The Turing Way Save

Host repository for The Turing Way: a how to guide for reproducible data science

Project README

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 and Alexandra Araujo Alvarez is the Research Project Manager since February 2023.

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

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

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://the-turing-way.netlify.app/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://the-turing-way.netlify.com/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 [email protected] or [email protected].

You can also contact Anne Lee Steele ([email protected]), Malvika Sharan ([email protected]), Alexandra Araujo Alvarez ([email protected]) or Kirstie Whitaker ([email protected]).

Chat

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

We also have a Gitter chat room (if you prefer an open source alternative for chat) and we'd love for you to swing by to say hello at https://gitter.im/the-turing-way/the-turing-way. The room is also accessible with a Matrix account at #alan-turing-institute_the-turing-way:gitter.im.

Receive Updates

We have a tinyletter mailing list to which we send monthly project updates. Subscribe at https://tinyletter.com/TuringWay.

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

Contributors

Thanks goes to these wonderful people (emoji key):

Aakash Raj
Aakash Raj

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Aasiyah Rashan
Aasiyah Rashan

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Abel Siqueira

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Achintya Rao

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Adina Wagner

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Aditi Dutta

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Aditi Shenvi

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Afzal Ansari

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Ago3

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Ahmed Essam

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Aida Mehonic

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Albert Hornos Vidal

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Alden Conner
Alden Conner

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Alejandro Β©

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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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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

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Andy Zimolzak

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AngelikaKerlin
AngelikaKerlin

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Angelo Varlotta
Angelo Varlotta

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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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Aras Selvi
Aras Selvi

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Asma Kacem

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Augustinas Sukys

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Barbara Vreede

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Becky Arnold
Becky Arnold

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Benjamin Mummery

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Bruno Camino

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Cameron Trotter

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Camila Rangel Smith

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Cari Hyde-Vaamonde

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Carlos Martinez
Carlos Martinez

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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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Cghlewis

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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

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Chris Holdgraf

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Chris Markiewicz

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Chris Tomlinson

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Christopher Lovell

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Dan Kerchner
Dan Kerchner

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Danbee Kim
Danbee Kim

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Daniel Lintott

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Daniel Mietchen
Daniel Mietchen

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David Foster

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David Gregg

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David Llewellyn-Jones

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David Stansby

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Diego Alonso Alvarez
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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

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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
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Emmanuel G. REYNAUD
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.

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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
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Frances Cooper
Frances Cooper

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Frances Madden
Frances Madden

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FrozenLines
FrozenLines

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Fuad Reza Pahlevi
Fuad Reza Pahlevi

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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

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Gigi Kenneth

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Giulia Crocioni
Giulia Crocioni

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Goodnews Sandy
Goodnews Sandy

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Graham Lee

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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

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Heidi Seibold
Heidi Seibold

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Hieu Hoang
Hieu Hoang

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Iain
Iain

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Ian Hinder
Ian Hinder

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Isil Bilgin

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JKasmire

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Jack Breen

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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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Jerry de Vos
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Jessica
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Jessy Provencher
Jessy Provencher

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Jez Cope

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Jill Wang

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Joe Early

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Kelly Barnes
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Kirstie Whitaker
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Lachlan Mason

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Laura Carter

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Laura Mugeha
Laura Mugeha

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Lenka
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Liberty Hamilton
Liberty Hamilton

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Lincoln Colling
Lincoln Colling

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Lion-admin
Lion-admin

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Louise Bowler

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Luca Bertinetto

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Luigi Scalzone

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Luis Santos

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Luisa Orozco
Luisa Orozco

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Mahwish M
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Malvika Sharan
Malvika Sharan

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Marcos Ellys Rocha Honorato

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Maria Eriksson
Maria Eriksson

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Mariana V.
Mariana V.

