import networkx as nx
import pandas as pd

X = frequency[['dose','freq']].values.astype(float) 
medication_graph = nx.from_numpy_matrix(self.sim_matrix) 
pr = nx.pagerank(medication_graph, alpha=0.9, max_iter=1000, personalization=dict(sfrequency['count']))