Python interface to IEX and IEX cloud APIs

Related tags

MiscellaneouspyEX
Overview

Python interface to IEX Cloud

Build Status Coverage License PyPI Docs

Referral

Please subscribe to IEX Cloud using this referral code.

Getting Started

Install

Install from pip

pip install pyEX

or from source

python setup.py install

Extensions

  • pyEX[async]: asyncio integration for streaming APIs
  • pyEX[studies]: Technical indicators and other calculations

Demos + Docs

Overview

pyEX supports the IEX Cloud api through 2 interfaces. The first is a simple function call, passing in the api version and token as arguments

In [1]: import pyEX as p

In [2]: p.chart?
Signature: p.chart(symbol, timeframe='1m', date=None, token='', version='', filter='')
Docstring:
Historical price/volume data, daily and intraday

https://iexcloud.io/docs/api/#historical-prices
Data Schedule
1d: -9:30-4pm ET Mon-Fri on regular market trading days
    -9:30-1pm ET on early close trading days
All others:
    -Prior trading day available after 4am ET Tue-Sat

Args:
    symbol (str); Ticker to request
    timeframe (str); Timeframe to request e.g. 1m
    date (datetime): date, if requesting intraday
    token (str); Access token
    version (str); API version
    filter (str); filters: https://iexcloud.io/docs/api/#filter-results

Returns:
    dict: result

For most calls, there is a convenience method that returns a dataframe as well:

In [5]: [_ for _ in dir(p) if _.endswith('DF')]
Out[5]:
['advancedStatsDF',
 'auctionDF',
 'balanceSheetDF',
 'batchDF',
 'bookDF',
 'bulkBatchDF',
 'bulkMinuteBarsDF',
 'calendarDF',
...

Since the token rarely changes, we have a Client object for convenience:

In [6]: p.Client?
Init signature: p.Client(api_token=None, version='v1', api_limit=5)
Docstring:
IEX Cloud Client

Client has access to all methods provided as standalone, but in an authenticated way

Args:
    api_token (str): api token (can pickup from IEX_TOKEN environment variable)
    version (str): api version to use (defaults to v1)
                      set version to 'sandbox' to run against the IEX sandbox
    api_limit (int): cache calls in this interval
File:           ~/Programs/projects/iex/pyEX/pyEX/client.py
Type:           type
Subclasses:

The client will automatically pick up the API key from the environment variable IEX_TOKEN, or it can be passed as an argument. To use the IEX Cloud test environment, simple set version='sandbox'.

In [8]: c = p.Client(version='sandbox')

In [9]: c.chartDF('AAPL').head()
Out[9]:
              open   close    high     low    volume   uOpen  uClose   uHigh    uLow   uVolume  change  changePercent   label  changeOverTime
date
2019-11-27  271.31  274.04  277.09  268.75  16994433  267.69  271.99  271.82  266.32  16811747    0.00         0.0000  Nov 27        0.000000
2019-11-29  271.30  272.19  280.00  279.20  12135259  270.90  275.02  270.00  267.10  11927464   -0.60        -0.2255  Nov 29       -0.002232
2019-12-02  279.96  265.23  276.41  267.93  23831255  279.97  266.80  281.32  269.29  24607845   -3.20        -1.1646   Dec 2       -0.013820
2019-12-03  261.54  271.05  259.96  262.09  30331487  259.87  271.34  269.02  260.71  30518449   -4.93        -1.8450   Dec 3       -0.032745
2019-12-04  272.81  273.56  271.26  267.06  17109161  267.30  262.82  274.99  270.83  17230517    2.39         0.8955   Dec 4       -0.023411

Improvements over native API, other libraries, etc

  • pyEX will transparently cache requests according to the refresh interval as defined on the IEX Cloud website (and in the docstrings), to avoid wasting credits. It can also cache to disk, or integrate with your own custom caching scheme.
  • pyEX fully implements the streaming APIs

Other enhancements

  • pyEX-studies: pyEX integration with TA-Lib and other libraries, for technical analysis and other metrics on top of the IEX data
  • pyEX-caching: persistent, queryable caching for pyEX function calls. Minimize your spend and maximize your performance
  • pyEX-zipline: Zipline integration for IEX data

Demo

Rules Engine

pyEX implements methods for interacting with the Rules Engine.

rule = {
        'conditions': [['changePercent','>',500],
                       ['latestPrice','>',100000]],
        'outputs': [{'frequency': 60,
                     'method': 'email',
                     'to': '[email protected]'
                    }]
        }

c.createRule(rule, 'MyTestRule', 'AAPL', 'all')  # returns {"id": <ruleID>, "weight": 2}

c.rules()  # list all rules
c.ruleInfo("<ruleID>")
c.ruleOutput("<ruleID>")
c.pauseRule("<ruleID>")
c.resumeRule("<ruleID>")
c.deleteRule("<ruleID>")

We also provide helper classes in python for constructing rules such that they abide by the rules schema (dictated in the schema() helper function)

Methods

Data

pyEX provides wrappers around both static and SSE streaming data. For most static data endpoints, we provide both JSON and DataFrame return functions. For market data endpoints, we provide async wrappers as well using aiohttp (to install the dependencies, pip install pyEX[async]).

DataFrame functions will have the suffix DF, and async functions will have the suffix Async.

SSE streaming data can either be used with callbacks:

newsSSE('AAPL', on_data=my_function_todo_on_data)

or via async generators (after installing pyEX[async]):

async for data in newsSSE('AAPL'):

Full API

Please see the readthedocs for a full API spec. Implemented methods are provided in CATALOG.md.

