U201210508,189EFC5C0DBB,10.10.197.101,2014-07-19 10:02:15.447000000,2014-07-19 11:45:14.447000000,6179,15,本科生动态IP模版,5元每周,internet
2c929293466b97a601474cc6f8037dfa,U201115365,9439E5120BB7,10.12.3.69,2014-07-19 11:41:15.173000000,2014-07-19 11:45:14.173000000,239,15,本科生动态IP模版,5元每周,internet
2c929293466b97a601474cc6f8037df8,M201370993,88329B47D941,10.10.31.131,2014-07-19 11:27:22.227000000,2014-07-19 11:45:14.227000000,1072,15,研究生动态IP模版,20元包月,internet
2c929293466b97a601474cc6f8047e05,U201314928,18DC56D03814,10.10.197.133,2014-07-19 08:40:49.423000000,2014-07-19 11:45:14.423000000,11065,15,本科生动态IP模版,20元每月,internet
2c929293466b97a601474cc6f8037dfe,U201113998,68DFDDFB5F09,10.10.208.112,2014-07-19 09:14:47.703000000,2014-07-19 11:45:14.703000000,9027,15,本科生动态IP模版,20元每月,internet
2c929293466b97a601474cc6f8167e08,U201316816,8C0EE364192C,10.10.196.209,2014-07-19 08:25:59.993000000,2014-07-19 11:45:13.993000000,11954,15,本科生动态IP模版,20元每月,internet
2c929293466b97a601474cc6f8167e0a,U201312204,F8A45F53AC8E,10.10.196.61,2014-07-19 08:40:58.123000000,2014-07-19 11:45:14.123000000,11056,15,本科生动态IP模版,1元每天,internet
2c929293466b97a601474cc6f8187e18,U201210401,6C8B2FB796B0,10.12.119.212,2014-07-19 11:39:03.223000000,2014-07-19 11:45:14.223000000,371,15,本科生动态IP模版,20元每月,internet
2c929293466b97a601474cc6f8177e16,M201374420,485D60722213,10.12.1.185,2014-07-19 08:29:52.517000000,2014-07-19 11:45:14.517000000,11722,15,研究生动态IP模版,5元包周,internet
2c929293466b97a601474cc6f8187e1d,U201113997,2008ED05C12D,10.12.6.44,2014-07-19 10:24:34.450000000,2014-07-19 11:45:14.450000000,4840,15,本科生动态IP模版,1元每天,internet
2c929293466b97a60147546344a10010,D201377310,001A95AF1F7C,10.10.17.2,2014-07-20 23:24:50.447000000,2014-07-20 23:28:17.447000000,207,15,研究生动态IP模版,20元包月,internet
2c929293466b97a6014754634cc30014,U201113234,F0DEF1B4E232,222.20.36.4,2014-07-20 20:43:24.753000000,2014-07-20 23:27:59.753000000,9875,1,本科生动态IP模版,20元每月,internet
2c929293466b97a60147546357bc0021,U201310883,208984E4D9B4,222.20.53.10,2014-07-20 20:48:03.967000000,2014-07-20 20:57:29.967000000,566,1,本科生动态IP模版,20元每月,internet
2c929293466b97a60147546359450023,D201177535,2C27D7D3479A,218.197.250.37,2014-07-20 21:49:07.470000000,2014-07-20 23:28:10.470000000,5943,1,研究生动态IP模版,5元包周,internet
2c929293466b97a60147546361ef0028,U201115792,848F69CA513B,222.20.67.20,2014-07-20 22:58:28.290000000,2014-07-20 23:28:24.290000000,1796,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a601475463a7ea0086,U201312424,28D24465FB99,222.20.32.69,2014-07-20 23:24:08.183000000,2014-07-20 23:28:42.183000000,274,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475463a9de008a,U201216230,B888E33B2B41,222.20.10.25,2014-07-20 22:36:16.990000000,2014-07-20 23:28:36.990000000,3140,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475463b6b70090,U201010162,00269EE8AFFB,218.197.239.39,2014-07-20 14:58:57.347000000,2014-07-20 21:16:17.347000000,22640,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475463bcc10096,V201241215,08606EDCF785,115.156.135.7,2014-07-20 23:23:48.197000000,2014-07-20 23:28:48.197000000,300,1,本科生动态IP模版,20元每月,hust
