In [1]:
import os
from graph_tool.all import *
import codecs
from collections import defaultdict, OrderedDict
import matplotlib.pyplot as plt
import numpy as np
%matplotlib inline
from igraph import *
from scipy.stats.stats import pearsonr
from scipy import stats
import pandas as pd
import math
import json
import seaborn as sns
plt.style.use('seaborn-white')
sns.set(font_scale=2)
sns.set_style("white")
default_stdout = sys.stdout
sys.stdout = default_stdout
In [2]:
WORKING_FOLDER = '../../../DATA/FIN/SBM'
os.chdir(WORKING_FOLDER)
f_in_graph = 'mention_graph_weights.dat'
f_in_SBM_output_comm = 'SBM_weighted_clusters_node_names'
In [3]:
# returns a dict with nodes ids per community in each value
# dict keys are just community ids in returned order
def read_SBM_output(change_node_names=True):
input_file = codecs.open(f_in_SBM_output_comm, 'r', encoding='utf8')
output = defaultdict(list)
num_COMM = 0
for line in input_file:
line = line.split()
output[num_COMM] = line
num_COMM += 1
return output
read_SBM_output()
Out[3]:
defaultdict(list,
{0: [u'22430',
u'19534',
u'20923',
u'27080',
u'24889',
u'18675',
u'14726',
u'1616',
u'28169',
u'7763',
u'18154',
u'26617',
u'13770',
u'8038',
u'28182',
u'22601',
u'19640',
u'17317',
u'22073',
u'21001',
u'1104',
u'8351',
u'2734',
u'17414',
u'14516',
u'25924',
u'25222',
u'13391',
u'7827',
u'25206',
u'16485',
u'8430',
u'7415',
u'106',
u'12408',
u'27383',
u'2705',
u'25488',
u'20111',
u'20446',
u'21541',
u'8524',
u'10510',
u'22645',
u'14882',
u'25796',
u'20287',
u'13028',
u'8193',
u'16685',
u'22337',
u'22411',
u'3980',
u'24567',
u'16191',
u'19568',
u'10215',
u'10899',
u'27381',
u'639',
u'15256',
u'15027',
u'4951',
u'22678',
u'21968',
u'20313',
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u'8326',
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u'16196',
u'6536',
u'11348',
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u'4412',
u'24657',
u'28446',
u'2150',
u'9548',
u'25735',
u'5587',
u'11803',
u'18004',
u'12986',
u'23425',
u'5663',
u'13064',
u'13755',
u'22320',
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u'24695',
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u'20657',
u'27551',
u'21051',
u'13250',
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u'25393',
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u'439',
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u'27432',
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u'11514',
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u'20167',
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u'23202',
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u'24202',
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u'13550',
u'11650',
u'13473',
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u'26114',
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u'25990',
u'14814',
u'3447',
u'12465',
u'19690',
u'17438',
u'9865',
u'7707',
u'456',
u'16986',
u'8959',
u'12798',
u'13637',
u'4265',
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u'2986',
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u'14627',
u'26410',
u'18028',
u'3570',
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u'9319',
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u'13945',
u'13253'],
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u'23797',
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u'912',
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In [4]:
def read_in_node_names():
f = open('mutual_unweighted_node_names', 'r')
node_names = defaultdict(int)
for line in f:
if line[0] == '#':
continue
node_id, node_name = line.split()
node_names[int(node_id)] = int(node_name)
return node_names
In [5]:
def read_in_top_communities(sizeN):
ordered_communities = OrderedDict(sorted(read_SBM_output().items(), key=lambda t:len(t[1]), reverse=True))
