import numpy as np
def pagerank(M, num_iterations=100, d=0.85):
N = M.shape[1]
v = np.random.rand(N, 1)
v = v / np.linalg.norm(v, 1)
iteration = 0
while iteration < num_iterations:
iteration += 1
v = d * np.matmul(M, v) + (1 - d) / N
return v
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