Merge pull request #20 from LRydin/dev

2025 around the corner. Updated CI.

Author: LRydin

.github/workflows/CI.yml

@@ -8,12 +8,12 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        os: [ubuntu-latest, macos-latest]
-        python-version: ['3.7', '3.8', '3.9', '3.10', '3.11']
+        os: [macos-13, macos-latest, ubuntu-20.04, ubuntu-22.04, ubuntu-24.04, ubuntu-latest]
+        python-version: ['3.9', '3.10', '3.11', '3.12', '3.13']
     steps:
-    - uses: actions/checkout@v3
+    - uses: actions/checkout@v4
     - name: Set up Python
-      uses: actions/setup-python@v4
+      uses: actions/setup-python@v5
       with:
         python-version: ${{ matrix.python-version }}
     - name: Install dependencies
@@ -27,4 +27,4 @@ jobs:
         coverage run -m pytest test/
 
     - name: Upload code coverage
-      uses: codecov/codecov-action@v1
+      uses: codecov/codecov-action@v5

LICENSE

@@ -1,6 +1,6 @@
 MIT License
 
-Copyright (c) 2019–2023 Leonardo Rydin Gorjão
+Copyright (c) 2019–2024 Leonardo Rydin Gorjão
 
 Permission is hereby granted, free of charge, to any person obtaining a copy
 of this software and associated documentation files (the "Software"), to deal

README.md

@@ -194,7 +194,7 @@ The study of stochastic processes from a data-driven approach is grounded in ext
 You can find and extensive review on the subject [here](http://sharif.edu/~rahimitabar/pdfs/80.pdf)<sup>1</sup>
 
 ### History
-This project was started in 2017 at the [neurophysik](https://www.researchgate.net/lab/Klaus-Lehnertz-Lab-2) by Leonardo Rydin Gorjão, Jan Heysel, Klaus Lehnertz, and M. Reza Rahimi Tabar. Francisco Meirinhos later devised the hard coding to python. The project is now supported by Dirk Witthaut and the [Institute of Energy and Climate Research Systems Analysis and Technology Evaluation](https://www.fz-juelich.de/iek/iek-ste/EN/Home/home_node.html).
+This project was started in 2017 at the [neurophysik](https://www.researchgate.net/lab/Klaus-Lehnertz-Lab-2) by Leonardo Rydin Gorjão, Jan Heysel, Klaus Lehnertz, and M. Reza Rahimi Tabar. Francisco Meirinhos later devised the hard coding to python. The project has had many supporters, such as Dirk Witthaut at the [Institute of Climate and Energy Systems (ICE)- Energiesystemtechnik (ICE-1), FZJ](https://www.fz-juelich.de/profile/witthaut_d), Benjamin Schäfer [Institute for Automation and Applied Informatics, KIT](https://www.iai.kit.edu/english/2154_4101.php), and Niklas Boers at [Technical University of Munich](https://www.professoren.tum.de/en/boers-niklas) & [Potsdam Institute for Climate Impact Research](https://www.pik-potsdam.de/members/boers), along with many others. 
 
 ### Funding
 Helmholtz Association Initiative _Energy System 2050 - A Contribution of the Research Field Energy_ and the grant No. VH-NG-1025 and *STORM - Stochastics for Time-Space Risk Models* project of the Research Council of Norway (RCN) No. 274410.

docs/source/conf.py

@@ -23,12 +23,12 @@
 # -- Project information -----------------------------------------------------
 
 project = 'KramersMoyal'
-copyright = '2019-2020, Leonardo Rydin and Francisco Meirinhos'
-author = 'Leonardo Rydin and Francisco Meirinhos'
+copyright = '2019-2025, Leonardo Rydin Gorjão and Francisco Meirinhos'
+author = 'Leonardo Rydin Gorjão and Francisco Meirinhos'
 
 # The full version, including alpha/beta/rc tags
-release = '0.4'
-version = '0.4'
+release = '0.4.1'
+version = '0.4.1'
 
 
 # -- General configuration ---------------------------------------------------

docs/source/license.rst

@@ -3,7 +3,7 @@ License
 
 MIT License
 
-Copyright (c) 2019–2023 Leonardo Rydin Gorjão
+Copyright (c) 2019–2025 Leonardo Rydin Gorjão
 
 Permission is hereby granted, free of charge, to any person obtaining a copy
 of this software and associated documentation files (the "Software"), to deal

kramersmoyal/__init__.py

@@ -4,4 +4,4 @@
 __name__ = 'kramersmoyal'
 __version__ = '0.4.1'
 __author__ = 'Leonardo Rydin Gorjão and Francisco Meirinhos'
-__copyright__ = 'Copyright 2019–2023 Leonardo Rydin Gorjão, MIT License'
+__copyright__ = 'Copyright 2019–2024 Leonardo Rydin Gorjão, MIT License'

kramersmoyal/kmc.py

@@ -109,7 +109,7 @@ def km(timeseries: np.ndarray, bins: str='default', powers: int=4,
     ----------
     .. [Lamouroux2009] D. Lamouroux and K. Lehnertz, "Kernel-based regression of
     drift and diffusion coefficients of stochastic processes." Physics Letters A
-    373(39), 3507─3512, 2009.
+    373(39), 3507─3512, 2009. DOI: 10.1016/j.physleta.2009.07.073
     """
 
     # Check finiteness, dimensions, and existence of the time series