top_communities = OrderedDict(x for x in ordered_communities.items() if len(x[1])>sizeN)
return top_communities
In [6]:
# returns a set of communities in which each node belongs to
def find_nodes_COMM():
nodes_COMM = defaultdict(list)
output = read_SBM_output()
for comm in output.keys():
for node in output[comm]:
nodes_COMM[node].append(comm)
for node in nodes_COMM:
nodes_COMM[node] = list(set(nodes_COMM[node]))
return nodes_COMM
In [7]:
# a helper function to show us info when print info is true
# otherwise returns only the list of community sizes
def num_and_sizes_SBM_COMM(print_info=False):
num_COMM = 0
COMM_sizes = []
ALL_users = defaultdict(int)
COMM = read_SBM_output()
num_COMM = len(COMM.keys())
for comm in COMM:
COMM_sizes.append(len(COMM[comm]))
for el in COMM[comm]:
ALL_users[el] = 1
if print_info:
print 'SBM has output: %d COMM ' % (num_COMM)
print 'Their sizes in increasing order:'
print sorted(COMM_sizes)
print 'Total number of users in COMM:'
print len(ALL_users.keys())
print 'Total size of COMM:'
print sum(COMM_sizes)
return COMM_sizes
return COMM_sizes
In [8]:
num_and_sizes_SBM_COMM(print_info=True)
SBM has output: 84 COMM
Their sizes in increasing order:
[63, 105, 125, 129, 140, 144, 147, 163, 164, 164, 173, 174, 174, 175, 178, 189, 189, 189, 195, 195, 197, 199, 201, 211, 215, 217, 217, 219, 225, 229, 232, 233, 234, 239, 240, 241, 243, 243, 247, 250, 263, 265, 270, 272, 278, 281, 282, 294, 295, 299, 305, 307, 311, 314, 316, 320, 345, 347, 347, 351, 353, 354, 364, 368, 370, 371, 384, 394, 400, 406, 414, 455, 455, 494, 499, 499, 528, 543, 636, 672, 737, 752, 1230, 1270]
Total number of users in COMM:
26717
Total size of COMM:
26717
Out[8]:
[189,
129,
311,
354,
499,
240,
233,
299,
494,
229,
528,
737,
414,
144,
63,
215,
281,
164,
1270,
199,
105,
234,
217,
217,
347,
250,
147,
195,
455,
225,
455,
752,
189,
1230,
270,
307,
265,
368,
353,
219,
243,
174,
232,
364,
345,
499,
140,
294,
272,
384,
239,
197,
263,
314,
125,
406,
243,
201,
394,
320,
282,
178,
347,
247,
400,
636,
672,
195,
189,
278,
543,
305,
351,
295,
371,
175,
370,
241,
316,
163,
211,
164,
174,
173]
In [9]:
# returns the node membership for each node
# i.e., in how many communities it participates
def find_nodes_in_more_COMM(print_info=False):
nodes_num_COMM = defaultdict(int)
COMM = read_SBM_output()
for comm in COMM:
for node in COMM[comm]:
nodes_num_COMM[int(node)] += 1
all_nodes = read_in_node_names().values()
cnt_singletons = 0
for node in all_nodes:
if node not in nodes_num_COMM:
cnt_singletons += 1
if print_info:
print len(all_nodes), len(nodes_num_COMM.keys())
print 'I found nodes out of communities ', cnt_singletons
#nodes_num_COMM2 = {node: nodes_num_COMM[node] if nodes_num_COMM[node] < 10 else 10 for node in nodes_num_COMM}
sorted_nodes_num_COMM = OrderedDict(sorted(nodes_num_COMM.items(), key=lambda t:t[1], reverse=True))
global N_overlap_comm
print sorted_nodes_num_COMM.items()[0][1]
#print sorted_nodes_num_COMM
return sorted_nodes_num_COMM
find_nodes_in_more_COMM(print_info=True)
26717 26717
I found nodes out of communities 0
1
Out[9]:
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In [26]:
# plots complementary CDF for the comm sizes
# in log-log scale
def plot_ccdf_comm_sizes():
COMM_sizes = num_and_sizes_SBM_COMM()
data = np.array(COMM_sizes)
sorted_data = np.sort(data)
yvals=1-np.arange(len(sorted_data))/float(len(sorted_data)-1)
plt.plot(sorted_data,yvals,color='r')
plt.yscale('log')
plt.ylabel('complementary CDF')
plt.xscale('log')
plt.xlabel('community size')
plt.savefig('ccdf_comm_sizes.jpg')
plt.show()
In [27]:
plot_ccdf_comm_sizes()
In [28]:
# reads in the graph using igraph and Ncol format, i.e., edge list
# with weights being the SR on the edges
def read_in_SR_graph():
#G = Graph.Read_Ncol('undirected_mention_graph_with_SR.csv', directed=False, weights=True)
