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The Turing Way

This README.md file in also available in Chinese (README-Chinese), Dutch (README-Dutch), French (README-French.md), German (README-German.md), Indonesian (README-Indonesian), Italian (README-Italian), Korean (README-Korean), Portuguese (README-Portuguese), and Spanish (README-Spanish) (listed alphabetically).

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Welcome to The Turing Way project GitHub repository. This is where all the components of the project are developed, reviewed and maintained.

The Turing Way is a handbook to reproducible, ethical and collaborative data science. We involve and support a diverse community of contributors to make data science accessible, comprehensible and effective for everyone. Our goal is to provide all the information that researchers and data scientists in academia, industry and the public sector need at the start of their projects to ensure that they are easy to reproduce at the end.

The Turing Way project is a book, community, an open-source project and a culture of collaboration. This is shown in four illustrations, the first one showing the Turing Way book, the second showing how the community can grow, the third one showing two people collaborating on a pull request, the last one is showing a balance where reproducibility is valued more than the number of papers published

The Turing Way is a book, a community and a global collaboration.

All stakeholders, including students, researchers, software engineers, project leaders and funding teams, are encouraged to use The Turing Way to understand their roles and responsibility of reproducibility in data science. You can read the book online, contribute to the project as described in our contribution guidelines and re-use all materials (see the License). We also invite you to contribute to the translation of The Turing Way into different languages and help make research reproducibility accessible to a wider global audience. If you are interested in contributing, please refer to the guidelines provided in the book's handbook and join our collaborative efforts.

This is a screenshot of the online Turing Way book. It also shows one of the Turing Way illustrations at the beginning of the book. In this illustration, there is a road or path with shops for different data science skills. People can go in and out with their shopping cart and pick and choose what they need.

Screenshot of The Turing Way online book (use this image in a presentation)

Started in 2019 as a lightly opinionated guide to data science, The Turing Way has since expanded into a series of guides on Reproducible Research, Project Design, Communication, Collaboration and Ethical Research. Each guide offers chapters on a range of topics covering best practices, guidance and recommendations. These chapters have been co-authored by contributors who are students, researchers, educators, community leaders, policy-makers and professionals from diverse backgrounds, lived experiences and domain knowledge.

Our moonshot goal is to make reproducibility "too easy not to do".

Table of Contents:

🎧 If you prefer an audio introduction to the project, our team member Rachael presented at the Open Science Fair 2019 in Porto and her demo was recorded by the Orion podcast. The Turing Way overview starts at minute 5:13.

About the Project

Reproducible research is necessary to ensure that scientific work can be trusted. Funders and publishers are beginning to require that publications include access to the underlying data and the analysis code. The goal is to ensure that all results can be independently verified and built upon in future work. This is sometimes easier said than done. Sharing these research outputs means understanding data management, library sciences, software development, and continuous integration techniques: skills that are not widely taught or expected of academic researchers and data scientists. As these activities are not commonly taught, we recognise that the burden of requirement and new skill acquisition can be intimidating to individuals who are new to this world. The Turing Way is a handbook to support students, their supervisors, funders and journal editors in ensuring that reproducible data science is "too easy not to do" even for people who have never worked in this way before. It will include training material on version control, analysis testing, and open and transparent communication with future users, and build on Turing Institute case studies and workshops. This project is openly developed and any and all questions, comments and recommendations are welcome at our GitHub repository: https://github.com/the-turing-way/the-turing-way.

The Team

The Turing Way is an open collaboration and community-driven project. Everyone who contributes to this book, no matter how small or big their contributions are, is recognised in this project as a contributor and a community member. Long-term contributors of the project are considered part of the core contributors groups who take on various leadership roles in the project, as described in the Ways of Working document.

The project is coordinated by the co-lead investigators Kirstie Whitaker (founder) and Malvika Sharan, and hosted at The Alan Turing Institute. Anne Lee Steele is the Community Manager of The Turing Way since March 2022. Alexandra Araujo Alvarez was the Research Project Manager between February 2023 and April 2024.

You can read The Turing Way acknowledgement process and Record of Contributions to learn about how we acknowledge your work and how our contributors are highlighted in the project. Please see the Contributors Table for the GitHub profiles of all our contributors.

