DSBCAN jupyter实现

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DSBCAN jupyter实现

import numpy as np
import sklearn.cluster as skc
from sklearn import metrics
import matplotlib.pyplot as plt

mac2id=dict() #定义一个字典
onlinetimes=[]
f=open('TestData.txt',encoding='utf-8')
print(f)

for line in f:
mac=line.split(',')[2]
#print(mac,'*******') 打印mac地址
onlinetime=int(line.split(',')[6])
#print(onlinetime,'+++++') 打印在线时间
starttime=int(line.split(',')[4].split(' ')[1].split(':')[0])
#print(starttime,'------')打印开始时间
if mac not in mac2id:
# print(mac2id,'#######')
mac2id[mac]=len(onlinetimes)
#print(len(onlinetimes)) #onlinetimes 这个数组在不断增加
onlinetimes.append((starttime,onlinetime))#如果mac不在mac2d
#就添加到onlinetime
# else:
# onlinetimes[mac2id[mac]]=[(starttime,onlinetime)]
# print(starttime,'=========')

real_X=np.array(onlinetimes).reshape((-1,2))
#print(real_X,'%%!') #导出开始的时间和流量

X=real_X[:,0:1]
#print(len(X),'$$$$$$')
#print(X,'@@@@@') #把时间导出
db=skc.DBSCAN(eps=0.01,min_samples=20).fit(X)# 一维时间的聚类
#print(db)#输出的是DBSCAN函数的参数
#DBSCAN(algorithm='auto', eps=0.01, leaf_size=30, metric='euclidean',
# metric_params=None, min_samples=20, n_jobs=None, p=None)
#labels = db.labels_
#因为已经把半径还有圆盘内点的数量确定，而且圈定的是X集合里面的样本点

#print('Labels:')#Labels 是DBSCAN里面的参数，标签
#print(labels)
#print(len(labels),'!!!!!!') len(labels)=len(X)
#raito=len(labels[labels[:] == -1]) / len(labels)

#print(len(labels[labels[:] == -1]) / len(labels),'^^^^')
#评估噪声占所有标签时间的比例

print('Noise raito:',format(raito, '.2%')) #把上面噪声的比例乘以100%

n_clusters_ = len(set(labels)) - (1 if -1 in labels else 0)
#减去所有label 为-1，也就是噪声的集合，这个集合如果不是-1，那就不动
#此处有很多-1，也按照只有1来算，因为噪声只是一类
#print(len(set(labels)),'~~~~~')
#集合没有重复性，所有这里是统计标签的类别，我们只输入了半径和圆盘内的点数

#print((1 if -1 in labels else 0),'|||||||||')# 等于1

print('Estimated number of clusters: %d' % n_clusters_,'!!!!!!')#输出分类数
#print("Silhouette Coefficient: %0.3f"% metrics.silhouette_score(X, labels))
print(n_clusters_)
for i in range(n_clusters_):#有n_clusters_个分类数
print('Cluster ',i,':')
print(list(X[labels == i].flatten())) #把标签是同一个i的输出

