A package of tools to analyze and simulate neural time series, using digital signal processing.
Documentation for the NeuroDSP module is available here.
The documentation also includes a set of tutorials describing each module in NeuroDSP, as well as a set of examples of applications of NeuroDSP.
If you have a question about using NeuroDSP that doesn't seem to be covered by the documentation, feel free to open an issue and ask!
NeuroDSP is written in Python, and requires Python >= 3.5 to run.
It has the following dependencies:
- numpy
- scipy
- matplotlib
- pytest (optional)
We recommend using the Anaconda distribution to manage these requirements.
Stable Release Version
To install the latest stable release, use pip:
$ pip install neurodsp
Development Version
To get the current development version, first clone this repository:
$ git clone https://github.com/neurodsp-tools/neurodsp
To install this cloned copy, move into the directory you just cloned, and run:
$ pip install .
Editable Version
To install an editable version, download the development version as above, and run:
$ pip install -e .
Please use the Github issue tracker to file bug reports and/or ask questions about this project.
Available modules in NeuroDSP include:
filt
: Filter data with bandpass, highpass, lowpass, or notch filtersburst
: Detect bursting oscillations in neural signalsrhythm
: Find and analyze rhythmic and recurrent patterns in time seriesspectral
: Compute spectral domain features such as power spectratimefrequency
: Estimate instantaneous measures of oscillatory activitysim
: Simulate time series, including periodic and aperiodic signal componentsplts
: Plotting functions
NeuroDSP
welcomes and encourages contributions from the community!
If you have an idea of something to add to NeuroDSP, please start by opening an issue.
When writing code to add to NeuroDSP, please follow the Contribution Guidelines, and also make sure to follow our Code of Conduct.
If you use this code in your project, please cite:
Cole, S., Donoghue, T., Gao, R., & Voytek, B. (2019). NeuroDSP: A package for
neural digital signal processing. Journal of Open Source Software, 4(36), 1272.
https://doi.org/10.21105/joss.01272
Direct Link: https://doi.org/10.21105/joss.01272
Bibtex:
@article{cole_neurodsp:_2019,
title = {NeuroDSP: A package for neural digital signal processing},
author = {Cole, Scott and Donoghue, Thomas and Gao, Richard and Voytek, Bradley},
journal = {Journal of Open Source Software},
year = {2019},
volume = {4},
number = {36},
issn = {2475-9066},
url = {http://joss.theoj.org/papers/10.21105/joss.01272},
doi = {10.21105/joss.01272},
}