pyfolio

Portfolio and risk analytics in Python

  • Owner: quantopian/pyfolio
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  • License:: Apache License 2.0
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pyfolio

pyfolio

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pyfolio is a Python library for performance and risk analysis of
financial portfolios developed by
Quantopian Inc. It works well with the
Zipline open source backtesting library.
Quantopian also offers a fully managed service for professionals
that includes Zipline, Alphalens, Pyfolio, FactSet data, and more.

At the core of pyfolio is a so-called tear sheet that consists of
various individual plots that provide a comprehensive image of the
performance of a trading algorithm. Here's an example of a simple tear
sheet analyzing a strategy:

simple tear 0
simple tear 1

Also see slides of a talk about
pyfolio
.

Installation

To install pyfolio, run:

pip install pyfolio

Development

For development, you may want to use a virtual environment to avoid dependency conflicts between pyfolio and other Python projects you have. To get set up with a virtual env, run:

mkvirtualenv pyfolio

Next, clone this git repository and run python setup.py develop
and edit the library files directly.

Matplotlib on OSX

If you are on OSX and using a non-framework build of Python, you may need to set your backend:

echo "backend: TkAgg" > ~/.matplotlib/matplotlibrc

Usage

A good way to get started is to run the pyfolio examples in
a Jupyter notebook. To do this, you first want to
start a Jupyter notebook server:

jupyter notebook

From the notebook list page, navigate to the pyfolio examples directory
and open a notebook. Execute the code in a notebook cell by clicking on it
and hitting Shift+Enter.

Questions?

If you find a bug, feel free to open an issue in this repository.

You can also join our mailing list or
our Gitter channel.

Support

Please open an issue for support.

Contributing

If you'd like to contribute, a great place to look is the issues marked with help-wanted.

For a list of core developers and outside collaborators, see the GitHub contributors list.

Overview

Name With Ownerquantopian/pyfolio
Primary LanguageJupyter Notebook
Program languagePython (Language Count: 4)
Platform
License:Apache License 2.0
Release Count14
Last Release Name0.9.2 (Posted on )
First Release Namev0.1.beta (Posted on )
Created At2015-06-01 15:31:39
Pushed At2023-12-23 06:14:58
Last Commit At2020-02-28 18:30:19
Stargazers Count5.4k
Watchers Count302
Fork Count1.7k
Commits Count1.2k
Has Issues Enabled
Issues Count418
Issue Open Count150
Pull Requests Count215
Pull Requests Open Count11
Pull Requests Close Count68
Has Wiki Enabled
Is Archived
Is Fork
Is Locked
Is Mirror
Is Private
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