https://github.com/matrix-profile-foundation/matrixprofile

A Python 3 library making time series data mining tasks, utilizing matrix profile algorithms, accessible to everyone.

Keywords

algorithms anomaly-detection clustering data-mining data-science hacktoberfest matrixprofile motif-discovery python python2 python3 segmentation time-series time-series-analysis

Keywords from Contributors

matrix-profile

Last synced: 5 months ago · JSON representation

Repository

A Python 3 library making time series data mining tasks, utilizing matrix profile algorithms, accessible to everyone.

Basic Info

Host: GitHub
Owner: matrix-profile-foundation
License: apache-2.0
Language: Python
Default Branch: master
Homepage: https://matrixprofile.org
Size: 6.69 MB

Statistics

Stars: 384
Watchers: 16
Forks: 66
Open Issues: 31
Releases: 0

Topics

algorithms anomaly-detection clustering data-mining data-science hacktoberfest matrixprofile motif-discovery python python2 python3 segmentation time-series time-series-analysis

Created over 6 years ago · Last pushed about 2 years ago

Metadata Files

Readme Contributing License Code of conduct

.. image:: https://matrixprofile.org/static/img/mpf-logo.png
:target: https://matrixprofile.org
:height: 300px
:scale: 50%
:alt: MPF Logo
|
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.. image:: https://img.shields.io/pypi/v/matrixprofile.svg
:target: https://pypi.org/project/matrixprofile/
:alt: PyPI Version
.. image:: https://pepy.tech/badge/matrixprofile
:target: https://pepy.tech/project/matrixprofile
:alt: PyPI Downloads
.. image:: https://img.shields.io/conda/vn/conda-forge/matrixprofile.svg
:target: https://anaconda.org/conda-forge/matrixprofile
:alt: Conda Version
.. image:: https://img.shields.io/conda/dn/conda-forge/matrixprofile.svg
:target: https://anaconda.org/conda-forge/matrixprofile
:alt: Conda Downloads
.. image:: https://codecov.io/gh/matrix-profile-foundation/matrixprofile/branch/master/graph/badge.svg
:target: https://codecov.io/gh/matrix-profile-foundation/matrixprofile
:alt: Code Coverage
.. image:: https://dev.azure.com/conda-forge/feedstock-builds/_apis/build/status/matrixprofile-feedstock?branchName=master
:target: https://dev.azure.com/conda-forge/feedstock-builds/_build/latest?definitionId=11637&branchName=master
:alt: Azure Pipelines
.. image:: https://api.travis-ci.com/matrix-profile-foundation/matrixprofile.svg?branch=master
:target: https://travis-ci.com/matrix-profile-foundation/matrixprofile
:alt: Build Status
.. image:: https://img.shields.io/conda/pn/conda-forge/matrixprofile.svg
:target: https://anaconda.org/conda-forge/matrixprofile
:alt: Platforms
.. image:: https://img.shields.io/badge/License-Apache%202.0-blue.svg
:target: https://opensource.org/licenses/Apache-2.0
:alt: License
.. image:: https://img.shields.io/twitter/follow/matrixprofile.svg?style=social
:target: https://twitter.com/matrixprofile
:alt: Twitter
.. image:: https://img.shields.io/discord/589321741277462559?logo=discord
:target: https://discordapp.com/invite/sBhDNXT
:alt: Discord
.. image:: https://joss.theoj.org/papers/10.21105/joss.02179/status.svg
:target: https://doi.org/10.21105/joss.02179
:alt: JOSSDOI
.. image:: https://zenodo.org/badge/DOI/10.5281/zenodo.3789780.svg
:target: https://doi.org/10.5281/zenodo.3789780
:alt: ZenodoDOI

MatrixProfile
----------------
NOTE: THIS LIBRARY IS NOT ACTIVELY SUPPORTED. PLEASE CHECK OUT THE TD AMERITRADE STUMPY LIBRARY INSTEAD: https://github.com/TDAmeritrade/stumpyhttps://github.com/TDAmeritrade/stumpy

MatrixProfile is a Python 3 library, brought to you by the `Matrix Profile Foundation `_, for mining time series data. The Matrix Profile is a novel data structure with corresponding algorithms (stomp, regimes, motifs, etc.) developed by the `Keogh `_ and `Mueen `_ research groups at UC-Riverside and the University of New Mexico. The goal of this library is to make these algorithms accessible to both the novice and expert through standardization of core concepts, a simplistic API, and sensible default parameter values.

