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fetch_weibo_by_geo.py
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fetch_weibo_by_geo.py
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## coding: utf-8
__version__ = '1.1.0'
__author__ = 'heloowird ([email protected])'
'''
collect weibo with GPS
'''
import weibo
import time
import datetime
import threading
import os
import Queue
import threading
import pymongo
import sys
import yaml
import logging
'''
CollectGeoInPeriod can collect geospatial weibo data of defined zone that is circular region in period
In this class, just need change the period hour after hour to fetch weibo of the defined zone
so that collect as much data as possible
'''
class CollectGeoInPeriod:
'''
constructor
@paraments:
accessToken: the access token for calling weibo api
lat, longt: the center of defined circular zone, which is defined by latitude and longitude
radius: the radius of defined circular zone
queue: the synchronized container to hold weibo data
'''
def __init__(self, accessToken, lat, longt, queue, radius=10000):
self.logger = logging.getLogger('main.geoInPeriod')
self.client = self.initWBAPI(accessToken)
self.lat = lat
self.longt = longt
self.radius = radius
self.queue = queue
def logSep(self):
self.logger.info('-----------------------------------------------------')
def log(self, info):
self.logger.info(info)
self.logger.info('Latitude: ' + str(self.lat))
self.logger.info('Longitude: ' + str(self.longt))
self.logger.info('Radius: ' + str(self.radius))
'''
initialize the weibo api client
@paraments:
accessToken: the access token for calling weibo api. (such as '2.00BTaqXF06XASO33243564b69kVghB')
@return:
client: a client of weibo api
'''
def initWBAPI(self, accessToken):
client = weibo.APIClient()
client.set_access_token(accessToken)
return client
'''
transfer the format time to unix time
@paraments:
date: a date string which has strict format. (Date Format Example: 2013-06-09 00:30:00)
@return:
unix timestamp, integer numbers, which must be required by the weibo api
'''
def getUnixTime(self, date):
return int(time.mktime(time.strptime(date, '%Y-%m-%d %H:%M:%S')))
'''
call the weibo api for weibo data
@paraments:
the request paraments are listed in url:http://open.weibo.com/wiki/2/place/nearby_timeline
@return:
the dict contains response weibo data or null,
the format turns to example in page(http://open.weibo.com/wiki/2/place/nearby_timeline)
'''
def fetchContent(self, page, count, starttime, endtime):
return self.client.place.nearby_timeline.get(lat=self.lat,
long=self.longt,
starttime=self.getUnixTime(starttime),
endtime=self.getUnixTime(endtime),
count=count,
range=self.radius,
page=page)
'''
Give a circular region, collect the data in short period and store them in queue.
@paraments:
starttime: the start time of the period
endtime: the end time of the period
maxTryNum: set max numbers to try when the internet is poor
'''
def downloadInPeriod(self, starttime, endtime, maxTryNum = 4):
page = 1
count = 50
actualSize = 0
expectedTotal = 0
isReapeated = ''
while(True):
for tryNum in range(maxTryNum):
try:
content = self.fetchContent(page, count, starttime, endtime)
break
except Exception, e:
if tryNum < (maxTryNum-1):
time.sleep(10)
self.logger.info('Retry...')
self.logSep()
continue
else:
self.log('Exception: ' + str(e))
self.logger.info('TimeScope: ' + starttime + ' -- ' + endtime)
self.logSep()
return False
## check whether the response is null or not
if type(content) == list:
self.logger.info('Return Null!!!')
self.logger.info('Expected Total Number: ' + str(expectedTotal))
self.logger.info('Actual Weibo Number: ' + str(actualSize))
self.logger.info('TimeScope: ' + starttime + ' -- ' + endtime + ' IS OVER!')
self.logSep()
return True
expectedTotal = content['total_number']
statusList = content['statuses']
## check whether the return is empty or not
if (not statusList) or (not len(statusList)):
self.logger.info('Return Zero!!!')
self.logger.info('Expected Total Number: ' + str(expectedTotal))
self.logger.info('Actual Weibo Number: ' + str(actualSize))
self.logger.info('TimeScope: ' + starttime + ' -- ' + endtime + ' IS OVER!')
self.logSep()
return True
## check whether the returning contents are repeated or not
if isReapeated == statusList[0]['mid']:
self.log('Reapeat!!! #Page' + str(page))
self.logger.info('TimeScope: ' + starttime + ' -- ' + endtime)
self.logger.info('Expected Total Number: ' + str(expectedTotal))
self.logger.info('Actual Weibo Number: ' + str(actualSize))
self.logSep()
self.logger.info('sleeping 80 seconds...')
time.sleep(80)
page += 1
continue
else:
isReapeated = statusList[0]['mid']
## store the status collected in queue
for status in statusList:
self.queue.put(status)
## check whether is over and recompute the next count
curSize = len(statusList)
actualSize += curSize
if expectedTotal == actualSize:
self.logger.info('Return Full...')
self.logger.info('TimeScope: ' + starttime + ' -- ' + endtime + ' IS OVER!')
