NMFwisp
NMFwisp subtracts JWST/NIRCam wisp artifacts using multi-component, detector- and filter-specific NMF templates.
For usage examples, source-mask generation, API details, developer notes, and citation information, please see the documentation website:
https://zihaowu-astro.github.io/NMFwisp/
Installation
Install from PyPI:
pip install nmfwisp
Development install from source:
git clone https://github.com/zihaowu-astro/NMFwisp.git
cd NMFwisp
pip install -e .
Wisp Figures
Example wisp subtraction:
Multi-component NMF wisp features:
Wisp morphology in all contaminated NIRCam detectors:
Reference
If you use NMFwisp, please cite the paper:
@ARTICLE{2026arXiv260115958W,
author = {{Wu}, Zihao and {Johnson}, Benjamin D. and {Eisenstein}, Daniel J. and {Cargile}, Phillip and {Hainline}, Kevin and {Hausen}, Ryan and {Rinaldi}, Pierluigi and {Robertson}, Brant E. and {Tacchella}, Sandro and {Williams}, Christina C. and {Willmer}, Christopher N.~A.},
title = "{JWST Advanced Deep Extragalactic Survey (JADES) Data Release 5: Wisp Subtraction with the Non-negative Matrix Factorization Algorithm}",
journal = {arXiv e-prints},
keywords = {Instrumentation and Methods for Astrophysics, Astrophysics of Galaxies},
year = 2026,
month = jan,
eid = {arXiv:2601.15958},
pages = {arXiv:2601.15958},
doi = {10.48550/arXiv.2601.15958},
archivePrefix = {arXiv},
eprint = {2601.15958},
primaryClass = {astro-ph.IM},
adsurl = {https://ui.adsabs.harvard.edu/abs/2026arXiv260115958W},
adsnote = {Provided by the SAO/NASA Astrophysics Data System}
}
Metadata
Release files for nmfwisp 1.1.4
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| nmfwisp-1.1.4.tar.gz | 92.4 MB | With provenance | Details for nmfwisp-1.1.4.tar.gz |
Release files / nmfwisp-1.1.4.tar.gz
| Download URL | nmfwisp-1.1.4.tar.gz |
|---|---|
| Size | 92.4 MB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
a7bd2c09abdddb2519506e69b55caf3b7817202e5590d7ef4238310b1540384a
|
|
BLAKE2b-256 checksum How to use checksums |
5be21189516f6173a8c55d8c43470456fbd0cc17e5904f20bdc3b9d626673221
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jun 8, 2026.
Transparency logSecurity for nmfwisp 1.1.4
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
Full provenance
All 1 file in this release has been uploaded with provenance metadata.
Attestation for nmfwisp-1.1.4.tar.gz
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jun 8, 2026.
Transparency logA note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.
To learn more about protecting yourself from malicious actors, visit our package security documentation.