/owlpy

An open source time series library for Python implementing Matrix Profile

Primary LanguagePythonMIT LicenseMIT

OWLPY

An open source time series library for Python implementing the Matrix Profile.

The Matrix Profile is a time-series analysis tool that can be used for several tasks e.g. motif/discord discovery.

Original project started by Juan.

Installation

Clone this repo and run:

python setup.py install 

Test

To test the library, in the source directory run:

python test_motif_discovery.py 

to discover motifs and discords in the ECGFiveDays dataset, or

python test_query_matching.py 

to match a query subsequence on the Coffee datset.

Both dataset are from the UCR Archive.

Usage

To use OWLPY, simply import from the core package, as in:

from owlpy.core import *
import numpy as np 
ts = np.random.rand(100)
query = np.random.rand(50)
MP, I = stamp(ts,query,15)