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Mariona
Mariona

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Mark Woodbridge
Mark Woodbridge

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Markus Hauru
Markus Hauru

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Markus LΓΆning
Markus LΓΆning

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Marta-MM
Marta-MM

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Martin Jean
Martin Jean

πŸ›
Martin O'Reilly
Martin O'Reilly

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Martina G. Vilas
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Mateus Harrington

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Mateusz Kuzak

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Matthew Evans

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Max Joseph

πŸ‘€
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Maximiliano Osorio

πŸ–‹
Maya Anderson-GonzΓ‘lez
Maya Anderson-GonzΓ‘lez

πŸ–‹
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Mayya Sundukova

πŸ“‹
Melissa Black
Melissa Black

πŸ‘€ πŸ–‹
Michael Grayling
Michael Grayling

πŸ“–
Miguel Rivera
Miguel Rivera

πŸ›
Mike Nolan
Mike Nolan

πŸ€”
Moritz Maxeiner
Moritz Maxeiner

πŸ‘€
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Muhammad Radifar

πŸ‘€
Mukilan
Mukilan

πŸ€”
Mustafa Anil Tuncel
Mustafa Anil Tuncel

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Nadia Soliman
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Naomi Penfold
Naomi Penfold

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Natacha Chenevoy
Natacha Chenevoy

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Natalie Thurlby

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Nathan Begbie

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Neha Moopen

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Neil Chue Hong
Neil Chue Hong

πŸ€”
Nick Barlow
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Nico
Nico

πŸ€”
NicolΓ‘s Alessandroni
NicolΓ‘s Alessandroni

πŸ€”
Nina
Nina

πŸ‘€
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Nomi Harris

πŸ‘€
NotActuallyACat
NotActuallyACat

πŸ€”
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Obi Thompson Sargoni

πŸ€”
Oleg Lavrovsky
Oleg Lavrovsky

πŸ–‹
Oliver Clark
Oliver Clark

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Oliver Forrest

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Oliver Hamelijnck

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Oliver Strickson

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Oscar Corcho
Oscar Corcho

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Oscar Giles

πŸ“–
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πŸ–‹
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Patrick Bos
Patrick Bos

πŸ‘€
Patrick Mineault
Patrick Mineault

πŸ›
Paul Dominick Baniqued
Paul Dominick Baniqued

πŸ€”
Paul Owoicho
Paul Owoicho

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Paul Watson
Paul Watson

πŸ€”
Paula Andrea Martinez
Paula Andrea Martinez

πŸ€” πŸ‘€
Pedro Pinto da Silva
Pedro Pinto da Silva

πŸ€”
PeterC-ATI
PeterC-ATI

πŸ€”
Philip Darke
Philip Darke

πŸ€”
Philip Durbin
Philip Durbin

πŸ–‹
Phillip Crout
Phillip Crout

πŸ›
Phome95
Phome95

πŸ€” πŸ–‹
Pierre Grimaud
Pierre Grimaud

πŸ›
Pooja Gadige
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πŸ“– πŸ‘€
Pradeep Eranti
Pradeep Eranti

πŸ›
Pranav Mahajan
Pranav Mahajan

πŸ–‹
Priyanshu Agarwal
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πŸ›
Przemek Dolata
Przemek Dolata

🌍
Rabea MΓΌller
Rabea MΓΌller

πŸ›
Rachael Ainsworth
Rachael Ainsworth

πŸ“– πŸ“‹ πŸ€” πŸ’¬ πŸ‘€ πŸ“’
Rachael Stickland
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πŸ–‹ πŸ€” πŸ‘€
Radka Jersakova
Radka Jersakova