#G = read("test", format="ncol", directed=False, weights=True)
G = Graph.Read_Ncol('directed_mention_graph_with_SR_NCOL_edgelist', directed=True, weights=True, names=True)
#print G.summary()
G.to_undirected(mode="collapse", combine_edges=min)
#print G.summary()
#G.simplify(combine_edges=None)
#print G.summary()
return G
read_in_SR_graph()
Out[28]:
<igraph.Graph at 0x7f637670e240>
In [29]:
# find average SR between the connected nodes
# in the subgraph of G induced by the nodes
def find_avg_SR(G, nodes):
node_SR_list = []
node_indices = []
for el in nodes:
n = G.vs.select(name = str(el))[0]
n = n.index
node_indices.append(n)
edges = G.es.select(_within = node_indices)
for e in edges:
w = e['weight']
node_SR_list.append(w)
avg_SR = np.mean(np.array(node_SR_list))
std_SR = np.std(np.array(node_SR_list))
return (avg_SR, std_SR)
In [30]:
def avg_SR_per_COMM_size():
output = read_SBM_output()
G = read_in_SR_graph()
size_vs_SR = defaultdict(int)
for comm_nodes in output.values():
size_vs_SR[len(comm_nodes)] = find_avg_SR(G, comm_nodes)
sorted_size_vs_SR = OrderedDict(sorted(size_vs_SR.items(), key=lambda t:t[0], reverse=True))
return size_vs_SR
In [31]:
def scatterplot_avg_SR_per_COMM_size():
size_vs_SR = avg_SR_per_COMM_size()
x = np.array(size_vs_SR.keys())
y = np.array([s[0] for s in size_vs_SR.values()])
e = np.array([s[1] for s in size_vs_SR.values()])
print 'Corrcoef', pearsonr(x, y)
plt.scatter(x,y, label='mean SR per comm')
plt.xlabel('comm size')
plt.ylabel('mean SR')
#plt.xscale('log')
#plt.legend(loc='best',frameon=False)
plt.show()
In [32]:
scatterplot_avg_SR_per_COMM_size()
Corrcoef (0.16162020563478774, 0.16891353358638017)
In [33]:
def read_sem_capital(f_name='user_entities.tab', tname='entities'):
f = open(f_name, "r")
cap = defaultdict(int)
cnt = 0
for line in f:
if tname == 'sentiment':
(vid, vn, val) = line.split('\t')
val = float(val)
else:
(vid, val) = line.split('\t')
val = float(val)
cap[vid] = val
cnt += 1
return cap
In [34]:
def find_avg_SEM_CAP(sem_cap, comm_nodes):
s = []
for node in comm_nodes:
s.append(sem_cap[str(node)])
s_mean = np.mean(np.array(s))
s_std = np.std(np.array(s))
return (s_mean, s_std)
In [35]:
def avg_SEM_CAP_per_COMM_size():
output = read_SBM_output()
sem_cap = read_sem_capital()
size_vs_SEM_CAP = defaultdict(int)
for comm_nodes in output.values():
size_vs_SEM_CAP[len(comm_nodes)] = find_avg_SEM_CAP(sem_cap, comm_nodes)
sorted_size_vs_SEM_CAP = OrderedDict(sorted(size_vs_SEM_CAP.items(), key=lambda t:t[0], reverse=True))
return size_vs_SEM_CAP
In [36]:
def scatterplot_avg_SEM_CAP_per_COMM_size():
size_vs_SEM_CAP = avg_SEM_CAP_per_COMM_size()
x = np.array(size_vs_SEM_CAP.keys())
y = np.array([s[0] for s in size_vs_SEM_CAP.values()])
e = np.array([s[1] for s in size_vs_SEM_CAP.values()])
print 'Corrcoef', pearsonr(x, y)
plt.scatter(x,y)
plt.xlabel('comm size')
plt.ylabel('mean sem cap')
#plt.xscale('log')
#plt.legend(loc='best',frameon=False)
plt.show()
In [37]:
scatterplot_avg_SEM_CAP_per_COMM_size()
Corrcoef (-0.045398125724374093, 0.7009199524199583)
In [10]:
##################################################
# read in a map for the twitter username --> id
##################################################
def read_user_IDs():
user_ids = defaultdict(str)
with codecs.open('../user_IDs.dat','r', encoding='utf8') as f:
for line in f:
line = line.split()
user_id = line[0]
user = line[1]
user_ids[user] = int(user_id)
return user_ids
In [11]:
def plot_taxonomy(tokens, weights, max_tokens, tokens_name, COM='ALL'):
df = pd.DataFrame({'token': tokens, 'weight': weights})
df.sort('weight', inplace=True, ascending=False)
if df.shape[0] > max_tokens:
tail = df.ix[max_tokens:, 'weight'].sum()
df2 = df.iloc[0:max_tokens].copy()
nrow = pd.Series({'token': '--[other ' + tokens_name + ']--', 'weight': tail})
df2.ix[df2.shape[0]] = nrow
df2.index = np.arange(df2.shape[0])
else:
