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awesome-quant

A curated list of insanely awesome libraries, packages and resources for Quants (Quantitative Finance)
https://github.com/eric-erki/awesome-quant

Last synced: about 20 hours ago
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  • Python

    • Numerical Libraries & Data Structures

      • statistics - Builtin Python library for all basic statistical calculations.
      • sympy - SymPy is a Python library for symbolic mathematics.
      • quantdsl - Domain specific language for quantitative analytics in finance and trading.
    • Financial Instruments and Pricing

      • pynance - PyNance is open-source software for retrieving, analysing and visualizing data from stock and derivatives markets.
      • hasura/base-python-dash - Hasura quickstart to deploy Dash framework. Written on top of Flask, Plotly.js, and React.js, Dash is ideal for building data visualization apps with highly custom user interfaces in pure Python.
      • hasura/base-python-bokeh - Hasura quickstart to visualize data with bokeh library.
      • PyQL - QuantLib's Python port.
      • pyfin - Basic options pricing in Python. [ARCHIVED]
      • vollib - vollib is a python library for calculating option prices, implied volatility and greeks.
      • QuantPy - A framework for quantitative finance In python.
      • Finance-Python - Python tools for Finance.
      • ffn - A financial function library for Python.
      • tia - Toolkit for integration and analysis.
      • pysabr - SABR model Python implementation.
      • pynance - PyNance is open-source software for retrieving, analysing and visualizing data from stock and derivatives markets.
    • Trading & Backtesting

      • trade - trade is a Python framework for the development of financial applications.
      • zipline - Pythonic algorithmic trading library.
      • tradingWithPython - A collection of functions and classes for Quantitative trading.
      • pysentosa - Python API for sentosa trading system.
      • pandas_talib - A Python Pandas implementation of technical analysis indicators.
      • QuantSoftware Toolkit - Python-based open source software framework designed to support portfolio construction and management.
      • quantitative - Quantitative finance, and backtesting library.
      • analyzer - Python framework for real-time financial and backtesting trading strategies.
      • bt - Flexible Backtesting for Python.
      • pythalesians - Python library to backtest trading strategies, plot charts, seamlessly download market data, analyse market patterns etc.
      • pybacktest - Vectorized backtesting framework in Python / pandas, designed to make your backtesting easier.
      • pyalgotrade - Python Algorithmic Trading Library.
      • pandas-ta - An easy to use Python 3 Pandas Extension with 80+Technical Analysis Indicators
      • ta - Technical Analysis Library using Pandas (Python)
      • algobroker - This is an execution engine for algo trading.
      • finmarketpy - Python library for backtesting trading strategies and analyzing financial markets.
      • binary-martingale - Computer program to automatically trade binary options martingale style.
      • fooltrader - the project using big-data technology to provide an uniform way to analyze the whole market.
      • pylivetrader - zipline-compatible live trading library.
      • pipeline-live - zipline's pipeline capability with IEX for live trading.
      • zipline-extensions - Zipline extensions and adapters for QuantRocket.
      • moonshot - Vectorized backtester and trading engine for QuantRocket based on Pandas.
      • PyPortfolioOpt - Financial portfolio optimisation in python, including classical efficient frontier and advanced methods.
      • mlfinlab - Implementations regarding "Advances in Financial Machine Learning" by Marcos Lopez de Prado. (Feature Engineering, Financial Data Structures, Meta-Labeling)
      • pyqstrat - A fast, extensible, transparent python library for backtesting quantitative strategies.
      • NowTrade - Python library for backtesting technical/mechanical strategies in the stock and currency markets.
      • pinkfish - A backtester and spreadsheet library for security analysis.
      • Backtesting.py - Backtest trading strategies in Python
      • zvt - write trading algorithm once, run it on all markets
      • aat - Async Algorithmic Trading Engine
      • catalyst - An Algorithmic Trading Library for Crypto-Assets in Python
    • Risk Analysis

      • finance - Financial Risk Calculations. Optimized for ease of use through class construction and operator overload.
      • qfrm - Quantitative Financial Risk Management: awesome OOP tools for measuring, managing and visualizing risk of financial instruments and portfolios.
      • pyfolio - Portfolio and risk analytics in Python.
      • empyrical - Common financial risk and performance metrics.
      • fecon235 - Computational tools for financial economics include: Gaussian Mixture model of leptokurtotic risk, adaptive Boltzmann portfolios.
      • visualize-wealth - Portfolio construction and quantitative analysis.
      • VisualPortfolio - This tool is used to visualize the perfomance of a portfolio.
    • Time Series

      • hasura/quandl-metabase - Hasura quickstart to visualize Quandl's timeseries datasets with Metabase.
      • ARCH - ARCH models in Python.
      • dynts - Python package for timeseries analysis and manipulation.
      • PyFlux - Python library for timeseries modelling and inference (frequentist and Bayesian) on models.
      • tsfresh - Automatic extraction of relevant features from time series.
    • Data Sources

