def liwc_correlation(str1, str2, _name1, _name2):
liwc_lexicon = Liwc()
#Prepare the data to analysis
full_counts1 = liwc_lexicon.summarize_document(str1)
full_counts2 = liwc_lexicon.summarize_document(str2)
#Calculate Correlation
liwc_lexicon.print_analysis(full_counts1,full_counts2, _name1, _name2)
def liwc_results(str, _name):
liwc_lexicon = Liwc()
#Count the number of words in each Category
category_counts = Counter(liwc_lexicon.read_document(str))
print 'Basic category counts: {}'.format(category_counts)
#Calculate the score for each category
full_counts = liwc_lexicon.summarize_document(str)
liwc_lexicon.print_summarization(full_counts, _name)
def process(poi, timelines):
poi.update(
{}, {'$set': {
"rliwc_anal.mined": False,
"rliwc_anal.result": None
}},
multi=True)
poi.create_index([('timeline_auth_error_flag', pymongo.ASCENDING),
('rliwc_anal.mined', pymongo.ASCENDING)])
while True:
# How many users whose timelines have not been processed by LIWC
count = poi.find({
'timeline_auth_error_flag': False,
"rliwc_anal.mined": False
}).count()
if count == 0:
break
else:
print datetime.datetime.now().strftime(
"%Y-%m-%d-%H-%M-%S") + "\t" + str(count) + " remaining"
for user in poi.find({
'timeline_auth_error_flag': False,
"rliwc_anal.mined": False
}).limit(250):
liwc = Liwc()
textmass = ""
for tweet in timelines.find({'user.id': user['id']}):
# is it a retweet?
# if not ('retweeted_status' in tweet):
text = tweet['text'].encode('utf8')
# text = re.sub(r"http\S+", "", text) # this doesn't do anything
textmass = textmass + " " + text
textmass = ' '.join(
re.sub("(@[A-Za-z0-9]+)|([^0-9A-Za-z \t])|(\w+:\/\/\S+)", " ",
textmass).split())
textmass.lower()
result = Liwc.summarize_document(liwc, textmass)
# print result
poi.update({'id': user['id']}, {
'$set': {
"rliwc_anal.mined": True,
"rliwc_anal.result": result
}
})
def process(poi, timelines):
poi.update({},{'$set':{"rliwc_anal.mined": False, "rliwc_anal.result": None}}, multi=True)
poi.create_index([('timeline_auth_error_flag', pymongo.ASCENDING),
('rliwc_anal.mined', pymongo.ASCENDING)])
while True:
# How many users whose timelines have not been processed by LIWC
count = poi.find({'timeline_auth_error_flag':False, "rliwc_anal.mined": False}).count()
if count == 0:
break
else:
print datetime.datetime.now().strftime("%Y-%m-%d-%H-%M-%S") + "\t" + str(count) + " remaining"
for user in poi.find({'timeline_auth_error_flag':False, "rliwc_anal.mined": False}).limit(250):
liwc = Liwc()
textmass = ""
for tweet in timelines.find({'user.id': user['id']}):
# is it a retweet?
# if not ('retweeted_status' in tweet):
text = tweet['text'].encode('utf8')
# text = re.sub(r"http\S+", "", text) # this doesn't do anything
textmass = textmass + " " + text
textmass = ' '.join(re.sub("(@[A-Za-z0-9]+)|([^0-9A-Za-z \t])|(\w+:\/\/\S+)", " ", textmass).split())
textmass.lower()
result = Liwc.summarize_document(liwc, textmass)
# print result
poi.update({'id': user['id']}, {'$set': {"rliwc_anal.mined": True, "rliwc_anal.result": result}})
# -*- coding: utf-8 -*-
"""
Created on 11:55 AM, 11/4/15
@author: wt
"""
from collections import Counter
from lexicons.liwc import Liwc
liwc_lexicon = Liwc()
gettysburg = '''Four score and seven years ago our fathers brought forth on
this continent a new nation, conceived in liberty, and dedicated to the
proposition that all men are created equal. Now we are engaged in a great
civil war, testing whether that nation, or any nation so conceived and so
dedicated, can long endure. We are met on a great battlefield of that war.
We have come to dedicate a portion of that field, as a final resting place
for those who here gave their lives that that nation might live. It is
altogether fitting and proper that we should do this.'''
