股票行情实时数据接口-A股,完全免费的沪深证券股票数据-中国股市,python最简封装的API接口

Overview

Ashare (免费 开源 极简 A股实时行情数据API)

中国股市A股股票行情实时数据最简封装API接口,包含日线,分时分钟线,全部格式成DataFrame格式数据,可用来研究,量化分析,证券股票程序化自动化交易系统 行情系统包括新浪腾讯双数据核心,自动故障切换,为量化研究者在数据获取方面极大地减轻工作量,更加专注于策略和模型的研究与实现。

功能特点

  • 核心库轻量化:项目库就一个文件Ashare.py,不用安装设置,可自由裁剪,随用随走 from Ashare import * 即可

  • 双内核封装,新浪财经,腾讯股票的实时行情数据,包括任意历史日线,周线,月线,分钟线,小时线等,已经稳定运行数年

  • 双内核一主一备,自动热备,自动切换,Ashare即使用来做量化实盘行情源也可以满足。

  • 全部数据格式清理成DataFrame格式数据,让您非常方便的使用pandas来分析和处理

  • 和其他行情库(tushare等)比的优点是什么? -- 简单 轻量 便携 免费 开源

  • Ashare把复杂的数据获取,拆分,整合逻辑全部封装成一个函数 get_price() 看完下面例子就会了

  • Ashare可以用在任何需要量化研究,量化分析的场合

先看一个最简单的例子 Demo1.py

from  Ashare import *
    
# 证券代码兼容多种格式 通达信,同花顺,聚宽
# sh000001 (000001.XSHG)    sz399006 (399006.XSHE)   sh600519 ( 600519.XSHG ) 

df=get_price('sh000001',frequency='1d',count=5)      #默认获取今天往前5天的日线实时行情
print('上证指数日线行情\n',df)

df=get_price('000001.XSHG',frequency='1d',count=5,end_date='2021-04-30')  #可以指定结束日期,获取历史行情
print('上证指数历史行情\n',df)                        

df=get_price('000001.XSHG',frequency='1w',count=5,end_date='2018-06-15')  #支持'1d'日, '1w'周,  '1M'月  
print('上证指数历史周线\n',df) 

df=get_price('sh600519',frequency='15m',count=5)     #分钟线实时行情,可用'1m','5m','15m','30m','60m'
print('贵州茅台15分钟线\n',df)

df=get_price('600519.XSHG',frequency='60m',count=6)  #分钟线实时行情,可用'1m','5m','15m','30m','60m'
print('贵州茅台60分钟线\n',df)
#上证指数日线行情----------------------------------------------------
              open    close     high      low       volume
2021-06-07  3597.14  3599.54  3600.38  3581.90  303718677.0
2021-06-08  3598.75  3580.11  3621.52  3563.25  304491470.0
2021-06-09  3576.80  3591.40  3598.71  3572.64  298323296.0
2021-06-10  3587.53  3610.86  3624.34  3584.13  318174808.0
2021-06-11  3614.11  3589.75  3614.40  3587.15  360554970.0


#贵州茅台60分钟线----------------------------------------------------
                       open    close     high      low    volume
2021-06-10 14:00:00  2237.00  2224.16  2245.00  2222.00   4541.53
2021-06-10 15:00:00  2222.21  2238.48  2240.34  2222.21   4146.88
2021-06-11 10:30:00  2239.00  2220.00  2244.00  2197.86  12030.00
2021-06-11 11:30:00  2220.01  2210.18  2231.80  2200.18   4868.00
2021-06-11 14:00:00  2210.10  2223.35  2224.48  2206.01   4544.00
2021-06-11 15:00:00  2223.33  2178.81  2226.80  2178.81  12529.00

再看一个配合MyTT的例子 Demo2.py

#股市行情数据获取和作图 -2
from  Ashare import *          #股票数据库    https://github.com/mpquant/Ashare
from  MyTT import *            #myTT麦语言工具函数指标库  https://github.com/mpquant/MyTT
    
# 证券代码兼容多种格式 通达信,同花顺,聚宽
# sh000001 (000001.XSHG)    sz399006 (399006.XSHE)   sh600519 ( 600519.XSHG ) 

df=get_price('000001.XSHG',frequency='1d',count=120)      #获取今天往前120天的日线实时行情
print('上证指数日线行情\n',df.tail(5))

#-------有数据了,下面开始正题 -------------
CLOSE=df.close.values;         OPEN=df.open.values           #基础数据定义,只要传入的是序列都可以 
HIGH=df.high.values;           LOW=df.low.values             #例如  CLOSE=list(df.close) 都是一样     

MA5=MA(CLOSE,5)                                #获取5日均线序列
MA10=MA(CLOSE,10)                              #获取10日均线序列
up,mid,lower=BOLL(CLOSE)                       #获取布林带指标数据

#-------------------------作图显示-----------------------------------------------------------------
import matplotlib.pyplot as plt ;  from matplotlib.ticker import MultipleLocator
plt.figure(figsize=(15,8))  
plt.plot(CLOSE,label='SHZS');    plt.plot(up,label='UP');           #画图显示 
plt.plot(mid,label='MID');       plt.plot(lower,label='LOW');
plt.plot(MA10,label='MA10',linewidth=0.5,alpha=0.7);
plt.show()
boll

团队其他开源项目 - 如果本项目能帮助到您,请右上角帮我们点亮 ★star 以示鼓励!