      • chinesestockapi - Python API to get Chinese stock price.
      • tushare - A utility for crawling historical and Real-time Quotes data of China stocks.
      • jsm - Get the japanese stock market data.
      • bronto-python - Bronto API Integration for Python.
      • findatapy - Python library to download market data via Bloomberg, Quandl, Yahoo etc.
      • googlefinance - Python module to get real-time stock data from Google Finance API.
      • pandas-datareader - Python module to get data from various sources (Google Finance, Yahoo Finance, FRED, OECD, Fama/French, World Bank, Eurostat...) into Pandas datastructures such as DataFrame, Panel with a caching mechanism.
      • pandas-finance - High level API for access to and analysis of financial data.
      • pyhoofinance - Rapidly queries Yahoo Finance for multiple tickers and returns typed data for analysis.
      • yfinanceapi - Finance API for Python.
      • yql-finance - yql-finance is simple and fast. API returns stock closing prices for current period of time and current stock ticker (i.e. APPL, GOOGL).
      • ystockquote - Retrieve stock quote data from Yahoo Finance.
      • wallstreet - Real time stock and option data.
      • stock_extractor - General Purpose Stock Extractors from Online Resources.
      • Stockex - Python wrapper for Yahoo! Finance API.
      • finsymbols - Obtains stock symbols and relating information for SP500, AMEX, NYSE, and NASDAQ.
      • inquisitor - Python Interface to Econdb.com API.
      • yfi - Yahoo! YQL library.
      • exchange - Get current exchange rate.
      • ticks - Simple command line tool to get stock ticker data.
      • pybbg - Python interface to Bloomberg COM APIs.
      • ccy - Python module for currencies.
      • cn_stock_src - Utility for retrieving basic China stock data from different sources.
      • coinmarketcap - Python API for coinmarketcap.
      • after-hours - Obtain pre market and after hours stock prices for a given symbol.
      • pytdx - Python Interface for retrieving chinese stock realtime quote data from TongDaXin Nodes.
      • pdblp - A simple interface to integrate pandas and the Bloomberg Open API.
      • tiingo - Python interface for daily composite prices/OHLC/Volume + Real-time News Feeds, powered by the Tiingo Data Platform.
      • IEX - Python Interface for retrieving real-time and historical prices and equities data from The Investor's Exchange.
      • alpaca-trade-api - Python interface for retrieving real-time and historical prices from Alpaca API as well as trade execution.
      • yahoo-finance - Python module to get stock data from Yahoo! Finance.
      • yfinanceapi - Finance API for Python.
      • ccy - Python module for currencies.
      • FRB - Python Client for FRED® API.
    • Excel Integration

      • xlwings - Make Excel fly with Python.
      • openpyxl - Read/Write Excel 2007 xlsx/xlsm files.
      • xlsxwriter - Write files in the Excel 2007+ XLSX file format.
      • DataNitro - DataNitro also offers full-featured Python-Excel integration, including UDFs. Trial downloads are available, but users must purchase a license.
      • xlrd - Library for developers to extract data from Microsoft Excel spreadsheet files.
      • xlwt - Library to create spreadsheet files compatible with MS Excel 97/2000/XP/2003 XLS files, on any platform.
      • xlloop - XLLoop is an open source framework for implementing Excel user-defined functions (UDFs) on a centralised server (a function server).
    • Indicators

      • Tulipy - Financial Technical Analysis Indicator Library (Python bindings for [tulipindicators]( https://github.com/TulipCharts/tulipindicators))
    • Factor Analysis

      • alphalens - Performance analysis of predictive alpha factors.
    • Calendars

  • R

    • Numerical Libraries & Data Structures

      • data.table - Extension of data.frame: Fast aggregation of large data (e.g. 100GB in RAM), fast ordered joins, fast add/modify/delete of columns by group using no copies at all, list columns and a fast file reader (fread). Offers a natural and flexible syntax, for faster development.
      • TSdbi - Provides a common interface to time series databases.
      • tis - Functions and S3 classes for time indexes and time indexed series, which are compatible with FAME frequencies.
      • tfplot - Utilities for simple manipulation and quick plotting of time series data.
      • tframe - A kernel of functions for programming time series methods in a way that is relatively independently of the representation of time.
      • tseries - Time Series Analysis and Computational Finance.
      • sparseEigen - Sparse pricipal component analysis.
      • zoo - S3 Infrastructure for Regular and Irregular Time Series (Z's Ordered Observations).
      • xts - eXtensible Time Series: Provide for uniform handling of R's different time-based data classes by extending zoo, maximizing native format information preservation and allowing for user level customization and extension, while simplifying cross-class interoperability.
    • Data Sources