2c929293466b97a601475463c6480098,U201216077,B888E38E4845,218.197.204.48,2014-07-20 22:55:19.513000000,2014-07-20 23:28:46.513000000,2007,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a601475463cfe200a6,U201110079,F46D04849CAD,218.197.221.15,2014-07-20 22:30:32,2014-07-20 23:28:46,3494,1,本科生动态IP模版,1元每天,internet
2c929293466b97a601475463e22e00c3,U201110103,E89A8F3D8B0C,0.0.0.0,2014-07-20 23:28:22.153000000,2014-07-20 23:28:57.153000000,35,1,本科生动态IP模版,20元每月,internet
2c929293466b97a60147546414d200ed,U201110431,E89A8FC8F989,218.197.219.20,2014-07-20 09:02:49.117000000,2014-07-20 23:27:30.117000000,51881,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a601475464163300ef,M201272163,E03F49A26EEA,218.197.234.37,2014-07-20 17:36:13.643000000,2014-07-20 23:28:29.643000000,21136,1,研究生动态IP模版,20元包月,internet
2c929293466b97a60147546419a600f1,U201116741,047D7B03B320,218.197.196.27,2014-07-20 22:18:19.130000000,2014-07-20 23:29:03.130000000,4244,1,本科生动态IP模版,20元每月,internet
2c929293466b97a6014754641c1100f9,U201210508,406C8F14513F,218.197.201.44,2014-07-20 20:46:43.980000000,2014-07-20 23:28:52.980000000,9729,1,本科生动态IP模版,5元每周,internet
2c929293466b97a601475463bb270094,U201211336,08606E90E5C8,218.197.208.26,2014-07-20 23:19:12.277000000,2014-07-20 23:28:46.277000000,574,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a601475463ca80009c,411523199109211312,14DAE952D7A2,211.67.29.2,2014-07-20 22:10:06.940000000,2014-07-20 23:28:42.940000000,4716,1,研究生动态IP模版,20元包月,internet
2c929293466b97a601475463ce9100a3,V201141419,08EDB99F977F,10.12.61.229,2014-07-20 20:46:31.217000000,2014-07-20 23:28:52.880000000,9742,15,本科生动态IP模版,20元每月,internet
2c929293466b97a601475463daf300bc,U201214667,30F9EDBD2342,222.20.78.152,2014-07-20 19:17:16.680000000,2014-07-20 23:28:55.680000000,15099,1,本科生动态IP模版,5元每周,internet
2c929293466b97a601475463e4d900ca,M201370633,ACF7F3A7E736,10.10.31.201,2014-07-20 23:27:13.147000000,2014-07-20 23:28:58.147000000,105,15,研究生动态IP模版,计天,internet
2c929293466b97a601475463e97700d3,U201216000,3085A984E16A,0.0.0.0,2014-07-20 23:28:25.683000000,2014-07-20 23:28:59.683000000,34,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475463eb8f00d6,D200877310,002421B70E04,115.156.227.9,2014-07-19 13:10:21.953000000,2014-07-20 23:29:00.303000000,123518,1,研究生动态IP模版,20元包月,internet
2c929293466b97a601475463fe9c00e3,M201170626,485B39AEE65A,115.156.168.19,2014-07-20 12:47:36.187000000,2014-07-20 23:29:05.180000000,38489,1,研究生动态IP模版,计天,internet
2c929293466b97a6014754641a3400f6,G42777133060027,742F6855DF42,10.12.62.233,2014-07-20 22:27:35.323000000,2014-07-20 23:29:12.243000000,3697,15,本科生动态IP模版,20元每月,internet
2c929293466b97a6014754641db500fb,U201111244,F0DEF15B70D5,222.20.48.17,2014-07-20 23:04:47.930000000,2014-07-20 23:29:12.930000000,1465,1,本科生动态IP模版,1元每天,internet