πŸ› πŸ–‹
Radovan Bast
Radovan Bast

πŸ‘€
Rafaela Queiroz
Rafaela Queiroz

🌍
Rahul Thakare
Rahul Thakare

🌍
Raniere Silva
Raniere Silva

πŸ–‹ πŸ›
Raul Palma
Raul Palma

πŸ€” πŸ–‹
Reina Camacho Toro
Reina Camacho Toro

🌍
Reinder Radersma
Reinder Radersma

πŸ›
Remi Gau
Remi Gau

πŸ› πŸ–‹
Reshama Shaikh
Reshama Shaikh

πŸ› πŸ–‹
Richard Dushime
Richard Dushime

πŸ–‹
Richard Gilham
Richard Gilham

πŸ“– πŸ€”
Richard James Acton
Richard James Acton

πŸ€” πŸ–‹ πŸ‘€
Richard Plant
Richard Plant

πŸ–‹
Richie
Richie

πŸ€” πŸ–‹ πŸš‡
Risa Ueno
Risa Ueno

πŸ€”
Robert Precious
Robert Precious

️️️️♿️
Robin Long
Robin Long

πŸ“–
Rohit Midha
Rohit Midha

πŸ“–
Romero Silva
Romero Silva

🌍
Rose Sisk
Rose Sisk

πŸ€”
Rosie Higman
Rosie Higman

πŸ’¬ πŸ“‹ πŸ‘€ πŸ€”
Rosti Readioff
Rosti Readioff

πŸ“–
SYU-NING
SYU-NING

πŸ€”
Sacha Hodencq
Sacha Hodencq

πŸ–‹
Sadie L. Bartholomew
Sadie L. Bartholomew

πŸ–‹ πŸ‘€
Samuel Guay
Samuel Guay

🌍
Samuel Nastase
Samuel Nastase

πŸ›
Sander
Sander

πŸ›
Sangram K Sahu
Sangram K Sahu

πŸ€”
Sara King
Sara King

πŸ›
Sara Villa
Sara Villa

πŸ–‹
Sarah Gibson
Sarah Gibson

πŸ’¬ πŸ’» πŸ“– πŸ”§ πŸ‘€ πŸ“’ πŸ€” βœ… πŸ“Ή
Sarah Jones
Sarah Jones

πŸ–‹
Sarah Miller
Sarah Miller

πŸ€” πŸ–‹
Sarah Stewart
Sarah Stewart

πŸ“– πŸ€”
Sarah Young
Sarah Young

πŸ›
SarahAlidoost
SarahAlidoost

πŸ–‹
Saranjeet Kaur
Saranjeet Kaur

πŸ€” πŸ–‹
Sean Hughes
Sean Hughes

πŸ‘€
Sebastian Spier
Sebastian Spier

πŸ›
Sedar Olmez
Sedar Olmez

πŸ€”
Sergi
Sergi

🌍 πŸ‘€
Shankho Boron Ghosh
Shankho Boron Ghosh

πŸ›
Sharana Shivanand
Sharana Shivanand

πŸ›
Shashank
Shashank

πŸ›
Shern Tee
Shern Tee

πŸ–‹
Shreya Dimri
Shreya Dimri

πŸ‘€ πŸ–‹
Sian Bladon
Sian Bladon

πŸ€”
SianC
SianC

πŸ›
Siba Smarak Panigrahi
Siba Smarak Panigrahi

πŸ›
Simon Christ
Simon Christ

πŸ› πŸ€” πŸ–‹
Simon Duerr
Simon Duerr

πŸ› πŸ‘€
Siphiwe
Siphiwe

πŸ› πŸ‘€ πŸ–‹
Solon
Solon

πŸ€”
Sophia Batchelor
Sophia Batchelor

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Sparkler
Sparkler

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Srishti Nema
Srishti Nema

πŸ› πŸ–‹
Stefan Janssen
Stefan Janssen

🌍
Stefan Radic Webster
Stefan Radic Webster

πŸ›
Stefan Verhoeven
Stefan Verhoeven

πŸ–‹
Stephan Druskat
Stephan Druskat

πŸ“– πŸ–‹ πŸ€”
Stephen Eglen