Contributing

🚧 This repository is always a work in progress and everyone is encouraged to help us build something that is useful to the many. 🚧

Everyone who joins the project is expected to follow our code of conduct and to check out our contributing guidelines for more information on how to get started. We want to meet our contributors where they are. Therefore, we provide multiple entry points for you to contribute based on your interest, availability or skill requirements.

This image shows six of many kinds of contributions that anyone can make. These are: Develop and share, Maintain and improve, Share resources, Review and update, Make it global through translation, and Share best practices

Contributions include development and sharing of new chapters; maintenance and improvement of existing chapters; sharing The Turing Way resources; review and updating of previously developed materials; translating its chapter to help make this project globally accessible, and sharing best practices in research.

Community members are provided with opportunities to learn new skills, share their ideas and collaborate with others. They are also given mentorship opportunities in the project as they make their contributions to The Turing Way or other open source projects and are encouraged to mentor new participants of the project.

We have created a promotion pack to help you in presenting and sharing about The Turing Way in your network.

Citing The Turing Way

We release the latest version of The Turing Way through the project's Zenodo archive using DOI: 10.5281/zenodo.3233853. This DOI is a "concept DOI" which means it will always resolve to the latest version. If you need to cite a specific version you can find those DOIs at the zenodo page above. DOIs allow us to archive the repository and they are really valuable to ensure that the work is tracked in academic publications.

The citation will look something like this:

The Turing Way Community. (2021, November 10). The Turing Way: A handbook for reproducible, ethical and collaborative research. Zenodo. http://doi.org/10.5281/zenodo.3233853

To see our workflow for making releases for different versions and to suggest improvements, please head over to the release workflow document.

You can share the human-readable URL to a page in the book, for example, https://book.the-turing-way.org/reproducible-research/overview/overview-definitions.html, but be aware that the project is under development and therefore these links may update over time. You might want to include a web archive link such as https://web.archive.org/web/20191030093753/https://book.the-turing-way.org/reproducibility/03/definitions.html to make sure that you don't end up with broken links everywhere!

We really appreciate any references that you make to The Turing Way project in your and we hope it is useful. If you have any questions please get in touch.

Citing The Turing Way Illustrations

This is an example of one of The Turing Way illustrations. It tries to shows the evolution towards an open science era

The Turing Way illustrations are created by artists from Scriberia as part of The Turing Way book dashes in Manchester on 17 May 2019, London on 28 May 2019 and 21 February 2020, and online on 27th November 2020 and 28th May 2021. They depict a variety of content from the handbook, collaborative efforts in the community and The Turing Way project in general. These illustrations are available on Zenodo (https://doi.org/10.5281/zenodo.3332807) under a CC-BY license.

When using any of the images, please include the following attribution:

This image was created by Scriberia for The Turing Way community and is used under a CC-BY licence.

The latest version from Zenodo can be cited as:

The Turing Way Community, & Scriberia. (2021, May 29). Illustrations from the Turing Way book dashes. Zenodo. https://doi.org/10.5281/zenodo.4906004

We have used a few of these illustrations in the Welcome Bot's responses to new members' contributions in this GitHub repository.

Get in Touch

Email

You can contact The Turing Way team by emailing theturingway@gmail.com or turingway@turing.ac.uk.

You can also contact Anne Lee Steele (asteele@turing.ac.uk), Malvika Sharan (msharan@turing.ac.uk), Alexandra Araujo Alvarez (aaraujo.alvarez@turing.ac.uk) or Kirstie Whitaker (kwhitaker@turing.ac.uk).

Chat

Connect with others and discuss your ideas on Slack using this invitation link.

The room is also accessible with a Matrix account at #alan-turing-institute_the-turing-way:gitter.im.

Receive Updates

We have a buttondown mailing list to which we send monthly project updates. Subscribe at https://buttondown.email/turingway/.

You can also follow us on Twitter (@turingway), Mastodon and Linkedin.