2c929293466b97a60147546423610104,M201373458,B888E36F7C29,218.197.244.6,2014-07-20 23:10:37.760000000,2014-07-20 23:29:12.760000000,1115,1,研究生动态IP模版,5元包周,internet
2c929293466b97a6014754643637011b,U201011162,90004E3B1C57,10.12.57.177,2014-07-20 10:00:25.477000000,2014-07-20 23:29:19.417000000,48534,15,本科生动态IP模版,5元每周,internet
2c929293466b97a6014754645a11014a,M201373951,74D02BB359B9,222.20.118.44,2014-07-20 21:01:55.617000000,2014-07-20 23:29:10.617000000,8835,1,研究生动态IP模版,20元包月,internet
2c929293466b97a60147546466080157,U201217429,D4BED9515BFC,0.0.0.0,2014-07-20 23:09:25.920000000,2014-07-20 23:09:25.920000000,0,1,本科生动态IP模版,20元每月,internet
2c929293466b97a6014754646a1a015d,U201214627,B888E38CDB78,0.0.0.0,2014-07-20 23:29:23.980000000,2014-07-20 23:29:31.980000000,8,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a6014754646dba0166,U201211568,8C89A50B5B8A,218.197.231.166,2014-07-20 18:24:56.310000000,2014-07-20 23:28:57.310000000,18241,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a6014754646e62016b,D201277628,0022F48F95CC,10.10.26.161,2014-07-20 23:08:25.987000000,2014-07-20 23:29:33.793000000,1268,15,研究生动态IP模版,5元包周,internet
2c929293466b97a6014754646fcb0171,M201370058,20CF3025A53B,222.20.117.48,2014-07-20 23:09:39.957000000,2014-07-20 23:29:30.957000000,1191,1,研究生动态IP模版,100元包半年,internet
2c929293466b97a6014754647c65017e,U201112555,30F9EDB3318E,222.20.71.238,2014-07-20 22:29:05.650000000,2014-07-20 23:29:37.650000000,3632,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475464878c018a,D201377223,00235A744E3F,222.20.88.93,2014-07-20 22:09:49.260000000,2014-07-20 23:29:40.260000000,4791,1,本科生动态IP模版,20元每月,internet
2c929293466b97a6014754648a690190,U201216938,DC0EA179D532,218.197.196.3,2014-07-20 18:54:21.247000000,2014-07-20 23:29:08.247000000,16487,1,本科生动态IP模版,20元每月,internet
2c929293466b97a6014754648d770194,U201112345,B870F419B4CE,222.20.46.121,2014-07-20 22:05:25.420000000,2014-07-20 23:29:41.420000000,5056,1,本科生动态IP模版,20元每月,internet
2c929293466b97a6014754648e550196,U201115950,047D7BCF0DC7,218.197.204.92,2014-07-20 10:01:32.327000000,2014-07-20 23:28:08.327000000,48396,1,本科生动态IP模版,20元每月,internet
2c929293466b97a60147546493a00198,U201314439,201A0678EC89,222.20.71.7,2014-07-20 22:04:57.770000000,2014-07-20 23:29:42.770000000,5085,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a601475464997a019f,U201111854,C86000B6FD1D,218.197.229.16,2014-07-20 22:49:39.370000000,2014-07-20 23:29:40.370000000,2401,1,本科生动态IP模版,5元每周,internet
2c929293466b97a6014754649a7901a1,U201115266,206A8A838052,218.197.210.55,2014-07-20 20:48:30.860000000,2014-07-20 23:29:25.860000000,9655,1,本科生动态IP模版,20元每月,internet
2c929293466b97a6014754649bf801a6,M201370454,00241DB1C197,115.156.144.15,2014-07-20 18:47:32.877000000,2014-07-20 23:29:44.877000000,16932,1,研究生动态IP模版,20元包月,internet