Stephen Eglen

πŸ‘€
Sumera Priyadarsini
Sumera Priyadarsini

πŸ›
Susana Roman Garcia
Susana Roman Garcia

πŸ’¬ πŸ–‹
Susanna-Assunta Sansone
Susanna-Assunta Sansone

πŸ“–
Sven van der Burg
Sven van der Burg

πŸ–‹
Tania Allard
Tania Allard

πŸ€” πŸ’¬
Tanya Yankelevich
Tanya Yankelevich

πŸ–‹
Tarek Allam
Tarek Allam

πŸš‡ πŸ“–
Tess Gough
Tess Gough

πŸ€”
Thomas Sandmann
Thomas Sandmann

🌍
Thya van den Berg
Thya van den Berg

πŸ“‹
Tim Head
Tim Head

πŸ’¬ πŸ€”
Tim Myers
Tim Myers

πŸ›
Tim Powell
Tim Powell

πŸ€” πŸ–‹
Tony Yang
Tony Yang

πŸ“– 🌍 πŸš‡
Trish
Trish

πŸ€” πŸ–‹
TueloNtlotlang
TueloNtlotlang

πŸ›
Tushar Rohilla
Tushar Rohilla

πŸ› πŸ–‹
Varachkina
Varachkina

πŸ–‹ πŸ›
VatsalNagelia
VatsalNagelia

πŸ–‹
Veronika Cheplygina
Veronika Cheplygina

πŸ€” πŸ–‹
Vicky Smith
Vicky Smith

πŸ–‹
Victoria
Victoria

πŸ€”
Victoria Dominguez del Angel
Victoria Dominguez del Angel

πŸ›
WNekesa
WNekesa

πŸ–‹
Warrick Ball
Warrick Ball

πŸ€” πŸ–‹
Wiebke Toussaint
Wiebke Toussaint

πŸ›
Will Hulme
Will Hulme

πŸ“–
Wolmar Nyberg Γ…kerstrΓΆm
Wolmar Nyberg Γ…kerstrΓΆm

πŸ‘€
Xiaoqing Chen
Xiaoqing Chen

πŸ€”
Yanina Bellini Saibene
Yanina Bellini Saibene

πŸ–‹ 🌍 πŸ‘€ πŸ€” πŸ“‹
Yash Varshney
Yash Varshney

πŸ›
Yini
Yini

🌍
Yo Yehudi
Yo Yehudi

πŸ“– πŸ‘€ πŸ€”
Yu-Fang Yang
Yu-Fang Yang

πŸ›
Zeena-Shawa
Zeena-Shawa

πŸ–‹
ZoeIngr
ZoeIngr

πŸ–‹
abrown41
abrown41

πŸ€” πŸ–‹
acork25
acork25

πŸ€”
acrall
acrall

πŸ›
akira-endo
akira-endo

πŸ€”
alessandroragano
alessandroragano

πŸ€”
alihumayun
alihumayun

πŸ› πŸ‘€
andreabecsek
andreabecsek

πŸ€”
andrealuppi
andrealuppi

πŸ€”
annarae13
annarae13

πŸ–‹
ashatitus
ashatitus

πŸ‘€ πŸ–‹
beccawilson
beccawilson

️️️️♿️
benkrikler
benkrikler

πŸ€” πŸ–‹
brynnelliott
brynnelliott

πŸ›
caroldutra3
caroldutra3

πŸ€” πŸ›
ceciledebezenac
ceciledebezenac

πŸ€”
claudia-belardi
claudia-belardi

πŸ‘€
daniguariso
daniguariso

πŸ€”
dumei00
dumei00

πŸ€” πŸ–‹
ghuangcazza
ghuangcazza

πŸ€” πŸ–‹
giuliaok
giuliaok

πŸ€”
glumand
glumand

🌍
grczh
grczh

πŸ–‹
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griff-rees

πŸ›
harisood
harisood

πŸ› πŸ–‹
hlnicholls
hlnicholls

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iramosp
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irenekp