df2 = df
# Let's plot something better than a word cloud!
plt.figure(figsize=(10,5))
plt.title('community ' + COM)
colors = []
for c in range(df2.shape[0]-1):
colors.append('#383838')
colors.append('#ebe728')
plt.barh(df2.index * -1, np.log(df2['weight']), color=colors)
plt.gca().yaxis.grid(False)
plt.yticks(df2.index * -1 + 1.0, df2['token'])
plt.ylim(-1 * df2.shape[0] + 1.4, 1)
plt.xlabel(tokens_name + ' weight')
plt.savefig(COM+tokens_name+'.jpg', bbox_inches='tight')
if tokens_name == 'entity':
plt.show()
In [12]:
##################################################
# the core function for the user lists, comm etc.
##################################################
"""
here, the options are to visualize the taxonomy for the whole dataset (COM="ALL")
and to visualize for different communities (COM="COM") that are read in through read_in_communities()
in the case of communities, this functions is invoked once per each community
-- user_list holds the ids of the users in one community
-- TOP_N holds the number of top concepts, keywords and entities that we want to visualize and record
-- user_com holds a map for user_id --> com_id
-- N_COM holds the total number of communities found (changes depending on the community detection algorithm)
"""
def find_taxonomy_of_user_list(user_ids=read_user_IDs(), COM='ALL', user_list=None, TOP_N=20):
# resulting dictionaries in which the counts and tfidf relevance are collected
keywords_sum = defaultdict(int)
entities_sum = defaultdict(int)
concepts_sum = defaultdict(int)
taxonomies_sum = defaultdict(int)
docSentiment_sum = defaultdict(int)
#print len(user_list), COM
cnt = 0
with codecs.open('../tweets_taxonomy_clean.JSON','r', encoding='utf8') as input_file:
for line7s in input_file:
try:
line = json.loads(line7s)
user_name = line["_id"]
user_name = str(user_name)
user_id = user_ids[user_name]
if user_list is not None:
if not user_id in user_list:
#print user_id
continue
# if dealing with ALL, take all the users
taxonomy_all = line["taxonomy"]
keywords = taxonomy_all["keywords"]
entities = taxonomy_all["entities"]
concepts = taxonomy_all["concepts"]
taxonomy = taxonomy_all["taxonomy"]
#
docSentiment = taxonomy_all["docSentiment"]
# this counts how many user we have analyzed
cnt += 1
except KeyError:
#print line7s
# we don't print since it is tested, there some 10% users for whom
# the taxonomy was not successfuly downloaded and they would be listed here
continue
for el in keywords:
category = el["text"]
# if we first time encounter this keyword, add a dict for it in the result
if not category in keywords_sum:
keywords_sum[category] = defaultdict(int)
# we use this not so well coded part because tuples do not allow assignment
old_relev = keywords_sum[category][0]
old_cnt = keywords_sum[category][1]
new_relev = old_relev + float(el["relevance"])
new_cnt = old_cnt + 1
keywords_sum[category] = (new_relev, new_cnt)
for el in entities:
entity = el["text"]
if entity in ['#', '#MentionTo', 'twitter', 'Twitter']:
continue
# if we first time encounter this entity, add a dict for it in the result
if not entity in entities_sum:
entities_sum[entity] = defaultdict(int)
# we use this not so well coded part because tuples do not allow assignment
old_relev = entities_sum[entity][0]
old_cnt = entities_sum[entity][1]
new_relev = old_relev + float(el["relevance"])
new_cnt = old_cnt + 1
entities_sum[entity] = (new_relev, new_cnt, el["type"])
for el in concepts:
concept = el["text"]
if concept in ['Trigraph', 'Gh', 'trigraph']:
continue
# if we first time encounter this concept, add a dict for it in the result
if not concept in concepts_sum:
concepts_sum[concept] = defaultdict(int)