      • IBrokers - Provides native R access to Interactive Brokers Trader Workstation API.
      • Rblpapi - An R Interface to 'Bloomberg' is provided via the 'Blp API'.
      • Rbitcoin - Unified markets API interface (bitstamp, kraken, btce, bitmarket).
      • GetTDData - Downloads and aggregates data for Brazilian government issued bonds directly from the website of Tesouro Direto.
      • GetHFData - Downloads and aggregates high frequency trading data for Brazilian instruments directly from Bovespa ftp site.
    • Financial Instruments and Pricing

      • quantmod - Quantitative Financial Modelling Framework.
      • fAsianOptions - EBM and Asian Option Valuation.
      • fAssets - Analysing and Modelling Financial Assets.
      • fBasics - Markets and Basic Statistics.
      • fBonds - Bonds and Interest Rate Models.
      • fExoticOptions - Exotic Option Valuation.
      • fOptions - Pricing and Evaluating Basic Options.
      • fPortfolio - Portfolio Selection and Optimization.
      • portfolio - Analysing equity portfolios.
      • portfolioSim - Framework for simulating equity portfolio strategies.
      • sde - Simulation and Inference for Stochastic Differential Equations.
      • YieldCurve - Modelling and estimation of the yield curve.
      • SmithWilsonYieldCurve - Constructs a yield curve by the Smith-Wilson method from a table of LIBOR and SWAP rates.
      • ycinterextra - Yield curve or zero-coupon prices interpolation and extrapolation.
      • AmericanCallOpt - This package includes pricing function for selected American call options with underlying assets that generate payouts.
      • VarSwapPrice - Pricing a variance swap on an equity index.
      • RND - Risk Neutral Density Extraction Package.
      • LSMonteCarlo - American options pricing with Least Squares Monte Carlo method.
      • OptHedging - Estimation of value and hedging strategy of call and put options.
      • tvm - Time Value of Money Functions.
      • OptionPricing - Option Pricing with Efficient Simulation Algorithms.
      • credule - Credit Default Swap Functions.
      • derivmkts - Functions and R Code to Accompany Derivatives Markets.
      • FinCal - Package for time value of money calculation, time series analysis and computational finance.
      • options.studies - options trading studies functions for use with options.data package and shiny.
      • sparseIndexTracking - Portfolio design to track an index.
      • covFactorModel - Covariance matrix estimation via factor models.
      • riskParityPortfolio - Blazingly fast design of risk parity portfolios.
      • r-quant - R code for quantitative analysis in finance.
      • RQuantLib - RQuantLib connects GNU R with QuantLib.
    • Trading

      • backtest - Exploring Portfolio-Based Conjectures About Financial Instruments.
      • pa - Performance Attribution for Equity Portfolios.
      • TTR - Technical Trading Rules.
      • QuantTools - Enhanced Quantitative Trading Modelling.
    • Risk Analysis

    • Time Series

      • fGarch - Rmetrics - Autoregressive Conditional Heteroskedastic Modelling.
      • timeSeries - Rmetrics - Financial Time Series Objects.
      • rugarch - Univariate GARCH Models.
      • rmgarch - Multivariate GARCH Models.
      • tidypredict - Run predictions inside the database <https://tidypredict.netlify.com/>.
      • tidyquant - Bringing financial analysis to the tidyverse.
      • timetk - A toolkit for working with time series in R.
      • tibbletime - Built on top of the tidyverse, tibbletime is an extension that allows for the creation of time aware tibbles through the setting of a time index.
    • Calendars

      • timeDate - Chronological and Calendar Objects
      • bizdays - Business days calculations and utilities
  • Julia

    • FrameWorks

      • FinancialMarkets.jl - Describe and model financial markets objects using Julia.
      • Miletus.jl - A financial contract definition, modeling language, and valuation framework.
      • QuantLib.jl - Quantlib implementation in pure Julia.
      • Ito.jl - A Julia package for quantitative finance.
      • TALib.jl - A Julia wrapper for TA-Lib.
      • Temporal.jl - Flexible and efficient time series class & methods.
      • Indicators.jl - Financial market technical analysis & indicators on top of Temporal.
      • Strategems.jl - Quantitative systematic trading strategy development and backtesting.
      • TimeSeries.jl - Time series toolkit for Julia.
      • MarketTechnicals.jl - Technical analysis of financial time series on top of TimeSeries.
      • MarketData.jl - Time series market data.
      • TimeFrames.jl - A Julia library that defines TimeFrame (essentially for resampling TimeSeries).
  • Haskell

    • Data Visualization

      • hqfl - Haskell Quantitative Finance Library.
  • Frameworks

  • Matlab

    • FrameWorks

      • QUANTAXIS - Integrated Quantitative Toolbox with Matlab.