2c929293466b97a601475464a71101af,M201272796,001E6517EE98,10.12.54.129,2014-07-20 23:16:35.697000000,2014-07-20 23:29:48.307000000,793,15,研究生动态IP模版,20元包月,internet
2c929293466b97a601475464a73c01b1,U201013685,74D02B79F2D2,211.67.29.38,2014-07-20 19:57:30.863000000,2014-07-20 23:29:22.863000000,12712,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475464adfd01be,U201213852,089E0172A517,0.0.0.0,2014-07-20 23:29:40.410000000,2014-07-20 23:29:49.410000000,9,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a601475464aec201c3,M201373426,9CA9E420C39D,10.12.53.169,2014-07-20 22:32:46.760000000,2014-07-20 23:29:50.273000000,3424,15,研究生动态IP模版,100元包半年,internet
2c929293466b97a601475464b2ad01ca,U201117722,14DAE9667540,222.20.63.98,2014-07-20 13:27:52.103000000,2014-07-20 23:29:51.277000000,36119,1,本科生静态IP模板,计天,internet
2c929293466b97a601475464bd6c01d2,U201217142,7446A079FDCD,222.20.73.207,2014-07-19 20:40:29.260000000,2014-07-20 23:29:51.260000000,96562,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475464c70701d6,U201115404,E89A8F0DC5BD,218.197.232.28,2014-07-20 23:28:42.273000000,2014-07-20 23:29:56.273000000,74,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475464d13401e1,U201213398,3C970E08462F,222.20.36.27,2014-07-20 21:03:14.227000000,2014-07-20 23:29:41.227000000,8787,1,本科生动态IP模版,5元每周,internet
2c929293466b97a601475464a2ac01aa,D201277085,B888E37D5897,0.0.0.0,2014-07-20 23:12:33.377000000,2014-07-20 23:29:44.377000000,1031,1,研究生动态IP模版,5元包周,internet
2c929293466b97a601475464d6f701ee,M201371932,B870F4107A91,222.20.118.33,2014-07-20 23:19:04.333000000,2014-07-20 23:29:58.333000000,654,1,研究生动态IP模版,20元包月,internet
2c929293466b97a601475464d7e701f2,M201372529,20CF309B686E,115.156.240.250,2014-07-20 12:20:06.803000000,2014-07-20 23:30:00.803000000,40194,1,研究生动态IP模版,20元包月,internet
2c929293466b97a601475464dd8601f7,RUNAKO,6CB7F4963235,10.10.30.23,2014-07-20 23:24:35.303000000,2014-07-20 23:30:02.247000000,327,15,研究生动态IP模版,20元包月,internet
2c929293466b97a601475464de0601f9,M201270486,C80AA9EE6F02,211.67.20.163,2014-07-20 22:10:51.263000000,2014-07-20 23:29:52.263000000,4741,1,研究生动态IP模版,100元包半年,internet
2c929293466b97a601475464e29a0200,U201110403,B870F412934A,218.197.219.62,2014-07-20 22:49:33.353000000,2014-07-20 23:29:58.353000000,2425,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a601475464e76a0205,U201114770,B888E3309ECD,218.197.217.19,2014-07-20 13:49:17.827000000,2014-07-20 23:28:56.827000000,34779,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475464e90d0207,U201217133,089E01324E50,222.20.78.192,2014-07-20 22:52:25.947000000,2014-07-20 23:30:04.947000000,2259,1,本科生动态IP模版,5元每周,internet
2c929293466b97a601475464c43001d4,U201315797,3C970EB981E2,222.20.52.60,2014-07-20 22:55:06.777000000,2014-07-20 23:04:56.777000000,590,1,本科生动态IP模版,1元每天,internet
2c929293466b97a601475464d1fc01e6,M201371288,844BF5686A25,10.12.63.178,2014-07-20 21:16:49.253000000,2014-07-20 23:29:59.293000000,7990,15,研究生动态IP模版,5元包周,internet