plt.hist(X,24) #绘制柱状图，一天不会超过24h

TestData

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23:27:22.577000000,8884,1,研究生动态IP模版,20元包月,internet2c929293466b97a601475462b1ce7f7e,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,internet2c929293466b97a601475462b2357f80,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,internet2c929293466b97a6014754638d3a0068,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,internet2c929293466b97a6014754638e5a006a,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,internet2c929293466b97a6014754639276006e,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,internet2c929293466b97a601475463a3ee007a,U201314434,8C89A50D16B0,222.20.18.20,2014-07-20 23:11:00.590000000,2014-07-20 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23:29:27.287000000,9751,15,研究生动态IP模版,20元包月,internet2c929293466b97a601475462b7aa7f86,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,internet2c929293466b97a601475462b99e7f88,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,internet2c929293466b97a601475462bdb67f8e,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,internet2c929293466b97a601475462bf937f92,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,internet2c929293466b97a601475462bfc97f94,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,internet2c929293466b97a601475462c63b7f97,U201213970,B888E3E1E116,222.20.31.96,2014-07-20 23:24:05.770000000,2014-07-20 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23:29:39.240000000,17840,1,本科生动态IP模版,5元每周,internet2c929293466b97a601475464952d019d,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,internet2c929293466b97a601475462f0ab7fba,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,internet2c929293466b97a601475462f0e27fbc,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,internet2c929293466b97a601475462fbc27fc1,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,internet2c929293466b97a60147546301937fce,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,internet2c929293466b97a6014754630e5a7fdd,U201114096,88E3AB79B5D4,10.12.52.70,2014-07-20 22:42:04.937000000,2014-07-20 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23:27:48.993000000,12214,1,研究生动态IP模版,100元包半年,internet2c929293466b97a60147546383c50063,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,internet2c929293466b97a6014754639e390076,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,internet2c929293466b97a601475463a5b10083,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,internet2c929293466b97a601475463d33100ab,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,internet2c929293466b97a601475463d4a600af,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,internet2c929293466b97a601475463d4ba00b1,U201313571,BCEE7B173D20,222.20.37.88,2014-07-20 22:10:10.463000000,2014-07-20 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21:16:17.347000000,22640,1,本科生动态IP模版,20元每月,internet2c929293466b97a601475463bcc10096,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,hust2c929293466b97a601475463c6480098,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,internet2c929293466b97a601475463cfe200a6,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,internet2c929293466b97a601475463e22e00c3,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,internet2c929293466b97a60147546414d200ed,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,internet2c929293466b97a601475464163300ef,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,internet2c929293466b97a60147546419a600f1,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,internet2c929293466b97a6014754641c1100f9,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,internet2c929293466b97a601475463bb270094,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,internet2c929293466b97a601475463ca80009c,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,internet2c929293466b97a601475463ce9100a3,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,internet2c929293466b97a601475463daf300bc,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,internet2c929293466b97a601475463e4d900ca,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,internet2c929293466b97a601475463e97700d3,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,internet2c929293466b97a601475463eb8f00d6,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,internet2c929293466b97a601475463fe9c00e3,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,internet2c929293466b97a6014754641a3400f6,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,internet2c929293466b97a6014754641db500fb,U201111244,F0DEF15B70D5,222.20.48.17,2014-07-20 23:04:47.930000000,2014-07-20 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23:28:57.310000000,18241,1,本科生动态IP模版,100元每半年,internet2c929293466b97a6014754646e62016b,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,internet2c929293466b97a6014754646fcb0171,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,internet2c929293466b97a6014754647c65017e,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,internet2c929293466b97a601475464878c018a,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,internet2c929293466b97a6014754648a690190,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,internet2c929293466b97a6014754648d770194,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,internet2c929293466b97a6014754648e550196,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,internet2c929293466b97a60147546493a00198,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,internet2c929293466b97a601475464997a019f,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,internet2c929293466b97a6014754649a7901a1,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,internet2c929293466b97a6014754649bf801a6,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,internet2c929293466b97a601475464a71101af,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,internet2c929293466b97a601475464a73c01b1,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,internet2c929293466b97a601475464adfd01be,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,internet2c929293466b97a601475464aec201c3,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,internet2c929293466b97a601475464b2ad01ca,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,internet2c929293466b97a601475464bd6c01d2,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,internet2c929293466b97a601475464c70701d6,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,internet2c929293466b97a601475464d13401e1,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,internet2c929293466b97a601475464a2ac01aa,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,internet2c929293466b97a601475464d6f701ee,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,internet2c929293466b97a601475464d7e701f2,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,internet2c929293466b97a601475464dd