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cff-version: 1.2.0
message: "If you use this software, please cite the article under preferred-citation."
title: PyNumDiff
authors:
- family-names: Komarov
given-names: Pavel
orcid: "https://orcid.org/0009-0007-7482-2807"
- family-names: van Breugel
given-names: Floris
orcid: "https://orcid.org/0000-0001-6538-7179"
- family-names: Protogerou
given-names: Maria
- family-names: Kutz
given-names: J. Nathan
orcid: "https://orcid.org/0000-0002-6004-2275"
version: 0.2.3
date-released: 2026-06-12
doi: 10.5281/zenodo.6366704
preferred-citation:
type: article
title: "PyNumDiff: A Python package for numerical differentiation of noisy time-series data"
authors:
- family-names: van Breugel
given-names: Floris
- family-names: Liu
given-names: Yuying
- family-names: Brunton
given-names: Bingni W.
- family-names: Kutz
given-names: J. Nathan
journal: Journal of Open Source Software
year: 2022
volume: 7
number: 71
pages: 4078
doi: 10.21105/joss.04078
version: 0.1.2.4
notes: "Describes the package through version 0.1.x. A second article covering the 0.2.x generation is under review at the Journal of Open Source Software."
references:
- type: article
title: A Taxonomy of Numerical Differentiation Methods
authors:
- family-names: Komarov
given-names: Pavel
- family-names: van Breugel
given-names: Floris
- family-names: Kutz
given-names: J. Nathan
year: 2025
status: submitted
url: "https://arxiv.org/abs/2512.09090"
notes: "Companion paper. Benchmarks the methods implemented here and provides their theoretical grounding."