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In [1]:



    


import silk
import pandas     as pd
import graphlab   as gl
import matplotlib as plt
from socket import inet_ntoa,inet_aton
from struct import unpack,pack

%matplotlib inline
if (not silk.site.have_site_config()):
    silk.site.init_site("samples/silk.conf")



    











In [2]:



    


def ntoa(n):
    return inet_ntoa( pack("!L", n ))
    
def aton(a):
    return unpack("!L",inet_aton(a))[0]

def project_rec(rwrec):
    return{
        "sip":  str(rwrec.sip),
        "sint": int(rwrec.sip),
        "dip":  str(rwrec.dip),
        "dint": int(rwrec.dip),
        "bytes": rwrec.bytes
    }

def project_vertex(ip):
    return gl.Vertex(aton(ip),{'ip': ip})
    
def project_edge(rec):
    return gl.Edge(aton(rec[0]), aton(rec[1]), {'bytes': rec[2]})



    











In [3]:



    


recs = map(project_rec,silk.silkfile_open("samples/1mil.rwz",silk.READ))
df   = pd.DataFrame.from_records(recs)



    











In [4]:



    


records = df[['sip','dip','bytes']].groupby(['sip','dip'],as_index=False).sum()
vertices = map(project_vertex,df['sip'].unique())
edges    = map(project_edge, records.get_values())



    











In [5]:



    


g=gl.SGraph()
g=g.add_vertices(vertices)
g=g.add_edges(edges)



    


















    






[INFO] Start server at: ipc:///tmp/graphlab_server-52817 - Server binary: /Users/ryan/anaconda/lib/python2.7/site-packages/graphlab/unity_server - Server log: /tmp/graphlab_server_1412712953.log
[INFO] GraphLab Server Version: 0.9.1

















In [6]:



    


g.get_neighborhood(aton('119.165.228.80')).show()



    











In [7]:



    


pr = gl.pagerank.create(g)
ranked=pr['pagerank']



    


















    







PROGRESS: Finish iteration 1 in 0.877427 secs.
Total L1 change in pagerank = 8871.45










    







PROGRESS: Finish iteration 2 in 0.68167 secs.
Total L1 change in pagerank = 94.6475










    







PROGRESS: Finish iteration 3 in 0.699885 secs.
Total L1 change in pagerank = 0

















In [8]:



    


ranked.add_column(ranked.apply(lambda x: ntoa(x['__id'])))



    


















    
Out[8]:








    

        __id
        pagerank
        delta
        X4
    

    

        31162222
        0.15
        0.0
        1.219.127.110
    

    

        31180097
        0.15
        0.0
        1.219.197.65
    

    

        31231477
        0.15
        0.0
        1.220.141.245
    

    

        23332940
        0.15
        0.0
        1.100.8.76
    

    

        28682042
        0.15
        0.0
        1.181.167.58
    

    

        17907144
        0.15
        0.0
        1.17.61.200
    

    

        26126345
        0.15
        0.0
        1.142.168.9
    

    

        28228116
        0.15
        0.0
        1.174.186.20
    

    

        30767626
        0.15
        0.0
        1.213.122.10
    

    

        19163169
        0.15
        0.0
        1.36.104.33
    

    

        ...
        ...
        ...
        ...
    



[10329 rows x 4 columns]
Note: Only the head of the SFrame is printed.
You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.


















In [9]:



    


sorted(ranked[['X4','pagerank']],key=lambda x: x['pagerank'],reverse=True)



    


















    
Out[9]:








[{'X4': '119.221.97.152', 'pagerank': 8.820000000000006},
 {'X4': '119.132.97.152', 'pagerank': 5.44125},
 {'X4': '119.165.228.80', 'pagerank': 1.1699999999999997},
 {'X4': '119.236.175.0', 'pagerank': 0.7874999999999999},
 {'X4': '119.39.235.125', 'pagerank': 0.405},
 {'X4': '119.165.228.144', 'pagerank': 0.2775},
 {'X4': '119.152.167.66', 'pagerank': 0.27749999999999997},
 {'X4': '119.236.175.176', 'pagerank': 0.27749999999999997},
 {'X4': '119.165.228.253', 'pagerank': 0.23500000000000001},
 {'X4': '119.236.235.55', 'pagerank': 0.21375},
 {'X4': '119.165.228.245', 'pagerank': 0.1925},
 {'X4': '42.2.150.35', 'pagerank': 0.15009468893316572},
 {'X4': '42.4.41.102', 'pagerank': 0.15009468893316572},
 {'X4': '42.17.82.242', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.21.159', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.48.88', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.63.114', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.67.127', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.76.118', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.104.34', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.153.12', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.156.184', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.157.232', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.190.251', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.216.40', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.221.25', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.233.117', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.238.42', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.244.92', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.1.27', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.1.215', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.1.218', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.16.154', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.29.167', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.65.159', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.66.83', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.86.54', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.114.131', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.115.201', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.139.107', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.173.4', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.182.13', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.189.40', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.198.1', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.211.215', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.232.215', 'pagerank': 0.15009468893316572},
 {'X4': '42.89.172.115', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.9.148', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.23.36', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.23.60', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.41.37', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.41.82', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.68.130', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.96.35', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.102.200', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.109.215', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.138.90', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.140.118', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.171.151', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.172.161', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.176.175', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.178.48', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.194.255', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.201.86', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.202.157', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.202.159', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.209.87', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.210.18', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.210.81', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.210.101', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.210.121', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.210.123', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.210.141', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.210.183', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.210.202', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.210.249', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.245.176', 'pagerank': 0.15009468893316572},
 {'X4': '42.120.196.207', 'pagerank': 0.15009468893316572},
 {'X4': '42.120.237.70', 'pagerank': 0.15009468893316572},
 {'X4': '42.141.96.80', 'pagerank': 0.15009468893316572},
 {'X4': '42.143.210.136', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.57.76', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.81.233', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.81.235', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.106.108', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.122.56', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.123.221', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.126.17', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.129.234', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.134.203', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.160.98', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.160.226', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.163.33', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.177.113', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.190.24', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.201.222', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.202.236', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.204.186', 'pagerank': 0.15009468893316572},
 {'X4': '42.222.29.27', 'pagerank': 0.15009468893316572},
 {'X4': '42.222.179.153', 'pagerank': 0.15009468893316572},
 {'X4': '42.222.180.34', 'pagerank': 0.15009468893316572},
 {'X4': '42.222.217.57', 'pagerank': 0.15009468893316572},
 {'X4': '42.227.32.146', 'pagerank': 0.15009468893316572},
 {'X4': '42.227.32.209', 'pagerank': 0.15009468893316572},
 {'X4': '42.227.35.78', 'pagerank': 0.15009468893316572},
 {'X4': '42.227.35.229', 'pagerank': 0.15009468893316572},
 {'X4': '42.227.100.55', 'pagerank': 0.15009468893316572},
 {'X4': '42.227.183.130', 'pagerank': 0.15009468893316572},
 {'X4': '42.227.187.255', 'pagerank': 0.15009468893316572},
 {'X4': '42.227.192.178', 'pagerank': 0.15009468893316572},
 {'X4': '42.227.192.201', 'pagerank': 0.15009468893316572},
 {'X4': '42.227.196.55', 'pagerank': 0.15009468893316572},
 {'X4': '92.156.222.98', 'pagerank': 0.15009468893316572},
 {'X4': '92.221.137.252', 'pagerank': 0.15009468893316572},
 {'X4': '126.59.67.156', 'pagerank': 0.15009468893316572},
 {'X4': '126.59.93.222', 'pagerank': 0.15009468893316572},