Contributors

Thanks goes to these wonderful people (emoji key):

Aakash Raj
Aakash Raj

🌍
Aasiyah Rashan
Aasiyah Rashan

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Abasi-amefon Affia
Abasi-amefon Affia

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AbcSxyZ
AbcSxyZ

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Abel Siqueira
Abel Siqueira

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Achintya Rao

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Adina Wagner
Adina Wagner

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Aditi Dutta
Aditi Dutta

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Aditi Shenvi
Aditi Shenvi

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Afzal Ansari
Afzal Ansari

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Ago3

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Ahmed Essam
Ahmed Essam

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Aida Mehonic
Aida Mehonic

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Albert Hornos Vidal
Albert Hornos Vidal

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Alden Conner
Alden Conner

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Alejandro Β©
Alejandro Β©

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Aleksandra Zaforemska
Aleksandra Zaforemska

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Alex Bird
Alex Bird

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Alex Chan
Alex Chan

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Alex Clarke
Alex Clarke

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Alexander Morley
Alexander Morley

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Alexandra Araujo Alvarez
Alexandra Araujo Alvarez

πŸ–‹ πŸ’‘ πŸ“–
Ali Seyhun Saral
Ali Seyhun Saral

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Ali Seyhun Saral
Ali Seyhun Saral

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Ambreen Masud
Ambreen Masud

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Andrea PierrΓ©
Andrea PierrΓ©

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Andrea SΓ‘nchez-Tapia (she/her)
Andrea SΓ‘nchez-Tapia (she/her)

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Andreea Avramescu
Andreea Avramescu

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Andrei Alexandru
Andrei Alexandru

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Andrei Leonard Nicusan
Andrei Leonard Nicusan

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Andrew Stewart
Andrew Stewart

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Andrian Nobella
Andrian Nobella

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Andy Zimolzak
Andy Zimolzak

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AngelikaKerlin
AngelikaKerlin

πŸ›
Angelo Varlotta
Angelo Varlotta

🌍
Aniketh Varma
Aniketh Varma

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AnkitaGarg95
AnkitaGarg95

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Ann-Marie Mallon
Ann-Marie Mallon

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Anna Hadjitofi
Anna Hadjitofi

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Anna Krystalli
Anna Krystalli

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Anna Zanchetta
Anna Zanchetta

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Annabel Elizabeth Whipp
Annabel Elizabeth Whipp

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Anne Fouilloux
Anne Fouilloux

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Anne Lee Steele
Anne Lee Steele

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Aoife
Aoife

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Aras Selvi

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Arron Lacey
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Asma Kacem

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Augustinas Sukys
Augustinas Sukys

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Barbara Vreede
Barbara Vreede

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Bastian Greshake Tzovaras
Bastian Greshake Tzovaras

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Becki Green

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Becky Arnold
Becky Arnold

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Ben van Werkhoven
Ben van Werkhoven

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Benjamin Mummery
Benjamin Mummery

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Beth Montague-Hellen

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Bouwe Andela

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Brandon Lee
Brandon Lee

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Brian O'Neil

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Brigitta SipΕ‘cz
Brigitta SipΕ‘cz

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Bruno Camino
Bruno Camino

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CDonesCU
CDonesCU

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Callum Mole
Callum Mole

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Cameron Trotter
Cameron Trotter

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Camila Rangel Smith
Camila Rangel Smith

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Cari Hyde-Vaamonde
Cari Hyde-Vaamonde

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Carlos Martinez
Carlos Martinez

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Carlos Vladimiro GonzΓ‘lez Zelaya
Carlos Vladimiro GonzΓ‘lez Zelaya

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CarlosMFerr

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Cassandra Gould van Praag

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CeilidhWelsh

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Cem Ulus

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Chad Gilbert
Chad Gilbert

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Chandler Klein
Chandler Klein

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Chanuki Illushka Seresinhe
Chanuki Illushka Seresinhe

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Charlotte Watson
Charlotte Watson

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Chris Hartgerink
Chris Hartgerink

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Chris Holdgraf
Chris Holdgraf

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Chris Markiewicz
Chris Markiewicz

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Chris Tomlinson

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Christina Hitrova
Christina Hitrova

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Christopher Lovell
Christopher Lovell

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Clare Liggins

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Collin Schwantes

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DACNC

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DDelbarre

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DaisyParry

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Dan Brady
Dan Brady

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Dan Hobley
Dan Hobley

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Dan Kerchner
Dan Kerchner

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Danbee Kim
Danbee Kim

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Daniel Lintott
Daniel Lintott

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Daniel Mietchen
Daniel Mietchen

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Danny Garside
Danny Garside

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Danping

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David Foster
David Foster

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David Gregg
David Gregg

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David Llewellyn-Jones
David Llewellyn-Jones

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David PΓ©rez-SuΓ‘rez
David PΓ©rez-SuΓ‘rez