2c929293466b97a601475464d31c01eb,U201110343,206A8A65C0A9,218.197.201.38,2014-07-20 20:23:17.493000000,2014-07-20 23:29:37.493000000,11180,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475464e11f01fc,U201116130,0024547AF7EE,222.20.80.18,2014-07-20 22:40:53.563000000,2014-07-20 23:30:02.563000000,2949,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475464e56e0203,U201115384,D4BED93AB2D7,218.197.218.20,2014-07-20 22:35:58.580000000,2014-07-20 23:29:57.580000000,3239,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475464f2cd0212,M201371953,2089842613A6,222.20.108.208,2014-07-20 07:37:45.727000000,2014-07-20 23:28:16.727000000,57031,1,研究生动态IP模版,5元包周,internet
2c929293466b97a601475464f5740217,I201320086,485D60B37168,10.10.29.242,2014-07-20 14:17:18.137000000,2014-07-20 23:30:08.373000000,33170,15,研究生动态IP模版,20元包月,internet
2c929293466b97a601475464fab6022e,452632199011221328,8C29376AB2B6,10.10.24.45,2014-07-20 21:53:11.143000000,2014-07-20 23:15:10.143000000,4919,15,研究生动态IP模版,20元包月,internet
2c929293466b97a601475464fab60230,D201377723,002100A01EFB,10.12.60.57,2014-07-20 20:26:04.163000000,2014-07-20 23:15:10.163000000,10146,15,研究生动态IP模版,计天,internet
2c929293466b97a60147564400fe4986,U201213409,08606E065B53,222.20.35.23,2014-07-20 16:46:39.997000000,2014-07-21 08:11:34.997000000,55495,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475644064c498e,U201115228,206A8A6A0CA7,222.20.15.35,2014-07-21 07:42:43.333000000,2014-07-21 08:13:20.333000000,1837,1,本科生动态IP模版,5元每周,internet
2c929293466b97a601475644672849d7,U201015691,14DAE96086EE,218.197.204.45,2014-07-21 08:07:22.443000000,2014-07-21 08:13:48.443000000,386,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475644787549ee,M201371593,B888E3F462D1,0.0.0.0,2014-07-21 08:13:32.457000000,2014-07-21 08:13:53.457000000,21,1,研究生动态IP模版,计天,internet
2c929293466b97a6014756447be749f6,420982199106083856,14DAE95F0026,115.156.142.46,2014-07-21 08:13:40.690000000,2014-07-21 08:13:53.690000000,13,1,研究生动态IP模版,20元包月,internet
2c929293466b97a601475644953e4a13,D201077048,0022680F69E6,218.197.250.17,2014-07-21 05:53:24.847000000,2014-07-21 08:13:43.847000000,8419,1,研究生动态IP模版,100元包半年,internet
2c929293466b97a6014756449c384a1e,M201274792,24B6FD5AA8C9,222.20.108.159,2014-07-21 07:39:23.127000000,2014-07-21 08:13:58.127000000,2075,1,研究生动态IP模版,20元包月,internet
2c929293466b97a601475644cda64a4b,U201114226,68DFDD66EC65,10.12.48.35,2014-07-21 07:41:55.390000000,2014-07-21 08:14:15.390000000,1940,15,本科生动态IP模版,20元每月,internet
2c929293466b97a601475644cf234a4d,M201370678,88AE1DD9B18D,222.20.117.34,2014-07-20 13:00:10.360000000,2014-07-21 08:12:01.360000000,69111,1,研究生动态IP模版,5元包周,internet
2c929293466b97a60147564436f149b5,420683199111080537,F04DA26E72F7,0.0.0.0,2014-07-21 08:12:52.200000000,2014-07-21 08:13:36.200000000,44,1,研究生动态IP模版,20元包月,internet
2c929293466b97a6014756443a2049bb,U201210207,3C970EFDD303,218.197.226.28,2014-07-20 22:26:39.700000000,2014-07-21 08:12:28.700000000,35149,1,本科生动态IP模版,20元每月,internet
