Created
December 14, 2012 14:53
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Beta-diversity of networks, using python and networkx
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import networkx as nx | |
def B01(a,b,c): | |
return (a+b+c)/(float((2*a+b+c)*0.5))-1 | |
def BetaLink(w1,w2,Bf=B01): | |
SharedS = list(set(w1.node) & set(w2.node)) | |
SharedE = list(set(w1.edges()) & set(w2.edges())) | |
## Species | |
Sc = len(w1.node)-len(SharedS) | |
Sb = len(w2.node)-len(SharedS) | |
Sa = len(SharedS) | |
BS = Bf(Sa,Sb,Sc) | |
## All links | |
Wc = len(w1.edges()) - len(SharedE) | |
Wb = len(w2.edges()) - len(SharedE) | |
Wa = len(SharedE) | |
WN = Bf(Wa,Wb,Wc) | |
## Links between shared species | |
nw1 = nx.DiGraph(w1) | |
nw2 = nx.DiGraph(w2) | |
uSp1 = [n for n in nw1 if n not in SharedS] | |
uSp2 = [n for n in nw2 if n not in SharedS] | |
nw1.remove_nodes_from(uSp1) | |
nw2.remove_nodes_from(uSp2) | |
SharedO = list(set(nw1.edges()) & set(nw2.edges())) | |
Oc = len(nw1.edges()) - len(SharedO) | |
Ob = len(nw2.edges()) - len(SharedO) | |
Oa = len(SharedO) | |
OL = Bf(Oa,Ob,Oc) | |
## Return results | |
return [BS,WN,OL,WN-OL,OL/float(WN)*100,(WN-OL)/float(WN)*100] |
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