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stocktwits.py
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import os
import pprint
import urllib
import re
import peewee
import requests
import time
db = peewee.SqliteDatabase('StockTwit_Feeds.db', threadlocals=True)
class Source(object):
def __init__(self):
self.__url = None
self.__parameters = {}
@property
def url(self):
return self.__url
@url.setter
def url(self, url_):
self.__url = url_
self.__parameters = {}
@property
def parameters(self):
return urllib.urlencode(self.__parameters)
def update_parameters(self, params):
assert isinstance(params, dict)
self.__parameters.update(params)
def get_data(self, headers=None):
assert self.__url
url = self.url
if self.parameters:
url = url + '?' + self.parameters
if headers:
assert isinstance(headers, dict)
req = requests.get(url, headers=headers)
else:
req = requests.get(url)
assert req.status_code == 200
content_type = req.headers.get('Content-Type', "")
if 'application/json' in content_type:
return req.json()
return req.content
class StockTwitFeed(Source):
def __init__(self, symbol):
super(StockTwitFeed, self).__init__()
self.symbol = symbol
self.item_id = None
self.stream_id = None
def get_feed_parameters(self):
self.url = "https://stocktwits.com/symbol/%s" % self.symbol.upper()
data = self.get_data()
token_match = re.findall("csrf-token\"\scontent=\"(.*?)\"", data)
csrf_token = token_match[0]
id_match = re.findall("StreamHistory.init\(\'symbol\', \'(.*?)\'", data)
stock_id = id_match[0]
self.item_id = self.stream_id = stock_id
return csrf_token, stock_id
def retrieve_messages(self, since=None):
if not since:
since = int(time.time()) - 300 # Default is 5 minutes ago
csrf_token, stock_id = self.get_feed_parameters()
self.url = 'https://stocktwits.com/streams/poll'
self.update_parameters(
{'stream': 'symbol', 'since': since, 'blocking': '0', 'signed_in': '0', 'substream': 'top',
'stream_id': stock_id, 'item_id': stock_id})
results = self.get_data(headers={'X-CSRF-Token': csrf_token,
'User-Agent': "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 ("
"KHTML, like Gecko) Chrome/58.0.3029.110 Safari/537.36",
'X-Requested-With': 'XMLHttpRequest'})
assert isinstance(results, dict)
return results.get('messages')
class Symbol(peewee.Model):
name = peewee.CharField(unique=True)
stream_id = peewee.CharField()
item_id = peewee.CharField()
class Meta:
database = db
class User(peewee.Model):
id = peewee.IntegerField()
username = peewee.CharField(unique=True)
name = peewee.CharField()
class Meta:
database = db
class Message(peewee.Model):
symbol = peewee.ForeignKeyField(Symbol)
user = peewee.ForeignKeyField(User)
st_id = peewee.IntegerField(unique=True)
sentiment = peewee.CharField(null=True)
reshares = peewee.IntegerField(null=True)
likes = peewee.IntegerField(null=True)
timestamp = peewee.TextField()
body = peewee.TextField()
class Meta:
database = db
def insert_messages(symbol, messages, item_id, stream_id):
symbol = symbol.upper()
symbol_dict = dict(name=symbol, stream_id=stream_id, item_id=item_id)
symbol_obj, created = Symbol.get_or_create(**symbol_dict)
for message in messages:
with db.atomic():
user_dict = dict(id=message['user'].get('id'), username=message['user'].get('username'),
name=message['user'].get('name'))
user_obj, created = User.get_or_create(**user_dict)
sentiment = message.get('sentiment')
if sentiment:
sentiment = sentiment.get('class')
message_dict = dict(body=message.get('body'), timestamp=message.get('created_at'), sentiment=sentiment,
symbol=symbol_obj, user=user_obj, st_id=message.get('id'))
try:
message_obj = Message.get(st_id=message.get('id'))
except Message.DoesNotExist:
message_obj = Message.create(**message_dict)
message_obj.reshares = message.get('reshares')
message_obj.likes = message.get('likes')
message_obj.save()
def check_database():
try:
db.create_tables([User, Message, Symbol])
except peewee.OperationalError:
pass
if __name__ == '__main__':
check_database()
stock_symbol = 'jdst'
st = StockTwitFeed(symbol=stock_symbol)
msgs = st.retrieve_messages(since=84906868)
insert_messages(stock_symbol, msgs, st.item_id, st.stream_id)