self.logSep()
return True
elif expectedTotal - actualSize >= 50:
count = 50
elif expectedTotal - actualSize >= 20:
count = expectedTotal - actualSize
else:
count = 20
## ready for next page
page += 1
'''
GraspGeo is the class to grasp the statuses in special area, extending the Thread class
Use a instance of GraspGeo to collect a specified area within specified period
'''
class GraspGeo(threading.Thread):
def __init__(self, queue, threadName, accessToken, lat, longt, starttime, endtime, hasEnd=1):
threading.Thread.__init__(self, name=threadName)
self.name = threadName
self.collecGeo = CollectGeoInPeriod(accessToken, lat, longt, queue)
self.starttime = starttime
self.endtime = self.getEndtime(starttime)
self.hasEnd = hasEnd
self.END = endtime
self.logger = logging.getLogger('main.geoNearPoint.' + self.name)
self.start()
def getEndtime(self, starttime, interval = 60*60):
start_datetime = datetime.datetime.fromtimestamp(time.mktime(time.strptime(starttime, '%Y-%m-%d %H:%M:%S')))
end_datetime = start_datetime + datetime.timedelta(seconds = interval)
endtime = end_datetime.strftime('%Y-%m-%d %H:%M:%S')
return endtime
def notEnd(self):
if self.hasEnd:
return (time.strptime(self.starttime,'%Y-%m-%d %H:%M:%S')) < (time.strptime(self.END,'%Y-%m-%d %H:%M:%S'))
else:
return True
def run(self):
while self.notEnd():
self.logger.info('TimeScope: ' + self.starttime + ' -- ' + self.endtime)
if self.collecGeo.downloadInPeriod(self.starttime, self.endtime):
self.starttime = self.endtime
self.endtime = self.getEndtime(self.starttime)
else:
self.collecGeo.log('Intenet Error!')
self.logger.error('TimeScope: ' + self.starttime + ' -- ' + self.endtime)
else:
self.logger.info('+++++++++++++++++++++++++++++++++++++++++++++++++++++')
self.logger.info(self.name + ' Task Overs!')
self.collecGeo.log('Task Infomation')
self.logger.info('TimeScope: ' + self.starttime + ' -- ' + self.endtime)
self.logger.info('+++++++++++++++++++++++++++++++++++++++++++++++++++++')
self.collecGeo = None
'''
Import the collected date into the mongodb
'''
class ImportDB(threading.Thread):
def __init__(self, queue):
threading.Thread.__init__(self)
self.queue = queue
self.conn = pymongo.MongoClient(dbURL)
self.status = conn[database][collection]
self.goon = True
self.logger = logging.getLogger('main.importDB')
self.start()
def formatTime(self, starttime):
return datetime.datetime.fromtimestamp(time.mktime(time.strptime(starttime, '%a %b %d %H:%M:%S +0800 %Y')))
def run(self):
while self.goon:
try:
## extract one from queue
record = self.queue.get(block=True, timeout=120)
## import record into MongoDB
## exchange the position of latitude and longitude to maximum compatibility of the mongodb geospatial index
if record and ('geo' in record) and record['geo'] and ('coordinates' in record['geo']):
record['geo']['coordinates'] = record['geo']['coordinates'][::-1]
record['created_at'] = self.formatTime(record['created_at'])
try:
self.status.insert(record)
## signals to queue job is done
self.queue.task_done()
except Exception, e:
#self.logger.debug(str(e))
pass
else:
time.sleep(3)
except Exception,e:
self.goon = False
self.conn.close()
## initialize logging
logger = logging.getLogger('main')
logger.setLevel(logging.DEBUG)
filehandler = logging.FileHandler('collect.log')
filehandler.setLevel(logging.DEBUG)
streamhandler = logging.StreamHandler()
streamhandler.setLevel(logging.INFO)
formatter = logging.Formatter('%(asctime)s - %(name)s - %(levelname)s: %(message)s')
filehandler.setFormatter(formatter)
streamhandler.setFormatter(formatter)
logger.addHandler(filehandler)
logger.addHandler(streamhandler)
## initialize the paraments
config = open('config.yaml')
params = yaml.load(config)
config.close()
points = params['points']
for point in points:
logger.info('name:%s' %point['name'])
logger.info('latitude:%s longtude:%s' %(point['lat'], point['longt']))
starttime = params['starttime']
endtime = params['endtime']
dbURL = params['dbURL']
dbThreadNum = params['dbThreadNum']
database = params['database']
collection = params['collection']
logger.info('starttime:%s endtime:%s' %(starttime, endtime))
logger.info('dbThreadNum:%s' %dbThreadNum)
logger.info('database:%s collection:%s' %(database, collection))
def main():
queue = Queue.Queue(0)
p = []
q = []
for point in points:
t = GraspGeo(queue, point['name'], point['accessToken'], point['lat'], point['longt'], starttime, endtime)
p.append(t)
#import data to mongodb
for j in xrange(dbThreadNum):
dt = ImportDB(queue)
q.append(dt)
#wait on the queue until everything has been processed
for m in xrange(dbThreadNum):
if q[m].isAlive():q[m].join()
queue.join()
print 'ALL OVER!'
logger.info('ALL OVER!')
if __name__ == '__main__':
main()