Created
November 18, 2014 08:47
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HITS(authority&hub)
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import copy | |
with open('/Users/wy/Desktop/hw2dataset/graph_3.txt','r') as f: | |
tl=[] | |
f = f.readlines() | |
for s in f: | |
s=s.rstrip() | |
s=s.split(',') | |
tl.append(s[0]) | |
tl.append(s[1]) | |
tl=set(tl) | |
setsum = len(tl) | |
class ini(object): | |
def __init__(self): | |
self.d ={} | |
self.d['au']=1 | |
self.d['in']=[] | |
self.d['out']=[] | |
self.d['hub']=1 | |
dd={} | |
for a in tl: | |
dd[a]= ini() | |
for s in f: | |
s=s.rstrip() | |
s=s.split(',') | |
dd[s[0]].d['out'].append(s[1]) | |
dd[s[1]].d['in'].append(s[0]) | |
def hits(): | |
aul=[] | |
hubl=[] | |
for p,v in dd.items(): | |
score=0 | |
prein = copy.deepcopy(v.d['in']) | |
if len(prein)!=0: | |
for r in range( len(prein) ): | |
vv = dd[prein.pop()] | |
score += float(vv.d['hub']) | |
v.d['au']= score | |
aul.append(v.d['au']) | |
score=0 | |
aftout = copy.deepcopy(v.d['out']) | |
if len(aftout)!=0: | |
for r in range( len(aftout) ): | |
vv = dd[aftout.pop()] | |
score += float(vv.d['au']) | |
v.d['hub']= score | |
hubl.append(v.d['hub']) | |
maxau=float(max(aul)) | |
maxhub=float(max(hubl)) | |
for p,v in dd.items(): | |
v.d['au']= v.d['au']/maxau | |
v.d['hub']= v.d['hub']/maxhub | |
return(aul) | |
ri=[] | |
ro = hits() | |
while ri != ro: | |
ri=ro | |
ro = hits() | |
y1=[] | |
y2=[] | |
y3=[] | |
for p,v in dd.items(): | |
print(p) | |
y1.append(p) | |
y2.append(v.d['au']) | |
y2.append(v.d['hub']) | |
print(v.d['au']) | |
print(v.d['hub']) |
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