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David Stansby
David Stansby

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DerienFe

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Diego Alonso Alvarez
Diego Alonso Alvarez

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Dimitra Blana
Dimitra Blana

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Dinesh kumar
Dinesh kumar

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Dorien Huijser
Dorien Huijser

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Dr Owain Kenway
Dr Owain Kenway

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Ed Chalstrey
Ed Chalstrey

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Edwin Ajong
Edwin Ajong

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Eirini Malliaraki
Eirini Malliaraki

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Eirini Zormpa

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Elisa Rauseo
Elisa Rauseo

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Elisa-on-GitHub
Elisa-on-GitHub

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Elizabeth DuPre
Elizabeth DuPre

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Em K
Em K

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Emmanuel G. REYNAUD

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Emmy Tsang
Emmy Tsang

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Enrico Glerean
Enrico Glerean

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Eric Daub
Eric Daub

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Eric Leung
Eric Leung

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Eric R Scott
Eric R Scott

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Esther Plomp
Esther Plomp

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Evelina Gabasova
Evelina Gabasova

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Faruk D.
Faruk D.

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Federico Nanni
Federico Nanni

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Ferran Gonzalez Hernandez
Ferran Gonzalez Hernandez

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Flavio Petruzzellis
Flavio Petruzzellis

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Florian Gilcher
Florian Gilcher

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Frances Cooper
Frances Cooper

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Frances Madden
Frances Madden

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Froguin99
Froguin99

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FrozenLines
FrozenLines

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Fuad Reza Pahlevi
Fuad Reza Pahlevi

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GabinWK
GabinWK

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George Gabriel
George Gabriel

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Georgia
Georgia

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Georgia Atkinson
Georgia Atkinson

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Georgia Tomova
Georgia Tomova

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Georgiana Elena
Georgiana Elena

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Gertjan van den Burg
Gertjan van den Burg

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Gianni Scolaro
Gianni Scolaro

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Gigi Kenneth
Gigi Kenneth

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Giulia Crocioni
Giulia Crocioni

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Goodnews Sandy
Goodnews Sandy

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Graham Lee
Graham Lee

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Greg Caporaso
Greg Caporaso

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Greg Kiar
Greg Kiar

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Guillaume Flandin
Guillaume Flandin

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Gustavo Becelli do Nacimento
Gustavo Becelli do Nacimento

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Hao Ye
Hao Ye

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Heidi Seibold
Heidi Seibold

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Hieu Hoang
Hieu Hoang

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Humberto Debat
Humberto Debat

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Iain
Iain

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Ian Hinder
Ian Hinder

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Ikko Ashimine
Ikko Ashimine

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IsabelBirds
IsabelBirds

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IshanG97
IshanG97

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Isil Bilgin

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Ismael-KG
Ismael-KG

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JKasmire

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Jack Breen
Jack Breen

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Jade Pickering
Jade Pickering

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JadeHotchkiss
JadeHotchkiss

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James Baker
James Baker

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James Kent
James Kent

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James Myatt
James Myatt

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James Robinson
James Robinson

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James Thomas

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Jamie J Quinn
Jamie J Quinn

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Jannetta Steyn
Jannetta Steyn

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Jaro Camphuijsen

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Jason Gates
Jason Gates

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Jeremy Crampton

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Jeremy Leipzig
Jeremy Leipzig

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Jerry de Vos
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Jessica
Jessica

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Jessy Provencher
Jessy Provencher

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Jez Cope
Jez Cope

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Jill Wang
Jill Wang

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Jim Circadian

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Jim Madge

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Kalle Westerling

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KarolineLeiberg

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Kate Hertweck

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Katherine Dixey
Katherine Dixey

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Katriona Goldmann
Katriona Goldmann

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Kelly Barnes
Kelly Barnes

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Kesson Magid

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Kevin Kunzmann
Kevin Kunzmann

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Kim De Ruyck
Kim De Ruyck

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Kim De Ruyck
Kim De Ruyck

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Kirstie Whitaker
Kirstie Whitaker

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Kristijan Armeni

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Krunal Rank
Krunal Rank

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Lachlan Mason
Lachlan Mason

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Laura Acion

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Laura Carter
Laura Carter

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Laura Mugeha
Laura Mugeha

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Lenka
Lenka

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Liberty Hamilton
Liberty Hamilton

