Machine Learning/Kaggle Social Network Contest/load data
How to load the network into networkx
There is a network analysis package for Python called networkx. This package can be installed using easy_install.
The network can be loaded using the read_edgelist function in networkx or by manually adding edges
Method 1
import networkx as nx
DG = nx.read_edgelist('social_train.csv', create_using=nx.DiGraph(), nodetype=int, delimiter=',')
Method 2
import networkx as nx
import csv
import time
t0 = time.clock()
DG = nx.DiGraph()
netcsv = csv.reader(open('social_train.csv', 'rb'), delimiter=',')
for row in netcsv:
tmp1 = int(row[0])
tmp2 = int(row[1])
DG.add_edge(tmp1, tmp2)
print "Loaded in ", str(time.clock() - t0), "s"
| Rows | 1M | 2M | 3M |
|---|---|---|---|
| Method 1 | 20s | 53s | 103s |
| Method 2 | 15s | 41s | 86s |