SKILL.md
$29
Stock Data
A-Shares (A股)
Real-time quotes:
# All A-shares real-time data
df = ak.stock_zh_a_spot_em()
# Single stock real-time quote
df = ak.stock_zh_a_spot()
Historical data:
# Historical daily data
df = ak.stock_zh_a_hist(symbol="000001", period="daily", start_date="20240101", end_date="20241231", adjust="qfq")
Stock list:
# Get all A-share stock list
df = ak.stock_info_a_code_name()
Hong Kong Stocks (港股)
Real-time quotes:
df = ak.stock_hk_spot_em()
Historical data:
df = ak.stock_hk_hist(symbol="00700", period="daily", adjust="qfq")
US Stocks (美股)
Real-time data:
df = ak.stock_us_spot_em()
Futures Data (期货)
Real-time futures:
# Commodity futures
df = ak.futures_zh_spot()
Historical futures:
df = ak.futures_zh_hist_sina(symbol="IF0")
Fund Data (基金)
Fund list:
df = ak.fund_open_fund_info_em()
Fund historical data:
df = ak.fund_open_fund_info_em(fund="000001", indicator="单位净值走势")
Macroeconomic Indicators (宏观)
GDP data:
df = ak.macro_china_gdp()
CPI data:
df = ak.macro_china_cpi()
PMI data:
df = ak.macro_china_pmi()
Common Parameters
Period (周期):
daily- 日线
weekly- 周线
monthly- 月线
Adjustment (复权):
qfq- 前复权
hfq- 后复权
""- 不复权
Tips
- Data caching: AkShare doesn't cache data, implement your own caching if needed
- Rate limiting: Be mindful of request frequency to avoid being blocked
- Data format: Returns pandas DataFrame, can be easily processed
- Error handling: Network errors may occur, implement retry logic
References
For complete API documentation and advanced usage, see:
- references/akshare_api.md - Detailed API reference
- references/common_functions.md - Commonly used functions
- https://akshare.akfamily.xyz/ - Official documentation