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jonnyhorsley
jonnyhorsley

πŸ€”
juli arancio
juli arancio

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keneuoe
keneuoe

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kgrieman
kgrieman

πŸ€”
kkaryono
kkaryono

πŸ€” πŸ–‹
l-gorman
l-gorman

πŸ€”
lakillo
lakillo

πŸ€” πŸ–‹
leavanh
leavanh

πŸ›
lottycoupat
lottycoupat

πŸ› πŸ–‹
lukehare
lukehare

πŸš‡ 🚧
mahmoud-elsherif
mahmoud-elsherif

πŸ–‹
mcnanton
mcnanton

πŸ› πŸ–‹ πŸ€” 🌍
meliimming
meliimming

πŸ›
mengyucui123
mengyucui123

πŸ€”
merlijn-de-smit
merlijn-de-smit

πŸ›
mingyuzhuu
mingyuzhuu

πŸ€” πŸ–‹
mishkanemes
mishkanemes

πŸ“‹
mjcasy
mjcasy

πŸ€” πŸ–‹
mkhslaa
mkhslaa

πŸ–‹
msanter01
msanter01

🌍 πŸ“’
myyong
myyong

πŸ’» πŸš‡
oxpeter
oxpeter

πŸ›
pascalflohr
pascalflohr

πŸ›
penyuan
penyuan

πŸ–‹
peterrhysstrong
peterrhysstrong

πŸ€”
rabbits99
rabbits99

🌍
rachelzwalker
rachelzwalker

πŸ€” πŸ–‹
raptorchief
raptorchief

πŸ›
rickdkk
rickdkk

πŸ–‹
robbykha
robbykha

πŸ–‹
russellmartin321
russellmartin321

πŸ›
sallyob123
sallyob123

πŸ€”
sethsh7
sethsh7

πŸ€”
sgichuki
sgichuki

πŸ–‹ πŸ›
sliaqat3
sliaqat3

πŸ‘€
smasarone
smasarone

πŸ€”
snehashish-ghosh98
snehashish-ghosh98

πŸ›
srtmohan
srtmohan

πŸ€” πŸ–‹
swalkoAI
swalkoAI

πŸ€”
takuover
takuover

πŸ€”
timothy22000
timothy22000

🌍 πŸ–‹ πŸš‡
tpronk
tpronk

πŸ›
tugceoruc
tugceoruc

πŸ€”
vasilisstav
vasilisstav

πŸ€”
vcpope
vcpope

πŸ“’
vhellon
vhellon

πŸ‘€ πŸ–‹
yaseminturkyilmaz
yaseminturkyilmaz

πŸ“ πŸ€”

This project follows the all-contributors specification. Contributions of any kind welcome!

CROWDIN CONTRIBUTORS

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Asma Kacem (asmakacem)
35934 words
ar
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Batool Almarzouq (batool664)
23108 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
logo
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
logo
seunlijoka
861 words
ar
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Muhammet Ali Kula (alikula314)
840 words
tr
logo
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
logo
AnΔ±l Tuncel (anilbey)
609 words
es-419, tr
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Ceren YURTLU (cerenyurtlu)
362 words
tr
logo
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
logo
Salma Abdelfattah (salmaabdelfatah77)
225 words
ar
logo
IssaAlrubaye
231 words
ar
logo
Abdulrahman Alswaji (alswajiab)
164 words
ar
logo
KHADIJAH WURAOLA AMUSAT (Khadeeejah)
164 words
ar
logo
iclal.cetin
91 words
tr
logo
niraito
87 words
tr
logo
merveaydin
77 words
tr
logo
Annajiat Alim Rasel (annajiat)
71 words
bn
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Gültekin Ünal (cinnetcrash)
63 words
tr
logo
Burhan Simsek (burhansimsekbs)
45 words
tr
logo
danielumpierre
30 words
pt-BR
logo
fatmaerdem
40 words
tr
logo
Şükrücan Cebeci (sukrucncbc)
11 words
tr
logo
mcnanton
4 words
es-419
logo
JoΓ£o Vitor (jvfe)
1 words
pt-BR
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