In addition to this Python library, the Matrix Profile Foundation, provides implementations in other languages. These languages have a pretty consistent API allowing you to easily switch between them without a huge learning curve.

* `tsmp `_ - an R implementation
* `go-matrixprofile `_ - a Golang implementation

Python Support
----------------
Currently, we support the following versions of Python:

* 3.5
* 3.6
* 3.7
* 3.8
* 3.9

Python 2 is no longer supported. There are earlier versions of this library that support Python 2.

Installation
------------
The easiest way to install this library is using pip or conda. If you would like to install it from source, please review the `installation documentation `_ for your platform.

Installation with pip

.. code-block:: bash

pip install matrixprofile

Installation with conda

.. code-block:: bash

conda config --add channels conda-forge
conda install matrixprofile

Getting Started
---------------
This article provides introductory material on the Matrix Profile:
`Introduction to Matrix Profiles `_

This article provides details about core concepts introduced in this library:
`How To Painlessly Analyze Your Time Series `_

Our documentation provides a `quick start guide `_, `examples `_ and `api `_ documentation. It is the source of truth for getting up and running.

Algorithms
----------
For details about the algorithms implemented, including performance characteristics, please refer to the `documentation `_.

------------
Getting Help
------------
We provide a dedicated `Discord channel `_ where practitioners can discuss applications and ask questions about the Matrix Profile Foundation libraries. If you rather not join Discord, then please open a `Github issue `_.

------------
Contributing
------------
Please review the `contributing guidelines `_ located in our documentation.

---------------
Code of Conduct
---------------
Please review our `Code of Conduct documentation `_.

---------
Citations
---------
All proper acknowledgements for works of others may be found in our `citation documentation `_.

------
Citing
------
Please cite this work using the `Journal of Open Source Software article `_.

Van Benschoten et al., (2020). MPA: a novel cross-language API for time series analysis. Journal of Open Source Software, 5(49), 2179, https://doi.org/10.21105/joss.02179

.. code:: bibtex

@article{Van Benschoten2020,
doi = {10.21105/joss.02179},
url = {https://doi.org/10.21105/joss.02179},
year = {2020},
publisher = {The Open Journal},
volume = {5},
number = {49},
pages = {2179},
author = {Andrew Van Benschoten and Austin Ouyang and Francisco Bischoff and Tyler Marrs},
title = {MPA: a novel cross-language API for time series analysis},
journal = {Journal of Open Source Software}
}

Owner

Name: Matrix Profile Foundation
Login: matrix-profile-foundation
Kind: organization

Website: https://www.matrixprofile.org/
Repositories: 8
Profile: https://github.com/matrix-profile-foundation

Enabling community members to easily interact with the Matrix Profile algorithms through education, support and software.

GitHub Events

Total

Issues event: 1
Watch event: 25
Issue comment event: 2
Pull request event: 1
Fork event: 2

Last Year

Issues event: 1
Watch event: 25
Issue comment event: 2
Pull request event: 1
Fork event: 2

Committers

Last synced: 9 months ago

All Time

Total Commits: 384
Total Committers: 18
Avg Commits per committer: 21.333
Development Distribution Score (DDS): 0.19

Past Year

Commits: 0
Committers: 0
Avg Commits per committer: 0.0
Development Distribution Score (DDS): 0.0

Top Committers

Name	Email	Commits
Tyler Marrs	t**s@g**m	311
Nikita Smyrnov	n**r@s**m	18
Yue Lu	y**_@h**m	18
Demian Dekoninck	d**n@l**e	8
Andrew Van Benschoten	8****n	7
Frankie Cancino	f**o@g**m	6
Andrew Van Benschoten	a**n@o**m	2
Bruno Hanzen	b**n@e**m	2
LlewellynS96	l**1@g**m	2
Lukasz Mentel	l**l@g**m	2
Bjørn Rustad	b**n@r**e	1
Théophile Dano	t**o@g**m	1
earthgecko	9****o	1
ksairahul21	k**4@g**m	1
ninimama	n**r@g**m	1
rexking6	1**1@q**m	1
Nikita Smyrnov	v**r@m**g	1
whitesource-bolt-for-github[bot]	4****]	1

Committer Domains (Top 20 + Academic)

mpwfqh1y.opr.statefarm.org: 1 qq.com: 1 rustad.me: 1 e-hanzen.com: 1 ovative.com: 1 live.be: 1 statefarm.com: 1

