def main(script, n='1000', k='10', *args):

    n = int(n) #number of vertices
    k = int(k) #number of edges in regular graph
    vertices = [Vertex(c) for c in range(n)]

    g = SmallWorldGraph(vertices)
    g.add_regular_edges(k)

    #regular graph's clustering coefficient and avg path length
    c_zero = g.clustering_coefficient()
    l_zero = g.average_path_length()
    print c_zero, l_zero

    f = open("plots/output.csv", "wb")
    print 'p\tC\tL'
    f.write('p,C(p)/C(0),L(p)/L(0)\n')

    #begin rewiring to tease out small-world network characteristics
    for log_exp in numpy.arange(-40, 1, 1): #incrementation scheme for logarithmic exponents
        g = SmallWorldGraph(vertices)
        g.add_regular_edges(k)
        p = numpy.power(10, log_exp/10.0)
        g.rewire(p)
        print '%s\t%s\t%s' % (p, g.clustering_coefficient()/c_zero, g.average_path_length()/l_zero)
        f.write('%s,%s,%s\n' % (p, g.clustering_coefficient()/c_zero, g.average_path_length()/l_zero))
    f.close()
Пример #2
0
def makeGraph(n='52', k='5', p='0.1'):
    #create n Vertices
    n = int(n)
    k = int(k)
    p = float(p)

    names = name_generator()
    vs = [Vertex(names.next()) for c in range(n)]

    # create a graph
    g = SmallWorldGraph(vs, k, p)
    start = clock()
    g.char_length()
    charLength1 = clock() - start

    start = clock()
    g.char_length2()
    charLength2 = clock() - start

    start = clock()
    g.char_length3()
    charLength3 = clock() - start

    start = clock()
    g.char_length4()
    charLength4 = clock() - start
    return charLength1, charLength2, charLength3, charLength4
def generateData(pStart, pMultiplier):
    c0 = 0.75
    x = []
    y = []
    while (pStart < 1):
        names = name_generator()
        vs = [Vertex(names.next()) for c in range(52)]
        graph = SmallWorldGraph(vs, 5, pStart)
        x.append(pStart)
        y.append(graph.cluster_coef() / c0)
        pStart *= pMultiplier
    return [x, y]
def generateData(pStart, pMultiplier):
    l0 = (52 / (2 * 5))
    x = []
    y = []
    while (pStart < 1):
        names = name_generator()
        vs = [Vertex(names.next()) for c in range(52)]
        graph = SmallWorldGraph(vs, 5, pStart)
        x.append(pStart)
        y.append(graph.char_length() / l0)
        pStart *= pMultiplier
    return [x, y]
Пример #5
0
def main(script, n='25', *args):

    # create n Vertices
    n = int(n)
    labels = string.ascii_lowercase + string.ascii_uppercase
    vs = [Node(c) for c in labels[:n]]

    # create a graph and a layout
    g = SmallWorldGraph(vs)
    # g.add_random_edges(.2)
    # g.add_all_edges()
    g.add_regular_edges(4)
    g.rewire(.20)
    layout = CircleLayout(g)

    # draw the graph
    gw = GraphWorld()
    gw.show_graph(g, layout)
    gw.mainloop()