Journal article
pykanto: a python library to accelerate research on wild bird song
- Abstract:
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1. Studying the vocalisations of wild animals can be a challenge due to the limitations of traditional computational methods, which often are time-consuming and lack reproducibility.
2. Here, I present pykanto, a new software package that provides a set of tools to build, manage, and explore large sound databases. It can automatically find discrete units in animal vocalisations, perform semi-supervised labelling of individual repertoires with a new interactive web app and feed data to deep learning models. pykanto can be used to streamline research on, for example, individual vocal signatures and acoustic similarity between individuals and populations.
3. To demonstrate its capabilities, I put the library to the test on the vocalisations of male great tits in Wytham Woods, near Oxford, UK.
4. The results show that the identities of individual birds can be accurately determined from their songs and that the use of pykanto improves the efficiency and reproducibility of the process.
- Publication status:
- Published
- Peer review status:
- Peer reviewed
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- Files:
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(Preview, Version of record, pdf, 1.5MB, Terms of use)
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- Publisher copy:
- 10.1111/2041-210x.14155
Authors
- Publisher:
- Wiley
- Journal:
- Methods in Ecology and Evolution More from this journal
- Volume:
- 14
- Issue:
- 8
- Pages:
- 1994-2002
- Publication date:
- 2023-06-08
- Acceptance date:
- 2023-05-04
- DOI:
- EISSN:
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2041-210X
- Language:
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English
- Keywords:
- Pubs id:
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1903614
- Local pid:
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pubs:1903614
- Deposit date:
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2024-03-25
Terms of use
- Copyright holder:
- Nilo Merino Recalde
- Copyright date:
- 2023
- Rights statement:
- © 2023 The Author. Methods in Ecology and Evolution published by John Wiley & Sons Ltd on behalf of British Ecological Society. This is an open access article under the terms of the Creative Commons Attribution-NonCommercial License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
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