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foldGraph.py
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import snap
import math
import time
edgeIndices = snap.TIntV()
# assume at each key, there is a unique integer value and the intgers are sorted
# and at cntinuous + 1 increment
def getKeyAtVal(strIntH, val):
index = 0
for key in strIntH:
if val == index:
break;
else:
index = index + 1
return key
def getPartOfVector(strV, first, last):
vecPart = snap.TStrV()
for ind in range(first, last+1):
vecPart.Add(strV[ind])
return vecPart
# get all indices that have this value
def getIndicesWithVal(strV, val, first, edgeIndices):
myInd = strV.SearchForw(val,0)
if myInd == -1:
return
if strV.Len()==1:
edgeIndices.Add(first)
# print "%s at %d" %(val,first)
return
myLen = strV.Len()
half = int(math.floor(myLen/2.0))
# print "first, half, length = (%d, %d, %d)" % (first, half, myLen)
leftPart = snap.TStrV()
#strV.GetSubValV(0, half-1, leftPart)
leftPart = getPartOfVector(strV, 0, half-1,0)
getIndicesWithVal(leftPart, val, first, edgeIndices)
rightPart = snap.TStrV()
#strV.GetSubValV(half, myLen-1, rightPart)
rightPart = getPartOfVector(strV, half, myLen-1,1)
first = first + half
getIndicesWithVal(rightPart, val, first, edgeIndices)
startTime = time.time()
# Read the edges
print "----------------Reading The Bipartite Graph Edges-----------------"
loanEdgeNodes = snap.TStrV()
lenderEdgeNodes = snap.TStrV()
edgePairs = snap.TStrPrV()
numEdges = 0
file = open("lender_loans.txt", "r")
for line in file:
numEdges += 1
words = line.split()
loanEdgeNodes.Add(words[0])
lenderEdgeNodes.Add(words[1])
myPair = snap.TStrPr(words[0], words[1])
edgePairs.Add(myPair)
#if numEdges >=1000:
# break
file.close()
print "Edges from loans to lenders = %d" % numEdges
print "----------------Loan Nodes-----------------"
loanNodes = snap.TStrIntH()
prevId = ''
ind = 0
file = open("loanNameIdMap.map", "w")
for loanId in loanEdgeNodes:
if loanId != prevId:
loanNodes[loanId] = ind
file.write(loanId + "\t" + str(ind)+ "\n")
ind = ind + 1
prevId = loanId
file.close()
print "There are %d loans" % loanNodes.Len()
print "----------------Lender Nodes-----------------"
lenderNodes = snap.TStrIntH()
sortedV = snap.TStrV()
# copy into sortedV and sort it
for lenderId in lenderEdgeNodes:
sortedV.Add(lenderId)
sortedV.Sort(True)
prevId = ''
ind = 0
print "sorted lenderId"
file = open("lenderNameIdMap.map", "w")
for lenderId in sortedV:
#print lenderId
if lenderId != prevId:
lenderNodes[lenderId] = ind
file.write(lenderId + "\t" + str(ind)+ "\n")
ind = ind + 1
prevId = lenderId
file.close()
print "There are %d lenders" % lenderNodes.Len()
print "----------------Folded Lender to lender graph-----------------"
# undirected graph
GLender = snap.TUNGraph.New()
# add the nodes
for nodeId in range(0, lenderNodes.Len()):
GLender.AddNode(nodeId)
# add the edges
prevLoanName = ''
prevLenderIds = snap.TIntV()
for curEdge in range(0, numEdges):
curLoanName = loanEdgeNodes[curEdge]
curLenderId = lenderNodes[lenderEdgeNodes[curEdge]]
if curLoanName == prevLoanName:
for prevLenderId in prevLenderIds:
GLender.AddEdge(curLenderId, prevLenderId)
prevLenderIds.Add(curLenderId)
else:
prevLenderIds.Clr()
prevLenderIds.Add(curLenderId)
prevLoanName = curLoanName
snap.SaveEdgeList(GLender, "GLender.edgelist", "Folded Lender Graph")
if (False):
for EI in GLender.Edges():
lenderId1 = EI.GetSrcNId()
lenderId2 = EI.GetDstNId()
lenderName1 = getKeyAtVal(lenderNodes, lenderId1)
lenderName2 = getKeyAtVal(lenderNodes, lenderId2)
print "(%s, %s)" % (lenderName1,lenderName2)
print "number of edges in lender to lender graph is %d" %GLender.GetEdges()
print "----------------Folded Loan to loan graph-----------------"
# undirected graph
GLoan = snap.TUNGraph.New()
# add the nodes
for nodeId in range(0, loanNodes.Len()):
GLoan.AddNode(nodeId)
# add the edges
prevLenderName = ''
for curEdge in range(0, numEdges):
curLenderName = sortedV[curEdge]
if curLenderName!=prevLenderName:
edgeIndices.Clr()
getIndicesWithVal(lenderEdgeNodes, curLenderName, 0, edgeIndices)
for ind1 in edgeIndices:
for ind2 in edgeIndices:
if ind1!=ind2:
curLoanName1 = loanEdgeNodes[ind1]
curLoanId1 = loanNodes[curLoanName1]
curLoanName2 = loanEdgeNodes[ind2]
curLoanId2 = loanNodes[curLoanName2]
if not GLoan.IsEdge(curLoanId1, curLoanId2):
GLoan.AddEdge(curLoanId1, curLoanId2)
prevLenderName = curLenderName
snap.SaveEdgeList(GLoan, "GLoan.edgelist", "Folded Loan Graph")
if (False):
for EI in GLoan.Edges():
loanId1 = EI.GetSrcNId()
loanId2 = EI.GetDstNId()
loanName1 = getKeyAtVal(loanNodes, loanId1)
loanName2 = getKeyAtVal(loanNodes, loanId2)
print "(%s, %s)" % (loanName1,loanName2)
print "number of edges in loan to loan graph is %d" %GLoan.GetEdges()
elapsed_time = time.time() - startTime
print "total time is %d seconds" %elapsed_time