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getData.py
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getData.py
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import os
import sys
import datetime as dt
import pandas as pd
import pandas_datareader as web
'''
Get all data from listed stocks in NASDAQ
'''
db_dir = 'db'
stocks = 'stocks'
start = dt.datetime(1950, 1, 1)
end = dt.datetime.now()
# Check if it have stopped querying data and continue from there
if os.path.exists(db_dir + '/lastId.txt'):
with open(db_dir + '/lastId.txt', 'r') as f:
id_begin = f.readline()
else:
with open('lastId.txt', 'w') as f:
f.write('-1')
id_begin = -1
nasdaq = pd.read_csv(db_dir + '/NASDAQ.csv')
nasdaq = nasdaq.iloc[id_begin:]
symbols = nasdaq['Symbol'].values
for k, symbol in enumerate(symbols):
if '$' in symbol:
continue
if not os.path.exists('{0}/{1}/{2}/{3}.csv'.format(db_dir, stocks, symbol[0].upper(), symbol)):
print("Getting {0} {1} data...".format(id_begin + k, symbol))
# TODO morningstart is deprecated, change provider
df = web.DataReader(symbol, 'morningstar', start, end)
print("Data got!")
path = db_dir + '/' + stocks + '/' + symbol[0].upper()
if not os.path.exists(path):
os.mkdir(path)
df.to_csv(path + '/{0}.csv'.format(symbol))
with open(db_dir + '/lastId.txt', 'w') as f:
f.write(str(id_begin + k + 1))
with open(db_dir + '/lastId.txt', 'w') as f:
f.write('-1')