8601f7,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,internet2c929293466b97a601475464de0601f9,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,internet2c929293466b97a601475464e29a0200,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,internet2c929293466b97a601475464e76a0205,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,internet2c929293466b97a601475464e90d0207,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,internet2c929293466b97a601475464c43001d4,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,internet2c929293466b97a601475464d1fc01e6,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,internet2c929293466b97a601475464d31c01eb,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,internet2c929293466b97a601475464e11f01fc,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,internet2c929293466b97a601475464e56e0203,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,internet2c929293466b97a601475464f2cd0212,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,internet2c929293466b97a601475464f5740217,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,internet2c929293466b97a601475464fab6022e,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,internet2c929293466b97a601475464fab60230,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,internet2c929293466b97a60147564400fe4986,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,internet2c929293466b97a601475644064c498e,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,internet2c929293466b97a601475644672849d7,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,internet2c929293466b97a601475644787549ee,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,internet2c929293466b97a6014756447be749f6,420982199106083856,14DAE95F0026,115.156.142.46,2014-07-21 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,internet2c929293466b97a601475644953e4a13,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,internet2c929293466b97a6014756449c384a1e,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,internet2c929293466b97a601475644cda64a4b,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,internet2c929293466b97a601475644cf234a4d,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,internet2c929293466b97a60147564436f149b5,420683199111080537,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,internet2c929293466b97a6014756443a2049bb,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,internet2c929293466b97a6014756443aa349bd,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,internet2c929293466b97a60147564461e149d2,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,internet2c929293466b97a601475644d4ef4a52,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,internet2c929293466b97a6014756451ba84a9b,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,internet2c929293466b97a6014756451ecd4a9f,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,internet2c929293466b97a6014756451faa4aa4,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,internet2c929293466b97a601475645210c4aa6,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,internet2c929293466b97a60147564524fc4aa8,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,internet2c929293466b97a60147564527494ab1,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,internet2c929293466b97a601475645051e4a87,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,internet2c929293466b97a601475647c6914df7,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,internet2c929293466b97a601475647c6a84df9,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,internet2c929293466b97a601475647ca284dfd,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,internet2c929293466b97a60147564a3220511d,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,internet2c929293466b97a60147564a3230511f,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,internet2c929293466b97a60147564a32445133,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,internet2c929293466b97a60147564a5fbc5194,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,internet2c929293466b97a60147564a61eb519e,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,internet2c929293466b97a60147564b436752c6,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,internet2c929293466b97a60147564b51df52df,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,internet2c929293466b97a60147564507874a88,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,internet2c929293466b97a60147564536354ac6,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,internet2c929293466b97a60147564537a34ac8,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,internet2c929293466b97a60147564545f24ad7,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,internet2c929293466b97a6014756454afb4ae1,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,internet2c929293466b97a60147564561e34b0d,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,internet2c929293466b97a60147564577c84b1d,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,internet2c929293466b97a601475645852c4b2a,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,internet2c929293466b97a6014756459e3c4b53,420114199007141213,14F65A90C002,10.12.54.16,2014-07-20 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,internet2c929293466b97a6014756459e3c4b4f,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,internet2c929293466b97a60147564531954abd,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,internet2c929293466b97a6014756459e3c4b51,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,internet2c929293466b97a6014756459e504b55,3607321991091500131,0C37DCEE943D,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,internet2c929293466b97a6014756459e504b59,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,internet2c929293466b97a601475645a2144b60,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,internet2c929293466b97a601475645a2284b68,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,internet2c929293466b97a601475645a2274b62,350301199008280435,38BC1A951421,10.12.60.169,2014-07-21 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,internet2c929293466b97a601475645b3084b7d,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,internet2c929293466b97a601475645b36c4b7f,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,internet2c929293466b97a601475645b36d4b85,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,internet2c929293466b97a60147564531de4abf,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,internet2c929293466b97a6014756454e814ae5,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,internet2c929293466b97a60147564551ba4aea,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,internet2c929293466b97a601475645551d4af3,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

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原文地址：https://www.cnblogs.com/china520/p/11567604.html