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Lincoln Colling
Lincoln Colling

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Lion-admin
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Louise Bowler

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Luca Bertinetto
Luca Bertinetto

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Lucy Stephenson

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Luigi Scalzone
Luigi Scalzone

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Luis Santos
Luis Santos

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Luisa

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Luisa Orozco
Luisa Orozco

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Luke Conibear
Luke Conibear

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Luna
Luna

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Lupe CaMay

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Lydia France
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MLeston2022
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Mahwish M
Mahwish M

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Malvika Sharan

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πŸ›
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Richard Dushime
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Richard Gilham
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πŸ“– πŸ€”
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️️️️♿️
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SYU-NING
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πŸ€”
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Simon Christ

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πŸ€”
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Thomas Sandmann

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Tiago Lubiana

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Tim Head

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Tim Myers
Tim Myers

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Tim Powell

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Yini

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Yu-Fang Yang

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ZoeIngr

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abrown41

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acork25

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akira-endo

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alessandroragano

πŸ€”
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alihumayun

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ceciledebezenac

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mengyucui123

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merlijn-de-smit

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mingyuzhuu

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mishkanemes

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mkhslaa

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msanter01

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oxpeter

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πŸ€”
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rabbits99

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raptorchief

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robbykha

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russellmartin321

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sallyob123

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sethsh7

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sgichuki

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sliaqat3

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smasarone

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srtmohan

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swalkoAI

πŸ€”
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takuover

πŸ€”
timothy22000
timothy22000

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tpronk

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tugceoruc

πŸ€”
vasilisstav
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πŸ€”
vcpope
vcpope

πŸ“’
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vhellon

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yaseminturkyilmaz
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CROWDIN CONTRIBUTORS

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Asma Kacem (asmakacem)
35934 words
ar
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Batool Almarzouq (batool664)
34202 words
ar, zh-CN, fr, de, it, ja, pt-BR, es, es-419, tr
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Richie Moluno (molunorichie)
149739 words
ar, zh-CN, fr, ja, pt-BR, es-419
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cozenkaplan
5914 words
tr
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Mohamed Alaa Eddine Mejri (alaamejri)
2658 words
ar
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node
2390 words
zh-CN
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crangelsmith
2685 words
fr, es-419
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acocac
1892 words
es-419
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Boutainaelatbaoui
1259 words
ar
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Ψ«Ω†Ψ§Ψ‘ (Thana)
1094 words
ar
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Kozo Nishida (kozo2)
1043 words
ja
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berhankatipoglu
990 words
tr
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melibleq
1998 words
ar, pt-BR, es-419
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Anna Zanchetta (ciupava)
1846 words
it
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timothy22000
879 words
zh-CN
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seunlijoka
861 words
ar
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Muhammet Ali Kula (alikula314)
840 words
tr
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Muluh
713 words
ar
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Δ°smail KΔ±lΔ±Γ§ (ismailkilic)
633 words
tr
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Iman Al Hasani (ImanAlhasani)
1274 words
ar
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AnΔ±l Tuncel (anilbey)
609 words
es-419, tr
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Ceren YURTLU (cerenyurtlu)
362 words
tr
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yasin güneş (yasin01ysn)
269 words
tr
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Andrea SΓ‘nchez-Tapia (andreasancheztapia)
2134 words
pt-BR, es-419
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Johan Bonneau (Zenigata)
254 words
fr
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Nancy Aswad (nancyalaswad90)
230 words
ar
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Salma Abdelfattah (salmaabdelfatah77)
225 words
ar
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IssaAlrubaye
231 words
ar
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Abdulrahman Alswaji (alswajiab)
164 words
ar
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KHADIJAH WURAOLA AMUSAT (Khadeeejah)
164 words
ar
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iclal.cetin
91 words
tr
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niraito
87 words
tr
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merveaydin
77 words
tr
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Annajiat Alim Rasel (annajiat)
71 words
bn
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Gültekin Ünal (cinnetcrash)
63 words
tr
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Burhan Simsek (burhansimsekbs)
45 words
tr
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danielumpierre
30 words
pt-BR
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fatmaerdem
40 words
tr
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Şükrücan Cebeci (sukrucncbc)
11 words
tr
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mcnanton
4 words
es-419
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JoΓ£o Vitor (jvfe)
1 words
pt-BR
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