2c929293466b97a6014756443aa349bd,M201374975,881FA1AB3177,10.12.100.103,2014-07-21 08:09:56.847000000,2014-07-21 08:10:13.847000000,17,13,研究生动态IP模版,20元包月,internet
2c929293466b97a60147564461e149d2,U201111086,EC89F55845A9,10.10.199.95,2014-07-21 08:08:42.623000000,2014-07-21 08:13:47.623000000,305,13,本科生动态IP模版,20元每月,internet
2c929293466b97a601475644d4ef4a52,U201211331,60EB69EC7C1D,0.0.0.0,2014-07-21 08:14:05.457000000,2014-07-21 08:14:16.457000000,11,1,本科生动态IP模版,100元每半年,internet
2c929293466b97a6014756451ba84a9b,U201115486,7845C4A427DB,218.197.232.9,2014-07-21 07:29:51.593000000,2014-07-21 08:14:29.593000000,2678,1,本科生动态IP模版,20元每月,internet
2c929293466b97a6014756451ecd4a9f,M201373183,847A887F9650,10.12.52.167,2014-07-21 08:01:45.867000000,2014-07-21 08:14:35.867000000,770,15,研究生动态IP模版,20元包月,internet
2c929293466b97a6014756451faa4aa4,D201177612,58A2B59C9235,10.12.23.220,2014-07-21 08:05:58.457000000,2014-07-21 08:14:35.457000000,517,15,研究生动态IP模版,100元包半年,internet
2c929293466b97a601475645210c4aa6,U201116686,101C0C7ED999,10.12.78.31,2014-07-21 07:55:03.993000000,2014-07-21 07:58:41.993000000,218,13,本科生动态IP模版,20元每月,internet
2c929293466b97a60147564524fc4aa8,M201274329,8C7B9D770B76,10.12.0.197,2014-07-21 07:49:41.117000000,2014-07-21 07:59:07.117000000,566,13,研究生动态IP模版,20元包月,internet
2c929293466b97a60147564527494ab1,U201316012,E0DB55C218D5,222.20.66.155,2014-07-20 22:23:20.397000000,2014-07-21 08:14:38.410000000,35478,1,本科生动态IP模版,20元每月,internet
2c929293466b97a601475645051e4a87,D201277125,3085A999680C,115.156.142.28,2014-07-21 07:59:51.470000000,2014-07-21 08:14:29.470000000,878,1,研究生动态IP模版,计天,internet
2c929293466b97a601475647c6914df7,U201314149,D022BED42F3F,10.10.196.146,2014-07-21 08:14:06.887000000,2014-07-21 08:17:29.887000000,203,13,本科生动态IP模版,20元每月,internet
2c929293466b97a601475647c6a84df9,U201211547,2089848454A1,222.20.23.187,2014-07-21 06:08:25.283000000,2014-07-21 08:17:30.280000000,7745,1,本科生动态IP模版,5元每周,internet
2c929293466b97a601475647ca284dfd,U201115125,C8B5B7663292,10.10.196.216,2014-07-21 08:16:28.830000000,2014-07-21 08:17:30.830000000,62,13,本科生动态IP模版,5元每周,internet
2c929293466b97a60147564a3220511d,M201376055,C80AA9653DFF,222.20.6.24,2014-07-21 07:43:42.793000000,2014-07-21 08:20:03.793000000,2181,1,研究生动态IP模版,20元包月,internet
2c929293466b97a60147564a3230511f,M201370968,802275F5B5E5,10.10.29.248,2014-07-21 07:51:42.800000000,2014-07-21 08:05:09.800000000,807,15,研究生动态IP模版,5元包周,internet
2c929293466b97a60147564a32445133,U201014674,ACF7F31DD682,10.12.52.133,2014-07-21 07:43:35.520000000,2014-07-21 08:05:08.520000000,1293,15,本科生动态IP模版,20元每月,internet
2c929293466b97a60147564a5fbc5194,M201370736,002186FF5D0F,115.156.131.3,2014-07-20 23:53:03.697000000,2014-07-21 08:20:20.540000000,30437,1,研究生动态IP模版,100元包半年,internet
2c929293466b97a60147564a61eb519e,U201214550,047D7BE37E4D,0.0.0.0,2014-07-21 07:34:18.713000000,2014-07-21 07:34:24.713000000,6,1,本科生动态IP模版,20元每月,internet