Issues and Pull Requests

Last synced: 6 months ago

All Time

Total issues: 61
Total pull requests: 44
Average time to close issues: 3 months
Average time to close pull requests: 20 days
Total issue authors: 39
Total pull request authors: 22
Average comments per issue: 3.66
Average comments per pull request: 2.16
Merged pull requests: 31
Bot issues: 2
Bot pull requests: 1

Past Year

Issues: 0
Pull requests: 0
Average time to close issues: N/A
Average time to close pull requests: N/A
Issue authors: 0
Pull request authors: 0
Average comments per issue: 0
Average comments per pull request: 0
Merged pull requests: 0
Bot issues: 0
Bot pull requests: 0

View more stats

Top Authors

Issue Authors

tylerwmarrs (18)
NimaSarajpoor (3)
vanbenschoten (2)
mend-bolt-for-github[bot] (2)
rcyost (2)
ChrisCarini (1)
darigovresearch (1)
TinaShi (1)
marwaajouz (1)
elopezfune (1)
erezinman (1)
DemianD (1)
lmmentel (1)
beeb (1)
ythevalil-dd (1)

Pull Request Authors

kavj (7)
tylerwmarrs (4)
DemianD (4)
AndrewCharlesHay (3)
nikita-smyrnov (3)
frankiecancino (2)
lmmentel (2)
Bruno-Hanzen (2)
LuYueee (2)
vanbenschoten (2)
tomasApo (2)
earthgecko (1)
burk (1)
NimaSarajpoor (1)
fabiofumarola (1)

Top Labels

Issue Labels

help wanted (15) feature (11) DevOps (8) bug (6) discussion (5) Documentation (4) security vulnerability (2) enhancement (2)

Pull Request Labels

feature (1)

Packages

Total packages: 4
Total downloads:
- pypi 3,293 last-month
Total docker downloads: 6

Total dependent packages: 6
(may contain duplicates)
Total dependent repositories: 44
(may contain duplicates)
Total versions: 29
Total maintainers: 3

pypi.org: matrixprofile

An open source time series data mining library based on Matrix Profile algorithms.

Homepage: https://github.com/matrix-profile-foundation/matrixprofile
Documentation: https://matrixprofile.readthedocs.io/
License: Apache Software License
Latest release: 1.1.10
published about 5 years ago

Versions: 13
Dependent Packages: 4
Dependent Repositories: 42
Downloads: 3,293 Last month
Docker Downloads: 6

Rankings

Downloads: 1.6%

Dependent repos count: 2.3%

Dependent packages count: 2.3%

Docker downloads count: 2.3%

Average: 2.9%

Stargazers count: 3.5%

Forks count: 5.5%

Maintainers (3)

matrixprofilefoundation tylerwmarrs vanbenschoten

Last synced: 6 months ago

proxy.golang.org: github.com/matrix-profile-foundation/matrixprofile

Documentation: https://pkg.go.dev/github.com/matrix-profile-foundation/matrixprofile#section-documentation
License: apache-2.0
Latest release: v1.1.10
published about 5 years ago

Versions: 14
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent packages count: 7.0%

Average: 8.2%

Dependent repos count: 9.3%

Last synced: 6 months ago

conda-forge.org: matrixprofile

Homepage: https://github.com/matrix-profile-foundation/matrixprofile
License: Apache-2.0
Latest release: 1.1.10
published about 5 years ago

Versions: 1
Dependent Packages: 2
Dependent Repositories: 1

Rankings

Dependent packages count: 19.6%

Stargazers count: 22.0%

Average: 22.6%

Dependent repos count: 24.3%

Forks count: 24.5%

Last synced: 6 months ago

anaconda.org: matrixprofile

Homepage: https://matrixprofile.org/
License: Apache-2.0
Latest release: 1.1.10
published about 4 years ago

Versions: 1
Dependent Packages: 0
Dependent Repositories: 1

Rankings

Stargazers count: 35.0%

Forks count: 37.4%

Average: 43.8%

Dependent repos count: 51.3%

Dependent packages count: 51.3%

Last synced: 6 months ago

https://github.com/matrix-profile-foundation/matrixprofile

Science Score: 23.0%

Keywords

Keywords from Contributors

Repository

Basic Info

Statistics

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Metadata Files

README.rst

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GitHub Events

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Packages

pypi.org: matrixprofile

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Maintainers (3)

proxy.golang.org: github.com/matrix-profile-foundation/matrixprofile

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conda-forge.org: matrixprofile

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anaconda.org: matrixprofile

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