 {'X4': '126.59.103.91', 'pagerank': 0.15009468893316572},
 {'X4': '126.59.252.129', 'pagerank': 0.15009468893316572},
 {'X4': '126.59.253.110', 'pagerank': 0.15009468893316572},
 {'X4': '126.198.136.252', 'pagerank': 0.15009468893316572},
 {'X4': '126.198.165.39', 'pagerank': 0.15009468893316572},
 {'X4': '126.198.183.227', 'pagerank': 0.15009468893316572},
 {'X4': '126.203.62.240', 'pagerank': 0.15009468893316572},
 {'X4': '126.203.74.8', 'pagerank': 0.15009468893316572},
 {'X4': '126.203.74.175', 'pagerank': 0.15009468893316572},
 {'X4': '126.203.94.145', 'pagerank': 0.15009468893316572},
 {'X4': '126.203.170.95', 'pagerank': 0.15009468893316572},
 {'X4': '126.248.74.20', 'pagerank': 0.15009468893316572},
 {'X4': '126.248.146.118', 'pagerank': 0.15009468893316572},
 {'X4': '126.248.163.217', 'pagerank': 0.15009468893316572},
 {'X4': '126.248.180.60', 'pagerank': 0.15009468893316572},
 {'X4': '126.248.207.22', 'pagerank': 0.15009468893316572},
 {'X4': '207.80.210.249', 'pagerank': 0.15009468893316572},
 {'X4': '207.246.251.89', 'pagerank': 0.15009468893316572},
 {'X4': '209.9.56.233', 'pagerank': 0.15009468893316572},
 {'X4': '209.42.33.11', 'pagerank': 0.15009468893316572},
 {'X4': '209.59.86.113', 'pagerank': 0.15009468893316572},
 {'X4': '209.120.30.13', 'pagerank': 0.15009468893316572},
 {'X4': '209.128.20.51', 'pagerank': 0.15009468893316572},
 {'X4': '209.128.20.152', 'pagerank': 0.15009468893316572},
 {'X4': '209.190.83.247', 'pagerank': 0.15009468893316572},
 {'X4': '209.190.170.250', 'pagerank': 0.15009468893316572},
 {'X4': '209.248.10.176', 'pagerank': 0.15009468893316572},
 {'X4': '251.176.185.239', 'pagerank': 0.15009468893316572},
 {'X4': '251.222.142.175', 'pagerank': 0.15009468893316572},
 {'X4': '42.2.150.177', 'pagerank': 0.15009468893316572},
 {'X4': '42.2.188.105', 'pagerank': 0.15009468893316572},
 {'X4': '42.4.41.68', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.0.57', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.29.108', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.49.76', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.64.76', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.82.127', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.146.24', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.152.67', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.171.133', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.209.93', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.226.40', 'pagerank': 0.15009468893316572},
 {'X4': '42.42.230.166', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.1.116', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.19.209', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.65.206', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.73.68', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.79.124', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.92.45', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.92.222', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.101.146', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.101.246', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.114.74', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.114.189', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.128.223', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.130.67', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.139.101', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.167.64', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.173.248', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.189.219', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.198.205', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.211.237', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.221.36', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.221.162', 'pagerank': 0.15009468893316572},
 {'X4': '42.87.222.42', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.17.92', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.17.110', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.23.31', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.30.243', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.41.234', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.68.110', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.96.11', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.102.87', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.102.94', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.134.223', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.148.11', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.152.245', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.153.160', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.156.123', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.171.1', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.176.60', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.178.154', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.194.147', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.202.91', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.208.61', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.209.167', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.210.44', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.210.82', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.210.102', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.210.161', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.210.250', 'pagerank': 0.15009468893316572},
 {'X4': '42.111.236.249', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.30.5', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.77.10', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.82.36', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.134.60', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.159.177', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.160.97', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.160.219', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.178.27', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.194.24', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.210.224', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.212.62', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.238.145', 'pagerank': 0.15009468893316572},
 {'X4': '42.221.253.247', 'pagerank': 0.15009468893316572},
 {'X4': '42.222.179.6', 'pagerank': 0.15009468893316572},
 {'X4': '42.222.247.117', 'pagerank': 0.15009468893316572},
 {'X4': '42.227.7.34', 'pagerank': 0.15009468893316572},
 {'X4': '42.227.32.26', 'pagerank': 0.15009468893316572},
 {'X4': '42.227.51.220', 'pagerank': 0.15009468893316572},
 {'X4': '42.227.107.177', 'pagerank': 0.15009468893316572},
 {'X4': '42.227.183.143', 'pagerank': 0.15009468893316572},
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 ...]

Content source: ryanbreed/pysilk-notebooks_pytx2014

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