2c929293466b97a60147564b436752c6,D201377060,902B34AE5067,222.20.88.46,2014-07-21 07:11:50.233000000,2014-07-21 08:21:18.233000000,4168,1,研究生动态IP模版,100元包半年,internet
2c929293466b97a60147564b51df52df,M201173189,8CBEBEBCCCC8,10.12.76.223,2014-07-20 22:39:04.157000000,2014-07-21 08:21:22.527000000,34938,15,研究生动态IP模版,20元包月,internet
2c929293466b97a60147564507874a88,U201213753,5CF9DD6337CC,222.20.31.42,2014-07-21 07:54:38.330000000,2014-07-21 08:14:27.330000000,1189,1,本科生动态IP模版,20元每月,internet
2c929293466b97a60147564536354ac6,U201111991,2008EDA9635D,10.12.11.70,2014-07-21 08:10:07.237000000,2014-07-21 08:10:49.237000000,42,13,本科生动态IP模版,5元每周,internet
2c929293466b97a60147564537a34ac8,D201177128,28D244731217,0.0.0.0,2014-07-21 08:14:22.280000000,2014-07-21 08:14:42.280000000,20,1,研究生动态IP模版,100元包半年,internet
2c929293466b97a60147564545f24ad7,M201370607,38BC1A8FD10A,10.10.28.207,2014-07-21 00:09:16.647000000,2014-07-21 08:14:46.257000000,29130,15,研究生动态IP模版,20元包月,internet
2c929293466b97a6014756454afb4ae1,U201312281,74D02B192844,0.0.0.0,2014-07-21 08:14:41.257000000,2014-07-21 08:14:47.257000000,6,1,本科生动态IP模版,20元每月,internet
2c929293466b97a60147564561e34b0d,M201373309,38BC1AA58966,10.12.130.44,2014-07-21 08:01:10.110000000,2014-07-21 08:14:53.110000000,823,15,研究生动态IP模版,5元包周,internet
2c929293466b97a60147564577c84b1d,U201216138,1CB0948A2C84,10.12.117.45,2014-07-21 07:58:54.353000000,2014-07-21 07:59:44.353000000,50,13,本科生动态IP模版,20元每月,internet
2c929293466b97a601475645852c4b2a,U201212122,E8039AAFB31A,0.0.0.0,2014-07-21 08:14:28.303000000,2014-07-21 08:15:02.303000000,34,1,本科生动态IP模版,20元每月,internet
2c929293466b97a6014756459e3c4b53,420114199007141213,14F65A90C002,10.12.54.16,2014-07-20 22:45:59.353000000,2014-07-21 08:00:10.353000000,33251,15,研究生动态IP模版,100元包半年,internet
2c929293466b97a6014756459e3c4b4f,U201013346,00166DF12839,10.10.4.63,2014-07-21 07:54:32.610000000,2014-07-21 08:00:08.610000000,336,15,本科生动态IP模版,20元每月,internet
2c929293466b97a60147564531954abd,U201214375,F8A45FABDBBD,10.10.69.209,2014-07-21 08:06:19.850000000,2014-07-21 08:14:40.850000000,501,13,本科生动态IP模版,100元每半年,internet
2c929293466b97a6014756459e3c4b51,M201373181,00664BE89E0A,10.12.52.1,2014-07-21 02:51:15.487000000,2014-07-21 08:00:09.487000000,18534,15,研究生动态IP模版,100元包半年,internet
2c929293466b97a6014756459e504b55,3607321991091500131,0C37DCEE943D,10.12.54.101,2014-07-20 22:46:24.857000000,2014-07-21 08:00:10.857000000,33226,15,研究生动态IP模版,20元包月,internet
2c929293466b97a6014756459e504b59,U201114499,C46AB74FE2AB,10.12.55.94,2014-07-21 07:28:54.190000000,2014-07-21 08:00:09.190000000,1875,15,本科生动态IP模版,20元每月,internet
2c929293466b97a601475645a2144b60,U201114330,8400D2D4A088,10.12.48.191,2014-07-21 07:55:10.110000000,2014-07-21 08:00:10.110000000,300,15,本科生动态IP模版,20元每月,internet
2c929293466b97a601475645a2284b68,U201016335,38BC1A95A7AB,10.12.60.48,2014-07-21 07:09:33.813000000,2014-07-21 08:00:09.813000000,3036,15,本科生动态IP模版,20元每月,internet
