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imp: Improve GSoC text (#186)
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‎pages/blog/first-time-contributors/index.ipynb

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"### Recommendation:\n",
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"For a deeper dive into GitFlow's advantages and implementation details, consider referring to the following blog post: [click here](https://lucamezzalira.medium.com/git-flow-vs-github-flow-76b93f4782f7).\n",
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"For a deeper dive into their advantages and implementation details, consider referring to the following blog post: [click here](https://www.harness.io/blog/github-flow-vs-git-flow-whats-the-difference).\n",
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"\n",
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"OSL recommends the github flow"
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"OSL recommends the GitHub flow for development."
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‎pages/blog/first-time-contributors/index.md

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### Recommendation:
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For a deeper dive into GitFlow's advantages and implementation details, consider referring to the following blog post: [click here](https://lucamezzalira.medium.com/git-flow-vs-github-flow-76b93f4782f7).
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For a deeper dive into their advantages and implementation details, consider referring to the following blog post: [click here](https://www.harness.io/blog/github-flow-vs-git-flow-whats-the-difference).
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OSL recommends the github flow
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OSL recommends the GitHub flow for development.
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## Python Linters Overview
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‎pages/opportunities/gsoc/index.md

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# Google Summer of Code (GSoC) with Open Science Labs
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# Google Summer of Code (GSoC) at Open Science Labs
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Google Summer of Code is a global program focused on bringing students and
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newcomer open-source developers into open-source software development.
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Open Science Labs is excited to apply as a mentoring organization for Google
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Summer of Code 2025. This global program is an excellent opportunity for
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students and newcomers to dive into open source software development.
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For more detailed and complete information about the GSoC, please check its
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[official guide](https://developers.google.com/open-source/gsoc/resources/guide)
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## About Google Summer of Code
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### Contributor Guide
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Google Summer of Code offers students worldwide the chance to contribute to open
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source projects over the summer. This initiative is not only about coding; it's
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about learning the open source culture, understanding project maintenance, and
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improving software alongside experienced mentors.
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Candidate contributors can find important information about GSoC in our
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[Contributor Guide](/opportunities/gsoc/guides/contributor) section.
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For more information about GSoC, check out its official web page at
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<https://summerofcode.withgoogle.com/>.
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### Project Ideas for GSoC
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### Why Participate with OSL?
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For more information about the Project Ideas, check the section
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[Project Ideas](/opportunities/gsoc/project-ideas)
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Open Science Labs has a history of participation under the NumFOCUS umbrella in
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2023 and 2024, providing robust support to budding open-source enthusiasts
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through structured projects that enhance both learning and contribution.
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### History
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### Project Ideas Submission
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Open Science Labs has participated in the GSoC 2024 and 2023 under
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[NumFOCUS](https://github.com/numfocus/gsoc) umbrella.
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Mentors play a crucial role at GSoC, providing guidance and expertise to help
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shape the next generation of open source contributors. If you have a project
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that could use enhancements or require tricky bug fixes, please propose your
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ideas. We welcome initial drafts, and if accepted, there will be time to refine
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these ideas further.
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The list of OSL Project Ideas that participated in GSoC 2024 can be checked
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[here](https://github.com/OpenScienceLabs/gsoc/blob/main/project-ideas/gsoc2024.md).
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The current list of project ideas can be found
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[here](/opportunities/gsoc/project-ideas).
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If you are considering submitting your project idea to OSL, please send your
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project by email to <team@opensciencelabs.org> by February 6. Check out our
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project idea template for more insights:
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</opportunities/gsoc/templates/project-ideas/>.
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Additionally, all discussions about OSL participation in GSoC will happen on our
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Discord server at <https://opensciencelabs.org/discord>.
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### For Potential Contributors
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If you're a student or a newcomer eager to get involved in open source through
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GSoC, stay tuned to this page for updates on project ideas and submission
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guidelines. Check out our
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[Contributor Guide](/opportunities/gsoc/guides/contributor) for more details on
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how to prepare for your application and stay updated with our project idea pages
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to check which projects are applying with us to GSoC.
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### Reach Out for More Information
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For any inquiries or to discuss project ideas, feel free to reach out at
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`team@opensciencelabs.org`. Also, join us on our Discord server at
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<https://opensciencelabs.org/discord>, where all discussions with mentors and
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contributors will take place.

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