# we use this not so well coded part because tuples do not allow assignment
old_relev = concepts_sum[concept][0]
old_cnt = concepts_sum[concept][1]
new_relev = old_relev + float(el["relevance"])
new_cnt = old_cnt + 1
concepts_sum[concept] = (new_relev, new_cnt)
# a bit different procedure for extracting the sentiment
sentiment = docSentiment["type"]
if sentiment == "neutral":
docSentiment_sum[sentiment] += 1
else:
if not sentiment in docSentiment_sum:
docSentiment_sum[sentiment] = defaultdict(int)
old_score = docSentiment_sum[sentiment][0]
old_cnt = docSentiment_sum[sentiment][1]
old_mixed_cnt = docSentiment_sum[sentiment][2]
try:
new_score = old_score + float(docSentiment["score"])
except KeyError:
continue
new_cnt = old_cnt + 1
try:
new_mixed_cnt = old_mixed_cnt + int(docSentiment["mixed"])
except KeyError:
continue
docSentiment_sum[sentiment] = (new_score, new_cnt, new_mixed_cnt)
for el in taxonomy:
taxonomy_tree = el["label"]
taxon = taxonomy_tree
if not taxon in taxonomies_sum:
taxonomies_sum[taxon] = defaultdict(int)
old_score = taxonomies_sum[taxon][0]
old_cnt = taxonomies_sum[taxon][1]
new_score = old_score + float(el["score"])
new_cnt = old_cnt + 1
taxonomies_sum[taxon] = (new_score, new_cnt)
com_size = cnt
# THIS IS A CONSTANT, because we know how many users there are in total after we did one ALL run
N = 27665
print "*** The user list %s ***" % COM
print "Analyzed %d users out of total %d users " % (com_size, N)
try:
pos_users = docSentiment_sum["positive"][1]
pos_score = docSentiment_sum["positive"][0]
except TypeError:
pos_users = 0
pos_score = 0
try:
neg_users = docSentiment_sum["negative"][1]
neg_score = docSentiment_sum["negative"][0]
except TypeError:
neg_users = 0
neg_score = 0
try:
neu_users = docSentiment_sum["neutral"]
except TypeError:
neu_users = 0
"""
print "___________________"
print "Sentiment stats: positive %d users; negative %d users; and neutral %d " % (pos_users, neg_users, neu_users)
print "Sentiment score: positive %f ; negative %f; and the sum sentiment %f " % (pos_score, neg_score, pos_score + neg_score)
print "Overall positive sentiment pct is %f " % (float(pos_users)/com_size)
print "___________________"
print "Total keywords found ", len(keywords_sum)
print "Total entities found ", len(entities_sum)
print "Total concepts found ", len(concepts_sum)
print "Total taxonomies on different levels found ", len(taxonomies_sum)
print "___________________"
"""
#####################
## STARTS plotting ##
#####################
#####################
## KEYWORDS ##
#####################
for kw in keywords_sum:
tot_relev = keywords_sum[kw][0]
tot_cnt = keywords_sum[kw][1]
inv_kw_fq = 0 if tot_cnt == 0 else N/float(tot_cnt)
tfidf = float(tot_relev * math.log(1.0 + inv_kw_fq))
keywords_sum[kw] = (tot_relev, tot_cnt, tfidf)
#print
#print "Keywords (ordered by TF-IDF): [relevance, count, TF-IDF]"
ord_keywords_sum2 = OrderedDict(sorted(keywords_sum.items(), key=lambda x: x[1][0], reverse = True))
NN = len(ord_keywords_sum2.items())
labels = np.empty([NN], dtype="<U26")
sizes = np.empty([NN], dtype=float)
sizes_tot = np.empty([NN], dtype=float)
i = 0
for el in ord_keywords_sum2:
#print el.encode('utf-8'), ord_keywords_sum2[el]
labels[i] = el
sizes[i] = float(ord_keywords_sum2[el][1])
sizes_tot[i] = float(ord_keywords_sum2[el][0])
i += 1
#if i == TOP_N:
# break
plot_taxonomy(tokens=labels, weights=sizes_tot, max_tokens=TOP_N, tokens_name='keyword', COM=COM)
#plot_taxonomy(labels, sizes_tot, "kw_com_" + str(COM) + ".png")
plt.clf()
#print
#####################
## ENTITIES ##
#####################
for en in entities_sum:
tot_relev = entities_sum[en][0]
tot_cnt = entities_sum[en][1]
inv_ent_fq = 0 if tot_cnt == 0 else N/float(tot_cnt)
tfidf = tot_relev * math.log(1.0 + inv_ent_fq)
