Akshare

1---2name: akshare3description: Chinese financial data access using AkShare library. Fetch real-time and historical data for A-shares, Hong Kong stocks, US stocks, futures, funds, and macroeconomic indicators. Use when user requests Chinese market data, stock prices, market analysis, or financial information from Chinese exchanges. Supports stock quotes, historical data, futures market data, fund information, macroeconomic indicators, and real-time market updates.4---5 6# AkShare - Chinese Financial Data7 8## Overview9 10AkShare is a free, open-source Python library for accessing Chinese financial market data. This skill provides guidance for fetching data from Chinese exchanges including Shanghai Stock Exchange, Shenzhen Stock Exchange, Hong Kong Exchange, and more.11 12## Quick Start13 14Install AkShare:15```bash16pip install akshare17```18 19Basic stock quote:20```python21import akshare as ak22df = ak.stock_zh_a_spot_em()  # Real-time A-share data23```24 25## Stock Data26 27### A-Shares (A股)28 29**Real-time quotes:**30```python31# All A-shares real-time data32df = ak.stock_zh_a_spot_em()33 34# Single stock real-time quote35df = ak.stock_zh_a_spot()36```37 38**Historical data:**39```python40# Historical daily data41df = ak.stock_zh_a_hist(symbol="000001", period="daily", start_date="20240101", end_date="20241231", adjust="qfq")42```43 44**Stock list:**45```python46# Get all A-share stock list47df = ak.stock_info_a_code_name()48```49 50### Hong Kong Stocks (港股)51 52**Real-time quotes:**53```python54df = ak.stock_hk_spot_em()55```56 57**Historical data:**58```python59df = ak.stock_hk_hist(symbol="00700", period="daily", adjust="qfq")60```61 62### US Stocks (美股)63 64**Real-time data:**65```python66df = ak.stock_us_spot_em()67```68 69## Futures Data (期货)70 71**Real-time futures:**72```python73# Commodity futures74df = ak.futures_zh_spot()75```76 77**Historical futures:**78```python79df = ak.futures_zh_hist_sina(symbol="IF0")80```81 82## Fund Data (基金)83 84**Fund list:**85```python86df = ak.fund_open_fund_info_em()87```88 89**Fund historical data:**90```python91df = ak.fund_open_fund_info_em(fund="000001", indicator="单位净值走势")92```93 94## Macroeconomic Indicators (宏观)95 96**GDP data:**97```python98df = ak.macro_china_gdp()99```100 101**CPI data:**102```python103df = ak.macro_china_cpi()104```105 106**PMI data:**107```python108df = ak.macro_china_pmi()109```110 111## Common Parameters112 113**Period (周期):**114- `daily` - 日线115- `weekly` - 周线116- `monthly` - 月线117 118**Adjustment (复权):**119- `qfq` - 前复权120- `hfq` - 后复权121- `""` - 不复权122 123## Tips124 1251. **Data caching**: AkShare doesn't cache data, implement your own caching if needed1262. **Rate limiting**: Be mindful of request frequency to avoid being blocked1273. **Data format**: Returns pandas DataFrame, can be easily processed1284. **Error handling**: Network errors may occur, implement retry logic129 130## References131 132For complete API documentation and advanced usage, see:133- [references/akshare_api.md](references/akshare_api.md) - Detailed API reference134- [references/common_functions.md](references/common_functions.md) - Commonly used functions135- [https://akshare.akfamily.xyz/](https://akshare.akfamily.xyz/) - Official documentation