/
info.py
executable file
·315 lines (250 loc) · 9.52 KB
/
info.py
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#!/usr/bin/env python3
# -*- coding: utf-8 -*-
import argparse
import time
try:
import networkx as nx
except ImportError:
print('This script requires NetworkX library to be installed.')
exit(1)
import graph.io as io
import graph.stats as stats
import graph.predicates as predicates
import utils.print as gprint
def gen_username(first_name, last_name, uid):
return '{} {} ({})'.format(first_name, last_name, uid)
def add_rows(table_data, table):
for username in table_data:
table_data[username].insert(0, username)
table.add_row(table_data[username])
def top_of_table(table_str, num_newlines):
first_index = table_str.find('\n')
first_line = table_str[:first_index + 1]
cur_index = 0
for _ in range(num_newlines + 3):
cur_index = table_str.find('\n', cur_index + 1)
# end of table
if cur_index == -1:
return table_str
return table_str[:cur_index + 1] + first_line
def append_central_nodes(graph, table_data):
"""Append periphery nodes to table_data."""
# first, setup all values to false
for node in graph.nodes(data=True):
node_name = gen_username(node[1]['first_name'],
node[1]['last_name'],
node[0])
if node_name in table_data:
table_data[node_name].append('')
else:
table_data[node_name] = ['']
# second, update these values to True for periphery
for uid in nx.center(graph):
node_name = gen_username(graph.node[uid]['first_name'],
graph.node[uid]['last_name'],
uid)
table_data[node_name][-1] = 'True'
def append_periphery_nodes(graph, table_data):
"""Append periphery nodes to table_data."""
# first, setup all values to false
for node in graph.nodes(data=True):
node_name = gen_username(node[1]['first_name'],
node[1]['last_name'],
node[0])
if node_name in table_data:
table_data[node_name].append('')
else:
table_data[node_name] = ['']
# second, update these values to True for periphery
for uid in nx.periphery(graph):
node_name = gen_username(graph.node[uid]['first_name'],
graph.node[uid]['last_name'],
uid)
table_data[node_name][-1] = 'True'
def append_degree(graph, table_data):
"""Append degree of each node to table_data."""
for node in graph.nodes(data=True):
node_name = gen_username(node[1]['first_name'],
node[1]['last_name'],
node[0])
node_degree = graph.degree(node[0])
if node_name in table_data:
table_data[node_name].append(node_degree)
else:
table_data[node_name] = [node_degree]
def append_num_friends(graph, table_data):
"""Append number of friends (and followers, if exists) of each node to
table_data."""
# collect nodes only with 'friends_total'
for node in graph.nodes(data=True):
node_name = gen_username(node[1]['first_name'],
node[1]['last_name'],
node[0])
if 'friends_total' in node[1]:
num_friends = node[1]['friends_total']
else:
num_friends = 0
if node_name in table_data:
table_data[node_name].append(num_friends)
else:
table_data[node_name] = [num_friends]
def append_num_followers(graph, table_data):
"""Append number of friends (and followers, if exists) of each node to
table_data."""
# collect nodes only with 'friends_total'
for node in graph.nodes(data=True):
node_name = gen_username(node[1]['first_name'],
node[1]['last_name'],
node[0])
if 'followers_total' in node[1]:
num_friends = node[1]['followers_total']
else:
num_friends = 0
if node_name in table_data:
table_data[node_name].append(num_friends)
else:
table_data[node_name] = [num_friends]
def append_pagerank(graph, table_data):
pageranks = nx.pagerank(graph).items()
for uid, pagerank in pageranks:
node_name = gen_username(graph.node[uid]['first_name'],
graph.node[uid]['last_name'],
uid)
if node_name in table_data:
table_data[node_name].append(pagerank)
else:
table_data[node_name] = [pagerank]
def append_media_activist(graph, table_data):
'''Append information about "media-activism".'''
avg_friends = stats.avg_num_friends(graph)
# first, setup all values to false
for node in graph.nodes(data=True):
node_name = gen_username(node[1]['first_name'],
node[1]['last_name'],
node[0])
is_activist = ''
if predicates.is_media_activist(node, avg_friends):
is_activist = 'True'
if node_name in table_data:
table_data[node_name].append(is_activist)
else:
table_data[node_name] = [is_activist]
# list of implemented fields
impl_fields = [
{
'header': 'degree',
'function': append_degree,
'align': 'r'
},
{
'header': 'friends',
'function': append_num_friends,
'align': 'r'
},
{
'header': 'followers',
'function': append_num_followers,
'align': 'r'
},
{
'header': 'pagerank',
'function': append_pagerank,
'align': 'r'
},
{
'header': 'central',
'function': append_central_nodes,
'align': 'c'
},
{
'header': 'periphery',
'function': append_periphery_nodes,
'align': 'c'
},
{
'header': 'media-activist',
'function': append_media_activist,
'align': 'c'
},
]
DESCRIPTION = 'Print characteristics of specified NetworkX graph'
parser = argparse.ArgumentParser(description=DESCRIPTION)
parser.add_argument('path', metavar='PATH', type=str,
help='path to YAML file which contains graph data')
parser.add_argument('-i', '--info',
help='print general information about graph',
action='store_true')
parser.add_argument('-r', '--radius', help='print graph radius',
action='store_true')
parser.add_argument('-d', '--diameter', help='print graph diameter',
action='store_true')
parser.add_argument('--avg-friends', help='print average number of friends',
action='store_true')
parser.add_argument('--avg-followers', action='store_true',
help='print average number of followers')
impl_headers = ','.join([field['header'] for field in impl_fields])
parser.add_argument('-f', '--fields', metavar='FIELDS', type=str,
help='print specified fields of each node:\n'
'{}'.format(impl_headers))
parser.add_argument('-s', '--sort', metavar='FIELD', type=str,
help='sort by FIELD from specified FIELDS')
parser.add_argument('-t', '--top', metavar='NUM_USERS', type=int,
help='print only top NUM_USERS')
args = parser.parse_args()
try:
start_time = time.time()
G = io.read_graph(args.path)
if args.info:
print(nx.info(G), '\n')
if args.radius:
print('Graph radius: ', nx.radius(G))
if args.diameter:
print('Graph diameter: ', nx.diameter(G))
if args.avg_friends:
print('Average number of friends: ', stats.avg_num_friends(G))
if args.avg_followers:
print('Average number of followers: ', stats.avg_num_followers(G))
if args.fields:
try:
from prettytable import PrettyTable
except ImportError:
print('This script requires PrettyTable library to be installed.')
exit(1)
args_fields = args.fields.split(',')
for i, field in enumerate(args_fields):
args_fields[i] = field.lower().strip()
table_headers = ['Username']
table_align = {'Username': 'l'}
table_data = {}
for field in impl_fields:
if field['header'] in args_fields:
col_header = field['header'].capitalize()
table_headers.append(col_header)
col_function = field['function']
col_function(G, table_data)
table_align[col_header] = field['align']
table = PrettyTable(table_headers)
add_rows(table_data, table)
# set align
for col_header in table_align:
table.align[col_header] = table_align[col_header]
table.float_format = '5.5'
if args.sort:
args_sort = args.sort.capitalize()
if args_sort in table_headers:
table.sortby = args_sort
table.reversesort = True
else:
print('Please, specify correct field to sort on:\n',
', '.join(table_headers))
exit(1)
table_str = str(table)
if args.top:
table_str = top_of_table(table_str, args.top)
print(table_str)
except FileNotFoundError:
print('No such file or directory! Quitting...')
except IOError:
print('IOError happened! Quitting...')
else:
gprint.print_elapsed_time(time.time() - start_time)