# Mixed-key simulator: family map and fitted fingerprint

> Run 1 times on the site, with every result.

Source: https://mysteriesdept.com/methods/MTH08JFXBXW5G7W/mixed-key-simulator-family-map-and-fitted-fingerprint  
Publisher: Mysteries Department  
Licence: CC BY 4.0 (credit Mysteries Department and link the page)  

---

[Methods](https://mysteriesdept.com/methods)[Simulation-based inference](https://mysteriesdept.com/methods?kind=machine-learning-and-simulation)Mixed-key simulator: family map and fitted fingerprint

Method · simulation-based inference

# Mixed-key simulator: family map and fitted fingerprint

**Simulation-based inference** Version **1.0** Licence **MIT1** runUsed on **1** mystery

## Questions it answers

- [Is it a cipher of a known language?](https://mysteriesdept.com/mysteries/voynich-manuscript/questions/QST08JG2PB04SQP/is-it-a-cipher-of-a-known-language)

## Code Python

[Download module (.py)](https://mysteriesdept.com/files/127bbfb5959ebc254af45c83f74d811533cee5c2cfd2b73d14298321407c8a54.py)`t_mixed_fingerprint.py`[View source](https://mysteriesdept.com/files/127bbfb5959ebc254af45c83f74d811533cee5c2cfd2b73d14298321407c8a54.py)

## Runs and results 1 run

| Run | Mystery | Measured | Result | Against | Date |
|---|---|---|---|---|---|
| RUN-073 | Voynich | Held-out statistics failed by the fitted mixed key, per spacing practice (\|z\|>2 of 12) | word: 12; split: 10; stream: 9 | 20 simulations each · section-matched Latin plaintext | 22 Oct |

## Applied to

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

**[Voynich Manuscript](https://mysteriesdept.com/mysteries/voynich-manuscript)1 dataset** ZL3b transcription

[Download module](https://mysteriesdept.com/files/127bbfb5959ebc254af45c83f74d811533cee5c2cfd2b73d14298321407c8a54.py)

Category

Simulation-based inference

Version

1.0 · 25 Oct 2026

Licence

MIT

Language

Python

Cite

[BibTeX](https://mysteriesdept.com/methods/MTH08JFXBXW5G7W/mixed-key-simulator-family-map-and-fitted-fingerprint/cite.bib) · [APA](https://mysteriesdept.com/methods/MTH08JFXBXW5G7W/mixed-key-simulator-family-map-and-fitted-fingerprint/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.

 [Start a new method from this](https://mysteriesdept.com/developers)[Propose a change](https://mysteriesdept.com/developers)[Run on a dataset](https://mysteriesdept.com/developers)

Authors

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