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qlib/scripts/data_collector/utils.py

142 lines
4.1 KiB
Python

# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
import re
import time
import pickle
import requests
from pathlib import Path
import pandas as pd
from lxml import etree
SYMBOLS_URL = "http://app.finance.ifeng.com/hq/list.php?type=stock_a&class={s_type}"
CSI300_BENCH_URL = "http://push2his.eastmoney.com/api/qt/stock/kline/get?secid=1.000300&fields1=f1%2Cf2%2Cf3%2Cf4%2Cf5&fields2=f51%2Cf52%2Cf53%2Cf54%2Cf55%2Cf56%2Cf57%2Cf58&klt=101&fqt=0&beg=19900101&end=20220101"
SH600000_BENCH_URL = "http://push2his.eastmoney.com/api/qt/stock/kline/get?secid=1.600000&fields1=f1%2Cf2%2Cf3%2Cf4%2Cf5&fields2=f51%2Cf52%2Cf53%2Cf54%2Cf55%2Cf56%2Cf57%2Cf58&klt=101&fqt=0&beg=19900101&end=20220101"
CALENDAR_URL_BASE = "http://push2his.eastmoney.com/api/qt/stock/kline/get?secid=1.{bench_code}&fields1=f1%2Cf2%2Cf3%2Cf4%2Cf5&fields2=f51%2Cf52%2Cf53%2Cf54%2Cf55%2Cf56%2Cf57%2Cf58&klt=101&fqt=0&beg=19900101&end=20220101"
CALENDAR_BENCH_URL_MAP = {
"CSI300": CALENDAR_URL_BASE.format(bench_code="000300"),
"CSI100": CALENDAR_URL_BASE.format(bench_code="000903"),
# NOTE: Use the time series of SH600000 as the sequence of all stocks
"ALL": CALENDAR_URL_BASE.format(bench_code="600000"),
}
_BENCH_CALENDAR_LIST = None
_ALL_CALENDAR_LIST = None
_HS_SYMBOLS = None
_CALENDAR_MAP = {}
# NOTE: Until 2020-10-20 20:00:00
MINIMUM_SYMBOLS_NUM = 3900
def get_hs_calendar_list(bench_code="CSI300") -> list:
"""get SH/SZ history calendar list
Parameters
----------
bench_code: str
value from ["CSI300", "CSI500", "ALL"]
Returns
-------
history calendar list
"""
def _get_calendar(url):
_value_list = requests.get(url).json()["data"]["klines"]
return sorted(map(lambda x: pd.Timestamp(x.split(",")[0]), _value_list))
calendar = _CALENDAR_MAP.get(bench_code, None)
if calendar is None:
calendar = _get_calendar(CALENDAR_BENCH_URL_MAP[bench_code])
_CALENDAR_MAP[bench_code] = calendar
return calendar
def get_hs_stock_symbols() -> list:
"""get SH/SZ stock symbols
Returns
-------
stock symbols
"""
global _HS_SYMBOLS
def _get_symbol():
_res = set()
for _k, _v in (("ha", "ss"), ("sa", "sz"), ("gem", "sz")):
resp = requests.get(SYMBOLS_URL.format(s_type=_k))
_res |= set(
map(
lambda x: "{}.{}".format(re.findall(r"\d+", x)[0], _v),
etree.HTML(resp.text).xpath("//div[@class='result']/ul//li/a/text()"),
)
)
return _res
if _HS_SYMBOLS is None:
symbols = set()
_retry = 60
# It may take multiple times to get the complete
while len(symbols) < MINIMUM_SYMBOLS_NUM:
symbols |= _get_symbol()
time.sleep(3)
symbol_cache_path = Path("~/.cache/hs_symbols_cache.pkl").expanduser().resolve()
symbol_cache_path.parent.mkdir(parents=True, exist_ok=True)
if symbol_cache_path.exists():
with symbol_cache_path.open("rb") as fp:
cache_symbols = pickle.load(fp)
symbols |= cache_symbols
with symbol_cache_path.open("wb") as fp:
pickle.dump(symbols, fp)
_HS_SYMBOLS = sorted(list(symbols))
return _HS_SYMBOLS
def symbol_suffix_to_prefix(symbol: str, capital: bool = True) -> str:
"""symbol suffix to prefix
Parameters
----------
symbol: str
symbol
capital : bool
by default True
Returns
-------
"""
code, exchange = symbol.split(".")
if exchange.lower() in ["sh", "ss"]:
res = f"sh{code}"
else:
res = f"{exchange}{code}"
return res.upper() if capital else res.lower()
def symbol_prefix_to_sufix(symbol: str, capital: bool = True) -> str:
"""symbol prefix to sufix
Parameters
----------
symbol: str
symbol
capital : bool
by default True
Returns
-------
"""
res = f"{symbol[:-2]}.{symbol[-2:]}"
return res.upper() if capital else res.lower()
if __name__ == '__main__':
assert len(get_hs_stock_symbols()) >= MINIMUM_SYMBOLS_NUM