PageRank: Django view and the algorithm code

To rank the importance of the online reviews, we have implemented the PageRank algorithm (see Chapter 4, Web Mining Techniques, in the Ranking: PageRank algorithm section) into the application. The pgrank.py file in the pgrank folder within the webmining_server folder implements the algorithm that follows:

from pages.models import Page,SearchTerm

num_iterations = 100000
eps=0.0001
D = 0.85

def pgrank(searchid):
    s = SearchTerm.objects.get(id=int(searchid))
    links = s.links.all()
    from_idxs = [i.from_id for i in links ]
    # Find the idxs that receive page rank 
    links_received = []
    to_idxs = []
    for l in links:
        from_id = l.from_id
        to_id = l.to_id
        if from_id not in from_idxs: continue
        if to_id  not in from_idxs: continue
        links_received.append([from_id,to_id])
        if to_id  not in to_idxs: to_idxs.append(to_id)
        
    pages = s.pages.all()
    prev_ranks = dict()
    for node...