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162 changes: 81 additions & 81 deletions content/about/index.md
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Expand Up @@ -28,48 +28,48 @@ Ionworks provides support and custom feature development for PyBaMM, as well as
For companies who want to leverage the power, flexibility, and openness of the Python ecosystem for their battery simulation needs, Ionworks is the go-to partner.
[Contact Ionworks](https://ionworks.com/) to find out more.

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### The Oxford Research Software Engineering Group

[OxRSE](https://www.rse.ox.ac.uk/) is the central RSE team at the University of Oxford. They have been part of the PyBaMM core development team since its inception and provide on-going software development support,
funded by the [Faraday Institution](https://faraday.ac.uk/). If you want to know more about OxRSE can support your research, please [get in touch](https://www.rse.ox.ac.uk/contact).

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### The Faraday Institution

The Faraday Institution supports many PyBaMM contributors, who contribute to the project as part of their official duties at universities across the UK.

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### NumFOCUS

PyBaMM is a Sponsored Project of NumFOCUS, a 501(c)(3) nonprofit charity in the United States. The mission of NumFOCUS is to promote open practices in research, data, and scientific computing by serving as a fiscal sponsor for open source projects and organizing community-driven educational programs.

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### Google Summer of Code

Expand All @@ -81,61 +81,61 @@ We are grateful to the following organizations for supporting PyBaMM's developme

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Expand Up @@ -18,6 +18,7 @@ The following papers have contributed directly to the development of PyBaMM.


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title = 'Marquis, S. G., Sulzer, V., Timms, R., Please, C. P., & Chapman, S. J. (2019).'
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## Citations
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