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Commit 6e9dcf56 authored by Jess Ward's avatar Jess Ward
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Analyzing twitter API data 

assign sentiment to words used in tweets
track frequency of hashtags and determine top ten used
determine happiest state by tweet sentiment and location tag
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frequency.py 0 → 100644
+ 30
− 0
View file @ 6e9dcf56
from __future__ import division
import sys
import json
def frequency(tweet_file):
word_counts = {}
word_total = 0
for line in tweet_file:
tweet = json.loads(line)
try:
tweet_words = tweet['text'].split()
except KeyError:
#A line without text attribute is not a tweet- skip it
continue
for word in tweet_words:
word_total += 1
if word not in word_counts:
word_counts[word] = 1
else:
word_counts[word] += 1
for word in word_counts:
frequency = word_counts[word] / word_total
try:
print("{word} {freq:10.9f}".format(word=word, freq=frequency))
except UnicodeEncodeError:
continue
if __name__ == '__main__':
frequency(open(sys.argv[1]))
happiest_state.py 0 → 100644
+ 125
− 0
View file @ 6e9dcf56
from __future__ import division
import sys
import json
states = {
'AK': 'Alaska',
'AL': 'Alabama',
'AR': 'Arkansas',
'AS': 'American Samoa',
'AZ': 'Arizona',
'CA': 'California',
'CO': 'Colorado',
'CT': 'Connecticut',
'DC': 'District of Columbia',
'DE': 'Delaware',
'FL': 'Florida',
'GA': 'Georgia',
'GU': 'Guam',
'HI': 'Hawaii',
'IA': 'Iowa',
'ID': 'Idaho',
'IL': 'Illinois',
'IN': 'Indiana',
'KS': 'Kansas',
'KY': 'Kentucky',
'LA': 'Louisiana',
'MA': 'Massachusetts',
'MD': 'Maryland',
'ME': 'Maine',
'MI': 'Michigan',
'MN': 'Minnesota',
'MO': 'Missouri',
'MP': 'Northern Mariana Islands',
'MS': 'Mississippi',
'MT': 'Montana',
'NA': 'National',
'NC': 'North Carolina',
'ND': 'North Dakota',
'NE': 'Nebraska',
'NH': 'New Hampshire',
'NJ': 'New Jersey',
'NM': 'New Mexico',
'NV': 'Nevada',
'NY': 'New York',
'OH': 'Ohio',
'OK': 'Oklahoma',
'OR': 'Oregon',
'PA': 'Pennsylvania',
'PR': 'Puerto Rico',
'RI': 'Rhode Island',
'SC': 'South Carolina',
'SD': 'South Dakota',
'TN': 'Tennessee',
'TX': 'Texas',
'UT': 'Utah',
'VA': 'Virginia',
'VI': 'Virgin Islands',
'VT': 'Vermont',
'WA': 'Washington',
'WI': 'Wisconsin',
'WV': 'West Virginia',
'WY': 'Wyoming'
}
def parse_AFINN(afinnfile):
scores = {}
for line in afinnfile:
term, score = line.split("\t")
scores[term] = int(score)
return scores
def lookup_state(location_text):
if location_text:
for state in states:
if state.lower() in location_text.lower():
return state
def score_tweet(tweet_text, scores):
tweet_words = tweet_text.split()
tweet_total = 0
for word in tweet_words:
try:
tweet_total += scores[word]
except KeyError:
pass
return tweet_total
def main():
sent_file = open(sys.argv[1])
tweet_file = open(sys.argv[2])
scores = parse_AFINN(sent_file)
state_scores = {}
for line in tweet_file:
tweet = json.loads(line)
try:
tweet_location = tweet['user']['location']
except KeyError:
# Ignore line with no location or no user
continue
state = lookup_state(tweet_location)
if not state:
continue
try:
tweet_text = tweet['text']
except KeyError:
# Ignore any lines with no tweet text
continue
tweet_score = score_tweet(tweet_text, scores)
# Increment sentiment sum and tweet count for this state
if state not in state_scores:
state_scores[state] = {'sum': 0, 'count': 0}
state_scores[state]['sum'] += tweet_score
state_scores[state]['count'] += 1
for state in state_scores:
# Replace sum and count dicts with averages
s = state_scores[state]
avg_score = s['sum'] / s['count']
state_scores[state] = avg_score
print(max(state_scores, key=lambda key: state_scores[key]))
if __name__ == '__main__':
main()
problem_1_submission.txt 0 → 100644
+ 20
− 0
View file @ 6e9dcf56
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term_sentiment.py 0 → 100644
+ 42
− 0
View file @ 6e9dcf56
import sys
import json
def parse_AFINN(afinnfile):
scores = {}
for line in afinnfile:
term,score = line.split("\t")
scores[term] = int(score)
return scores
def score_tweets(tweet_file, scores):
for line in tweet_file:
tweet = json.loads(line)
try:
tweet_words = tweet['text'].split()
except KeyError:
# A line without text attribute is not a tweet - skip it
continue
for index, word in enumerate(tweet_words):
if word not in scores:
word_total = 0
word_count = 0
for offset in [-3, -2, -1, 1, 2, 3]:
try:
word_total += scores[tweet_words[index + offset]]
word_count += 1
except (KeyError, IndexError):
pass
if word_count > 0:
word_total = word_total/word_count
print word, word_total
def main():
sent_file = open(sys.argv[1])
tweet_file = open(sys.argv[2])
scores = parse_AFINN(sent_file)
score_tweets(tweet_file, scores)
if __name__ == '__main__':
main()
top_ten.py 0 → 100644
+ 30
− 0
View file @ 6e9dcf56
from __future__ import division
import sys
import json
def hashtag_count(tweet_file):
hashtag_counts = {}
for line in tweet_file:
tweet = json.loads(line)
try:
hashtags = tweet['entities']['hashtags']
except KeyError:
#A line without text attribute is not a tweet- skip it
continue
for hashtag in hashtags:
hashtag = hashtag['text']
if hashtag not in hashtag_counts:
hashtag_counts[hashtag] = 1
else:
hashtag_counts[hashtag] += 1
return hashtag_counts
def main(tweet_file):
hashtag_counts = hashtag_count(tweet_file)
tuples = sorted(hashtag_counts.items(), key=lambda x:x[1], reverse=True)[:10]
for (hashtag, count) in tuples:
print("{0} {1}".format(hashtag, count))
if __name__ == '__main__':
main(open(sys.argv[1]))
tweet_sentiment.py 0 → 100644
+ 36
− 0
View file @ 6e9dcf56
import sys
import json
def parse_AFINN(afinnfile):
scores = {}
for line in afinnfile:
term, score = line.split("\t")
scores[term] = int(score)
return scores
def score_tweets(tweet_file, scores):
tweets = {}
for line in tweet_file:
tweet = json.loads(line)
try:
tweet_words = tweet['text'].split()
except KeyError:
# A line without text attribute is not a tweet - skip it
continue
tweet_total = 0
for word in tweet_words:
try:
tweet_total += scores[word]
except KeyError:
pass
print tweet_total
def main():
sent_file = open(sys.argv[1])
tweet_file = open(sys.argv[2])
scores = parse_AFINN(sent_file)
score_tweets(tweet_file, scores)
if __name__ == '__main__':
main()
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