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scraper.py
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import settings
import private
import tweepy
import dataset
from textblob import TextBlob
from sqlalchemy.exc import ProgrammingError
from Queue import Queue
import json
from abc import ABCMeta, abstractmethod
from workers import FeedWorker, PageWorker
from threading import Lock
from xml.etree import ElementTree
class Scraper(object):
"""Scraper: Generic scrapper class"""
__metaclass__ = ABCMeta
def __init__(self):
self.db = dataset.connect(settings.scraper_db)
self.items_queue = Queue()
@abstractmethod
def listen(self):
pass
def get_item(self):
item = self.items_queue.get()
item["id"] = item["id_str"]
return item
class NewsScraper(Scraper):
"""NewsScraper: Scrape news from feeds"""
def __init__(self):
super(NewsScraper, self).__init__()
self.feeds = self.extract_rss_urls_from_opml(settings.news_feed_file)
self.feeds_queue = Queue()
self.pages_queue = Queue()
self.crawled_urls = set()
self.news_id = [0]
self.N_OF_FEED_WORKERS = 20
self.N_OF_PAGE_WORKERS = 30
def extract_rss_urls_from_opml(self, filename):
urls = []
with open(filename, 'rt') as f:
tree = ElementTree.parse(f)
for node in tree.findall('.//outline'):
url = node.attrib.get('xmlUrl')
if url:
urls.append(url)
return urls
def listen(self):
for feed in self.feeds:
self.feeds_queue.put(feed)
self.run_feed_workers()
def run_feed_workers(self):
feed_workers = []
page_workers = []
mutex = Lock()
for i in range(self.N_OF_FEED_WORKERS):
worker = FeedWorker(self.feeds_queue, self.pages_queue, self.crawled_urls, mutex)
feed_workers.append(worker)
worker.start()
for i in range(self.N_OF_PAGE_WORKERS):
worker = PageWorker(self.pages_queue, self.crawled_urls, mutex, self.news_id, self.items_queue)
page_workers.append(worker)
worker.start()
class TwitterScraper(Scraper):
"""TwitterScraper: Asyncronich twitter scraper class"""
def __init__(self):
super(TwitterScraper, self).__init__()
auth = tweepy.OAuthHandler(private.TWITTER_APP_KEY, private.TWITTER_APP_SECRET)
auth.set_access_token(private.TWITTER_KEY, private.TWITTER_SECRET)
self.api = tweepy.API(auth)
self.stream_listener = StreamListener(self.db, self.items_queue)
# This function is separated from constructor, because twitter stream can be diconnected,
# and so recconected using this
def listen(self):
stream = tweepy.Stream(auth=self.api.auth, listener=self.stream_listener)
stream.filter(track=settings.track_terms, async=True)
class StreamListener(tweepy.StreamListener):
"""Listen data from twitter"""
def __init__(self, db, items_queue):
super(StreamListener, self).__init__()
self.db = db
self.items_queue = items_queue
def on_status(self, status):
# if status.retweeted:
# return
# https://developer.twitter.com/en/docs/tweets/data-dictionary/overview/tweet-object
description = status.user.description
loc = status.user.location
text = status.text
coords = status.coordinates # [lat, long]
name = status.user.screen_name
user_created = status.user.created_at
followers = status.user.followers_count
id_str = status.id_str
created = status.created_at
retweets = status.retweet_count
favorite_count = status.favorite_count
bg_color = status.user.profile_background_color
blob = TextBlob(text)
sent = blob.sentiment
if settings.download_retweets==True or (settings.download_retweets==False and text[:2]!="RT"):
if coords is not None:
coords = json.dumps(coords)
table = self.db[settings.tweets_table]
data = dict(
user_description=description,
user_location=loc,
coordinates=coords,
content=text,
user_name=name,
user_created_at=user_created,
user_followers=followers,
id_str=id_str,
created_at=created,
retweet_count=retweets,
favorite_count=favorite_count,
user_bg_color=bg_color,
polarity=sent.polarity,
subjectivity=sent.subjectivity
)
try:
table.insert(data)
except ProgrammingError as err:
print(err)
try:
self.items_queue.put(data)
except ProgrammingError as err:
print(err)
def on_error(self, status_code):
if status_code == 420:
#returning False in on_data disconnects the stream
return False