All methods share a common naming convention. If the API method is called technicals, there will be technicals and technicalsDF methods on the client. Additionally, most methods are provided in a scope, e.g. wti is available as client.wti and client.commodities.wti, analystDays from Wall Street Horizon is available as client.premium.analystDays, etc.

Development

See CONTRIBUTING.md for guidelines.

License

This software is licensed under the Apache 2.0 license. See the LICENSE and AUTHORS files for details.

Owner
IEX Cloud
The easiest way to use financial data
IEX Cloud
A person does not exist image bot

A person does not exist image bot

Fayas Noushad 3 Dec 12, 2021
Standalone PyQGIS application for executing custom scripts without a QGIS GUI.

PyQGIS Standalone Script Executer Standalone PyQGIS application that is able to run a custom script, in this case Proximity.py without the need of a G

6 Sep 23, 2022
A simple Programming Language

R.S.O.C. A custom built programming language About The Project R.S.O.C. is a custom built programming language very similar to a low-level 8085 progra

Ravi Maurya 17 Sep 13, 2022
Python plugin for Krita that assists with making python plugins for Krita

Krita-PythonPluginDeveloperTools Python plugin for Krita that assists with making python plugins for Krita Introducing Python Plugin developer Tools!

18 Dec 01, 2022
Never miss a deadline again

Hack the Opportunities Never miss a deadline again! Link to the excel sheet Contribution This list is not complete and I alone cannot make it whole. T

Vibali Joshi 391 Dec 28, 2022
A simple string parser based on CLR to check whether a string is acceptable or not for a given grammar.

A simple string parser based on CLR to check whether a string is acceptable or not for a given grammar.

Bharath M Kulkarni 1 Dec 15, 2021
A python script to decrypt media files encrypted using the Android application 'Secret Calculator Photo Vault'. Supports brute force of PIN also.

A python script to decrypt media files encrypted using the Android application 'Secret Calculator Photo Vault'. Supports brute force of PIN also.

3 May 01, 2022
A project to work with databases in 4 worksheets, insert, update, select, delete using Python and MySqI

A project to work with databases in 4 worksheets, insert, update, select, delete using Python and MySqI As a small project for school or college hope it is useful

Sina Org 1 Jan 11, 2022
Tensorboard plugin 3d with python

tensorboard-plugin-3d Overview In this example, we render a run selector dropdown component. When the user selects a run, it shows a preview of all sc

KitwareMedical 26 Nov 14, 2022
Curses frontend for Canto daemon

Canto Curses The curses (text) client for canto-daemon. Canto-daemon is required to work and is found at: http://github.com/themoken/canto-next Requir

Jack Miller 86 Dec 28, 2022
Jarvis Python BOT acts like Google-assistance

Jarvis-Python-BOT Jarvis Python BOT acts like Google-assistance Setup Add Mail ID (Gmail) in the file at line no 82.

Ishan Jogalekar 1 Jan 08, 2022
GA SEI Unit 4 project backend for Bloom.

Grow Your OpportunitiesTM Background Watch the Bloom Intro Video At Bloom, we believe every job seeker deserves an opportunity to find meaningful work

Jonathan Herman 3 Sep 20, 2021
Streamlit component to display topics from Streamlit's community forum related to any exception.

streamlit-forum Streamlit component to display topics from Streamlit's community forum related to any exception. Installation pip install streamlit-fo

Snehan Kekre 7 Jul 15, 2022
Uma versão em Python/Ursina do aplicativo Real Drum (android).

Real Drum Descrição Esta é uma versão alternativa feita em Python com a engine Ursina do aplicatio Real Drum (presente no Google Play Store). Como exe

hayukimori 5 Aug 20, 2022
Python programs, usually short, of considerable difficulty, to perfect particular skills.

Peter Norvig MIT License 2015-2020 pytudes "An étude (a French word meaning study) is an instrumental musical composition, usually short, of considera

Peter Norvig 19.9k Dec 27, 2022
Stop ask your soraka to ult you, just ult yourself

Lollo's auto-ultimate script Are you tired of your low elo friend who can't ult you with soraka when you ask for it? Use Useless Support and just ult

9 Oct 20, 2022
🦠 A simple and fast (< 200ms) API for tracking the global coronavirus (COVID-19, SARS-CoV-2) outbreak.

🦠 A simple and fast ( 200ms) API for tracking the global coronavirus (COVID-19, SARS-CoV-2) outbreak. It's written in python using the 🔥 FastAPI framework. Supports multiple sources!

Marius 1.6k Jan 04, 2023
🛠️ Learn a technology X by doing a project - Search engine of project-based learning

Learn X by doing Y 🛠️ Learn a technology X by doing a project Y Website You can contribute by adding projects to the CSV file.

William 408 Dec 20, 2022
A tool for fixing inconsistent timestamp metadata (atime, ctime, and mtime).

Mtime Fixer Mtime Fixer is a tool for fixing inconsistent timestamp metadata (atime, ctime, and mtime). Sometimes timestamp metadata of folders are in

Halit Şimşek 2 Jan 11, 2022
Earth-to-orbit ballistic trajectories with atmospheric resistance

Earth-to-orbit ballistic trajectories with atmospheric resistance Overview Space guns are a theoretical technology that reduces the cost of getting bu

1 Dec 03, 2021