2c929293466b97a601475645a2274b62,350301199008280435,38BC1A951421,10.12.60.169,2014-07-21 06:50:39.917000000,2014-07-21 08:00:09.917000000,4170,15,研究生动态IP模版,20元包月,internet
2c929293466b97a601475645b3084b7d,U201217584,4860BCCEB267,10.10.36.3,2014-07-21 08:09:45.747000000,2014-07-21 08:15:07.747000000,322,13,本科生动态IP模版,100元每半年,internet
2c929293466b97a601475645b36c4b7f,U201114112,786A89D2ED41,10.12.52.139,2014-07-21 07:48:23.593000000,2014-07-21 08:00:13.593000000,710,15,本科生动态IP模版,20元每月,internet
2c929293466b97a601475645b36d4b85,M201372774,68DFDD6703AB,10.10.194.32,2014-07-21 07:55:08.247000000,2014-07-21 08:00:14.247000000,306,15,研究生动态IP模版,20元包月,internet
2c929293466b97a60147564531de4abf,D201377117,041BBA75CF7A,10.10.24.154,2014-07-21 07:47:43.700000000,2014-07-21 08:14:41.700000000,1618,15,研究生动态IP模版,计天,internet
2c929293466b97a6014756454e814ae5,U201013575,68DFDD27E77D,10.12.63.48,2014-07-21 07:45:42.407000000,2014-07-21 08:14:48.407000000,1746,15,本科生动态IP模版,5元每周,internet
2c929293466b97a60147564551ba4aea,422123640321732,3CDFBD175878,10.12.85.159,2014-07-21 08:05:49.327000000,2014-07-21 08:14:49.273000000,540,15,本科生动态IP模版,20元每月,internet
2c929293466b97a601475645551d4af3,U201014641,002427FE3712,0.0.0.0,2014-07-21 08:14:29.287000000,2014-07-21 08:14:49.287000000,20,1,本科生动态IP模版,100元每半年,internet

同样，复制到txt文档中备用。

代码：

import numpy as np
import sklearn.cluster as skc
from sklearn import metrics
import matplotlib.pyplot as plt
mac2id=dict()
onlinetimes=[]
f=open('C:/Users/Administrator/Desktop/TestData.txt',encoding='utf-8')

for line in f:

   '''读取每条数据中的mac地址，开始上网时间，上网时长'''
    mac=line.split(',')[2]
    onlinetime=int(line.split(',')[6])
    starttime=int(line.split(',')[4].split(' ')[1].split(':')[0])

'''mac2id是一个字典，key是mac地址，value是对应mac地址的上网时长以及开始上网时间'''
    if mac not in mac2id:
        mac2id[mac]=len(onlinetimes)
        onlinetimes.append((starttime,onlinetime))
    else:
        onlinetimes[mac2id[mac]]=[(starttime,onlinetime)]
real_X=np.array(onlinetimes).reshape((-1,2))
'''调用DBSCAN方法进行训练，labels存放每个数据对应的簇标签'''
X=real_X[:,0:1]
db=skc.DBSCAN(eps=0.01,min_samples=20).fit(X)
labels = db.labels_
 '''打印数据被记上的标签，计算标签为-1的数据个数，得出噪声数据的比例'''
print('Labels:')
print(labels)
raito=len(labels[labels[:] == -1]) / len(labels)
print('Noise raito:',format(raito, '.2%'))
  '''计算簇的个数并打印，评价聚类效果'''  
n_clusters_ = len(set(labels)) - (1 if -1 in labels else 0)
print('Estimated number of clusters: %d' % n_clusters_)
print("Silhouette Coefficient: %0.3f"% metrics.silhouette_score(X, labels))

'''打印各簇标号以及各簇内数据'''

for i in range(n_clusters_):
    print('Cluster ',i,':')
    print(list(X[labels == i].flatten()))   
plt.hist(X,24)

plt.xlabel("上网时间",fontsize=24)
plt.ylabel("学生人数",fontsize=24)
plt.show()

直方图效果(可以看出22:00-23:00上网人数较多)

 

--------------------------------------------------------------------------------------------------------------------参考mooc网课，北理工python机器学习应用课程