# read_document() is a generator, but Counter will consume the whole thing
# category_counts = Counter(liwc_lexicon.read_document(gettysburg))
# print 'Basic category counts: {}'.format(category_counts)
# print out a tabulation that looks like the LIWC software's text report
full_counts = liwc_lexicon.summarize_document(gettysburg)
print full_counts
# liwc_lexicon.print_summarization(full_counts)
print Liwc.summarize_document(liwc_lexicon, gettysburg)
print liwc_lexicon.summarize_document(
'''Four score and seven years ago our fathers brought forth on
this continent a new nation''')
print "TODO: create your own ED dictionary..."
print "TODO: upload the LIWC analysis result to the user prof entry? No LIWC should be done on a static set"
for username in usernames:
results = tweets.find({'user.screen_name': username})
textmass = ""
for result in results:
textmass = textmass + " " + result['text'].encode('utf8')
#textmass = unicode( textmass, errors='ignore')
textmass = ' '.join(re.sub("(@[A-Za-z0-9]+)|([^0-9A-Za-z \t])|(\w+:\/\/\S+)"," ",textmass).split())
# outfile = open(username + ".txt","w")
# outfile.write(textmass)
# outfile.close()
textmass.lower()
result = Liwc.summarize_document(liwc, textmass)
Liwc.print_summarization(liwc, result)
#infilename = "all_text_Content.txt"
#infilename = "lincoln.txt"
#
#infile = open(infilename,"r")
#sample = ""
#
#for line in infile:
# sample = sample + " " + line
#
#liwc = Liwc()
#result = Liwc.summarize_document(liwc, sample)
#Liwc.print_summarization(liwc, result)
}).count()
if count == 0:
break
else:
print datetime.datetime.now().strftime(
"%Y-%m-%d-%H-%M-%S") + "\t" + str(count) + " remaining"
for user in poi.find({
'timeline_auth_error_flag': False,
"liwc_anal.mined": False
}).limit(250):
#progcounter += 1
#if progcounter%1000 == 0:
# print datetime.datetime.now().strftime("%Y-%m-%d-%H-%M-%S") + "\t" + str(progcounter)
liwc = Liwc()
textmass = ""
for tweet in timelines.find({'user.id': user['id']}):
# is it a retweet?
#if not ('retweeted_status' in tweet):
text = tweet['text'].encode('utf8')
# text = re.sub(r"http\S+", "", text) # this doesn't do anything
textmass = textmass + " " + text
# print tweet['text'].encode('utf8')
textmass = ' '.join(
re.sub("(@[A-Za-z0-9]+)|([^0-9A-Za-z \t])|(\w+:\/\/\S+)", " ",
textmass).split())
textmass.lower()
result = Liwc.summarize_document(liwc, textmass)
if count == 0:
break
else:
print datetime.datetime.now().strftime("%Y-%m-%d-%H-%M-%S") +"\t"+ str(count) + " remaining"
for user in poi.find({'timeline_auth_error_flag':False, "liwc_anal.mined": False}).limit(250):
#progcounter += 1
#if progcounter%1000 == 0:
# print datetime.datetime.now().strftime("%Y-%m-%d-%H-%M-%S") + "\t" + str(progcounter)
liwc = Liwc()
textmass = ""
for tweet in timelines.find({'user.id': user['id']}):
# is it a retweet?
#if not ('retweeted_status' in tweet):
text = tweet['text'].encode('utf8')
# text = re.sub(r"http\S+", "", text) # this doesn't do anything
textmass = textmass + " " + text
# print tweet['text'].encode('utf8')
textmass = ' '.join(re.sub("(@[A-Za-z0-9]+)|([^0-9A-Za-z \t])|(\w+:\/\/\S+)"," ",textmass).split())
textmass.lower()
result = Liwc.summarize_document(liwc, textmass)
#print result
#exit()
# Liwc.print_summarization(liwc, result)
poi.update({'id':user['id']},{'$set':{"liwc_anal.mined": True, "liwc_anal.result":result}})
# -*- coding: utf-8 -*-
"""
Created on 11:55 AM, 11/4/15
@author: wt
"""
from collections import Counter
from lexicons.liwc import Liwc
liwc_lexicon = Liwc()
gettysburg = """Four score and seven years ago our fathers brought forth on
this continent a new nation, conceived in liberty, and dedicated to the
proposition that all men are created equal. Now we are engaged in a great
civil war, testing whether that nation, or any nation so conceived and so
dedicated, can long endure. We are met on a great battlefield of that war.
We have come to dedicate a portion of that field, as a final resting place
for those who here gave their lives that that nation might live. It is
altogether fitting and proper that we should do this."""
# read_document() is a generator, but Counter will consume the whole thing
# category_counts = Counter(liwc_lexicon.read_document(gettysburg))
# print 'Basic category counts: {}'.format(category_counts)
# print out a tabulation that looks like the LIWC software's text report
full_counts = liwc_lexicon.summarize_document(gettysburg)
print full_counts
# liwc_lexicon.print_summarization(full_counts)
print Liwc.summarize_document(liwc_lexicon, gettysburg)
print liwc_lexicon.summarize_document(
"""Four score and seven years ago our fathers brought forth on
this continent a new nation"""
