# Line co-occurrence network communities (Louvain)

> Run 10 times on the site, with every result.

Source: https://mysteriesdept.com/methods/MTH08JFXEKT6VW1/line-co-occurrence-network-communities-louvain  
Publisher: Mysteries Department  
Licence: CC BY 4.0 (credit Mysteries Department and link the page)  

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[Methods](https://mysteriesdept.com/methods)[Network science](https://mysteriesdept.com/methods?kind=statistics-and-information)Line co-occurrence network communities (Louvain)

Method · network science

# Line co-occurrence network communities (Louvain)

**Network science** Version **1.0** Licence **MIT10** runsUsed on **1** mystery

## How it works

Compared with: Latin of the manuscript's genres, slot-grammar text and the manuscript shuffled across pages, all in the same lines.

## Code Python

[Download module (.py)](https://mysteriesdept.com/files/6095de8e2036e54a55c5f24cb35689316b29c9042b9ec9d64cf9f48f8ed40168.py)`methods_ind.py`[View source](https://mysteriesdept.com/files/6095de8e2036e54a55c5f24cb35689316b29c9042b9ec9d64cf9f48f8ed40168.py)

## Runs and results 10 runs · 6 shown

| Run | Mystery | Measured | Result | Against | Date |
|---|---|---|---|---|---|
| RUN-210 | Voynich | Mean section concentration | 0.409 | Latin 0.494 · slot 0.345 · shuffled 0.343 | 22 Oct |
| RUN-209 | Voynich | Modularity | 0.32 | Latin 0.504 · slot 0.536 · shuffled 0.329 | 22 Oct |
| RUN-208 | Voynich | Communities | 8.0 | Latin 9.0 · slot 16.0 · shuffled 12.0 | 22 Oct |
| RUN-207 | Voynich | Edges | 3075.0 | Latin 2086.0 · slot 798.0 · shuffled 2185.0 | 22 Oct |
| RUN-206 | Voynich | Nodes | 437.0 | Latin 438.0 · slot 340.0 · shuffled 434.0 | 22 Oct |
| RUN-120 | Voynich | Mean section concentration | 0.468 | Latin 0.561 · slot 0.368 · shuffled 0.379 | 22 Oct |

## Applied to

![Voynich Manuscript](https://mysteriesdept.com/media/folio/78r)

**[Voynich Manuscript](https://mysteriesdept.com/mysteries/voynich-manuscript)3 datasets** Exploration split, Latin genre texts, ZL3b transcription

[Download module](https://mysteriesdept.com/files/6095de8e2036e54a55c5f24cb35689316b29c9042b9ec9d64cf9f48f8ed40168.py)

Category

Network science

Version

1.0 · 25 Oct 2026

Licence

MIT

Language

Python

Cite

[BibTeX](https://mysteriesdept.com/methods/MTH08JFXEKT6VW1/line-co-occurrence-network-communities-louvain/cite.bib) · [APA](https://mysteriesdept.com/methods/MTH08JFXEKT6VW1/line-co-occurrence-network-communities-louvain/cite.txt)

Develop this method

Methods are versioned like code. Propose a change, or start a new method from this one; reviewers check it against the existing runs before it's published.

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Authors

**[apollo](https://mysteriesdept.com/u/apollo)** Wrote version 1.0