Example #1
0
if __name__ == '__main__':

    class IdCounter(object):
        ids = set()
        @staticmethod
        def count(new_id):
            IdCounter.ids.add(new_id)
            return len(IdCounter.ids)

    counter = MAX_USER_NUM
    basemap = BSMAP
    movement = MOVEMENT_HIST

    print("Extracting motifs ...")
    motifrepo = Motif()
    for person in movement_reader(movement, BaseStationMap(basemap)):

        if IdCounter.count(person.id) > counter:
            break

        user_graph = seq2graph(person.locations, True)
        motifrepo.add_graph(user_graph)

    motifrepo.stat().to_csv('motifs_stat.csv', index=False)

    print("Plotting motifs ...")
    motif_filter = range(3, 11)

    # Global stat
    all_motifs = motifrepo.all_motifs(motif_filter, True, True)
    totmotif = motifrepo.number_of_motifs(motif_filter)
Example #2
0

def graph_node_sim(g1, g2):
    """ Implementation of similarity measure proposed by Blondel et al., 2004
    """
    pass

def graph_couple_sim(g1, g2):
    """ Implementation of node (edge) similarity measure of Zager et al., 2008
    """

if __name__ == '__main__':

    class IdCounter(object):
        ids = set()
        @staticmethod
        def count(new_id):
            IdCounter.ids.add(new_id)
            return len(IdCounter.ids)

    roadnet = RoadNetwork(HZ_SHAPEFILE)

    for person in movement_reader(MOVEMENT_HIST,
                                  BaseStationMap(BSMAP)):
        if IdCounter.count(person.id) > MAX_USER_NUM:
            break

        user_graph = person.convert2graph(roadnet, True)

        print user_graph.edge