python
pip install akshare
python
import akshare as ak
python
stock_zh_a_hist_df = ak.stock_zh_a_hist(symbol="sh000001", start_date="20200101", end_date="20201231")
python
stock_financial_income_df = ak.stock_financial_income(stock="000001", symbol="sh")
python
macro_china_cpi_df = ak.macro_china_cpi()
python
stock_zh_a_hist_df['close_ma'] = ak.stock_zh_a_calc(stock_zh_a_hist_df, calc='close_ma', days=5)
stock_zh_a_hist_df['vol_std'] = ak.stock_zh_a_calc(stock_zh_a_hist_df, calc='vol_std', days=10)