巴特量化

  • 数字货币 股市量化工具 行情系统软件开发 通达信同花顺公式开发 python量化系统开发

  • BTC虚拟货币量化交易策略开发 自动化交易策略运行


加入群聊

股市程序化交易大群,数字货币量化交易探讨, 圈内大咖量化策略分享

全是干货,无闲聊 ,物以类聚,人以群分,一起感受思维碰撞的力量!

Gesture controlled media player

Media Player Gesture Control Gesture controller for media player with MediaPipe, VLC and OpenCV. Contents About Setup About A tool for using gestures

Atharva Joshi 2 Dec 22, 2021
The open-source tool for building high-quality datasets and computer vision models

The open-source tool for building high-quality datasets and computer vision models. Website • Docs • Try it Now • Tutorials • Examples • Blog • Commun

Voxel51 2.4k Jan 07, 2023
Generate a roam research like Network Graph view from your Notion pages.

Notion Graph View Export Notion pages to a Roam Research like graph view.

Steve Sun 214 Jan 07, 2023
Compute and visualise incidence (reworking of the original incidence package)

incidence2 incidence2 is an R package that implements functions and classes to compute, handle and visualise incidence from linelist data. It refocuss

15 Nov 22, 2022
Jupyter Notebook extension leveraging pandas DataFrames by integrating DataTables and ChartJS.

Jupyter DataTables Jupyter Notebook extension to leverage pandas DataFrames by integrating DataTables JS. About Data scientists and in fact many devel

Marek Čermák 142 Dec 28, 2022
Create 3d loss surface visualizations, with optimizer path. Issues welcome!

MLVTK A loss surface visualization tool Simple feed-forward network trained on chess data, using elu activation and Adam optimizer Simple feed-forward

7 Dec 21, 2022
Frbmclust - Clusterize FRB profiles using hierarchical clustering, plot corresponding parameters distributions

frbmclust Getting Started Clusterize FRB profiles using hierarchical clustering,

3 May 06, 2022
A D3.js plugin that produces flame graphs from hierarchical data.

d3-flame-graph A D3.js plugin that produces flame graphs from hierarchical data. If you don't know what flame graphs are, check Brendan Gregg's post.

Martin Spier 740 Dec 29, 2022
Realtime Viewer Mandelbrot set with Python and Taichi (cpu, opengl, cuda, vulkan, metal)

Mandelbrot-set-Realtime-Viewer- Realtime Viewer Mandelbrot set with Python and Taichi (cpu, opengl, cuda, vulkan, metal) Control: "WASD" - movement, "

22 Oct 31, 2022
Graphing communities on Twitch.tv in a visually intuitive way

VisualizingTwitchCommunities This project maps communities of streamers on Twitch.tv based on shared viewership. The data is collected from the Twitch

Kiran Gershenfeld 312 Jan 07, 2023
🎨 Python3 binding for `@AntV/G2Plot` Plotting Library .

PyG2Plot 🎨 Python3 binding for @AntV/G2Plot which an interactive and responsive charting library. Based on the grammar of graphics, you can easily ma

hustcc 990 Jan 05, 2023
Data Analysis: Data Visualization of Airlines

Data Analysis: Data Visualization of Airlines Anderson Cruz | London-UK | Linkedin | Nowa Capital Project: Traffic Airlines Airline Reporting Carrier

Anderson Cruz 1 Feb 10, 2022
Histogramming for analysis powered by boost-histogram

Hist Hist is an analyst-friendly front-end for boost-histogram, designed for Python 3.7+ (3.6 users get version 2.4). See what's new. Installation You

Scikit-HEP Project 97 Dec 25, 2022
A high-level plotting API for pandas, dask, xarray, and networkx built on HoloViews

hvPlot A high-level plotting API for the PyData ecosystem built on HoloViews. Build Status Coverage Latest dev release Latest release Docs What is it?

HoloViz 694 Jan 04, 2023
Sci palettes for matplotlib/seaborn

sci palettes for matplotlib/seaborn Installation python3 -m pip install sci-palettes Usage import seaborn as sns import matplotlib.pyplot as plt impor

Qingdong Su 2 Jun 07, 2022
Squidpy is a tool for the analysis and visualization of spatial molecular data.

Squidpy is a tool for the analysis and visualization of spatial molecular data. It builds on top of scanpy and anndata, from which it inherits modularity and scalability. It provides analysis tools t

Theis Lab 251 Dec 19, 2022
Leyna's Visualizing Data With Python

Leyna's Visualizing Data Below is information on the number of bilingual students in three school districts in Massachusetts. You will also find infor

11 Oct 28, 2021
Python scripts to manage Chia plots and drive space, providing full reports. Also monitors the number of chia coins you have.

Chia Plot, Drive Manager & Coin Monitor (V0.5 - April 20th, 2021) Multi Server Chia Plot and Drive Management Solution Be sure to ⭐ my repo so you can

338 Nov 25, 2022
Small project to recursively calculate and plot each successive order of the Hilbert Curve

hilbert-curve Small project to recursively calculate and plot each successive order of the Hilbert Curve. After watching 3Blue1Brown's video on Hilber

Stefan Mejlgaard 2 Nov 15, 2021
Interactive plotting for Pandas using Vega-Lite

pdvega: Vega-Lite plotting for Pandas Dataframes pdvega is a library that allows you to quickly create interactive Vega-Lite plots from Pandas datafra

Altair 342 Oct 26, 2022