entities_sum[en] = (tot_relev, tot_cnt, tfidf)
#print "Entities (sorted by TF-IDF): [relevance, count, TF-IDF]"
ord_entities_sum2 = OrderedDict(sorted(entities_sum.items(), key=lambda x: x[1][0], reverse = True))
NN = len(ord_keywords_sum2.items())
labels = np.empty([NN], dtype="<U26")
sizes = np.empty([NN], dtype=float)
sizes_tot = np.empty([NN], dtype=float)
i = 0
for el in ord_entities_sum2:
#print el.encode('utf-8'), ord_entities_sum2[el]
labels[i] = el
#print labels
sizes_tot[i] = float(ord_entities_sum2[el][0])
sizes[i] = float(ord_entities_sum2[el][2])
i += 1
#if i == TOP_N:
# break
plot_taxonomy(tokens=labels, weights=sizes_tot, max_tokens=TOP_N, tokens_name='entity', COM=COM)
plt.clf()
#print
#####################
## CONCEPTS ##
#####################
for conc in concepts_sum:
tot_relev = concepts_sum[conc][0]
tot_cnt = concepts_sum[conc][1]
inv_fq = 0 if tot_cnt == 0 else N/float(tot_cnt)
tfidf = float(tot_relev * math.log(1.0 + inv_fq))
concepts_sum[conc] = (tot_relev, tot_cnt, tfidf)
#print "Concepts (sorted by TF-IDF): [relevance, count, TF-IDF]"
ord_concepts_sum = OrderedDict(sorted(concepts_sum.items(), key=lambda x: x[1][0], reverse = True))
NN = len(ord_keywords_sum2.items())
labels = np.empty([NN], dtype="<U26")
sizes = np.empty([NN], dtype=float)
sizes_tot = np.empty([NN], dtype=float)
i = 0
for el in ord_concepts_sum:
#print el.encode('utf-8'), ord_concepts_sum[el]
labels[i] = el
sizes[i] = float(ord_concepts_sum[el][2])
sizes_tot[i] = float(ord_concepts_sum[el][0])
i += 1
#if i == TOP_N:
# break
plot_taxonomy(tokens=labels, weights=sizes_tot, max_tokens=TOP_N, tokens_name='concept', COM=COM)
#plot_pie(labels, sizes_tot, "concept_" + str(COM) + ".png")
plt.clf()
#print
#####################
## TAXONOMIES ##
#####################
for taxon in taxonomies_sum:
tot_score = taxonomies_sum[taxon][0]
tot_cnt = taxonomies_sum[taxon][1]
inv_fq = 0 if tot_cnt == 0 else N/float(tot_cnt)
tfidf = float(tot_score * math.log(1.0 + inv_fq))
taxonomies_sum[taxon] = (tot_score, tot_cnt, tfidf)
#print "Taxonomies (sorted by TF-IDF): [relevance, count, TF-IDF]"
ord_taxonomies_sum = OrderedDict(sorted(taxonomies_sum.items(), key=lambda x: x[1][0], reverse = True))
NN = len(ord_keywords_sum2.items())
labels = np.empty([NN], dtype="<U26")
sizes = np.empty([NN], dtype=float)
sizes_tot = np.empty([NN], dtype=float)
i = 0
for el in ord_taxonomies_sum:
#print el.encode('utf-8'), ord_taxonomies_sum[el]
labels[i] = el
sizes[i] = float(ord_taxonomies_sum[el][2])
sizes_tot[i] = float(ord_taxonomies_sum[el][0])
i += 1
#if i == TOP_N:
# break
plot_taxonomy(tokens=labels, weights=sizes_tot, max_tokens=TOP_N, tokens_name='taxonomy', COM=COM)
#plot_pie(labels, sizes_tot, "taxon_" + str(COM) + ".png")
plt.clf()
#print
In [13]:
def main(sizeN='ALL'):
if sizeN == "ALL":
#sys.stdout = open('../ALL/top_20_stats', 'w')
find_taxonomy_of_user_list()
else:
sys.stdout = open('Modularity_taxonomy_stats_SBM.txt', 'w')
top_communities = read_in_top_communities(sizeN)
#print len(top_communities), "top communities found of size", str(sizeN)
for community in top_communities:
# user_ids=read_user_IDs(), COM='ALL', user_list=None, TOP_N=20
user_list_int = [int(x) for x in top_communities[community]]
find_taxonomy_of_user_list(user_ids=read_user_IDs(), COM=str(community), user_list=user_list_int, TOP_N=20)
In [14]:
main(sizeN=490)
/usr/local/lib/python2.7/dist-packages/ipykernel_launcher.py:3: FutureWarning: sort(columns=....) is deprecated, use sort_values(by=.....)
This is separate from the ipykernel package so we can avoid doing imports until
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In [ ]:
Content source: sanja7s/SR_Twitter
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