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    --- tags: eds-book, coworking-call --- *This HackMD is re-used under a CC-BY license from [_The Turing Way_ online coworking calls template](https://github.com/alan-turing-institute/the-turing-way/blob/main/book/website/community-handbook/coworking/coworking-weekly.md)* # _Environmental Data Science book_ ⛰ 🌳 🏙️ ❄️ 🔥 🌊 _ online coworking calls --- **What?** _EDS book_ is a **computational notebook community for open environmental data science*. _EDS book_ team hosts 1-hr long coworking calls each month for the community members to work together in real time. **No sign-ups needed!** *Read more about it in [this chapter](https://edsbook.org/community/about.html#meeting-structure)*. If you would like to receive automatic updates on these meetings, please [subscribe to the calendar](https://calendar.google.com/calendar/embed?src=environmental.ds.book%40gmail.com&ctz=Europe%2FLondon). ## Joining Link: :::info **Join Zoom Meeting** https://turing-uk.zoom.us/j/98587750579?pwd=aEJoem1rSXVLdHl1eTdDVUo4MlYvQT09 **Meeting ID**: 985 8775 0579 **Passcode**: 397294 ::: **Who can join?** This call is joined by *EDS book* core and community members contributing to the *publishing* and *infrastructure* working groups. Monthly coworking calls are dedicated space for the Core team members to check in, cowork and exchange knowledge from their respective work, working group and/or subprojects. **Contact for any question:** Alejandro Coca-Castro (acoca@turing.ac.uk) ### Code of conduct * [Take a moment to read this](https://github.com/alan-turing-institute/environmental-ds-book/blob/master/CODE_OF_CONDUCT.md) :hourglass_flowing_sand: **Schedule:** --- **Pomodoro clock** - [https://cuckoo.team/edsbook-coworking](https://cuckoo.team/edsbook-coworking) | Duration | Activity | | ---- | -------- | | Start | 👋 Welcome | | 5 mins | Introductions and personal goal setting | | 20 mins | 🍅 1st Pomodoro session | | 5 mins | ☕️ Break and report out | | 20 mins | 🍅 2nd Pomodoro session | --- ## Chairing a Coworking Call * **5 mins - Check-in**: Begin with a short general check-in with folks (how they are doing). * **2-3 mins - Managing Breakout**: Ask folks what specific task or group they are working on. * Whoever joins the call first will be able to make you host (full right), you can then follow this instruction to make a breakout room: see Create breakout rooms. * Use the online clock to set the timer for the first breakout room (20-25 mins: https://cuckoo.team/edsbook-coworking) - remind folks of CoC: https://github.com/alan-turing-institute/environmental-ds-book/blob/master/CODE_OF_CONDUCT.md - open the breakout room! * 1 min before the clock hits the end of Pomodoro, broadcast to everyone that you will be closing rooms! (for Zoom broadcast see: Broadcast a message to all breakout rooms: https://support.zoom.us/hc/en-us/articles/8550395207693-Sharing-screen-and-broadcasting-to-breakout-rooms) * **Ending Pomodoro**: Close the breakout room at the end of the Pomodoro. Bring people back in the room, and ask if there is anything they would like to report on - or if they have any questions that others can help address. * **Break**: Remind them of 5 mins break -- use the cuckoo clock. * Repeat for the second breakout - the second Pomodoro might be shorter. --- ## Notes ### 10-10-25 - Alejandro #### Agenda - Prepare targets notebook submission ### 20-06-25 - Alejandro #### Agenda - Migration to JB2 - Documented in a new issue https://github.com/eds-book/eds-book.github.io/issues/272 - Archived notebook repositories in Zenodo using the latest version nomenclature, 2026.6.1 ### 09-05-25 - Alejandro #### Agenda - Progress to JB2 - Website - Netlify - Problems to make the version online in Netlify - https://answers.netlify.com/t/redirect-with-splat-and-200-status-fails/146889/6 ### 14-03-25 - Alejandro #### Agenda - EDS book - Checking implementation of JB2 - 3 notebooks so far - Open issue to document steps ### 14-02-25 - Cam - Alejandro #### Agenda - EDS book - Demo prototype - Mentioning problems with bokeh, https://github.com/jupyter-book/myst-theme/issues/527 - Cam - WeeEcology merged his pretrained model in HF :party:, - https://huggingface.co/weecology/deepforest-livestock/discussions/4#67a3e588c5d7a6b32d21ba32 - Datathon - Testimonial - Cam, happy to provide testimonial - Cam, happy to review proposal ### 10-01-25 Cancelled ### 13-12-24 Cancelled because Xmas :christmas_tree: ### 08-11-24 - Cam - Anne - Anne #### Agenda - Intros - Cam's updates on the livestock - FAIR-impact - Closing X account, issue [#261](https://github.com/alan-turing-institute/environmental-ds-book/issues/261) - Ricardo suggest considering #### Notes - Intros - Cam, located in UK, author of an on-going [submission](https://github.com/alan-turing-institute/environmental-ds-book/issues/260) using the DeepForest package - Anne, located in Norway, interested in good practices in notebooks - [Pangeo](https://www.pangeo.io) - [name=Cam] Livestock notebook - Going through the submission process and main steps - One of the reviewers is the developer of the DeepForest package - The concept of .safetensors - Expected publication 1st/2nd week December! :crossed_fingers: - [name=Anne] FAIR-impact updates - Going through badges in the Sea Ice Python API notebook - Example with Zenodo - Example of the RoHub repository - Some notebooks don't have the notebook file and computational environment linked (icenet python api, reproducibility challenge 2023) - FAIR-impact - Improve the FAIRness of software - 3 weeks work - Low score for EDS book example, varational data assimilation - 15 principles - [gofair.foundation](https://www.gofair.foundation) - example with README (F2), missing keywords - missing `metadata.json` but it contains similar information of CITATION.cff - check the core repository and notebook repository - Feedback - test checking certain files `requirement.txt`, but - Conclusion - Very useful for the initiative - Next steps - FAIR-impact release a new version Feb 2025 (TBC) - still require documentation - Improvements in EDS book - metadata.jon > automate generation - README > add missing sections in notebook repository - Document requires approval, then Anne will archive in Zenodo - [name=Alejandro]: - [Issue#261](https://github.com/alan-turing-institute/environmental-ds-book/issues/261) - Live closing the account #### Actions - Check RoHub - ### 13-09-24 - Cam - Alejandro #### Notes - [name=Cam]: - Sharing a [colab](https://colab.research.google.com/drive/1KyKH1LZZ-U6o60NWIJg3V52KhTjSmA_j?usp=sharing) - [Uncompress in Pooch](https://www.fatiando.org/pooch/latest/unpacking.html) - Held-out dataset for final EDS book - Consistent with the data partitions - Train/Val/Test - Validate with DeepForest (Good Practices) - [name=Alejandro]: - EGI Binder issue, https://github.com/alan-turing-institute/environmental-ds-book/issues/252 - Going through the BinderHub project, https://mybinder.readthedocs.io/en/latest/about/federation.html - [JupyterLite](https://jupyterlite.readthedocs.io/en/stable/) ### 09-08-24 - Cam - Alejandro #### Notes - [name=Cam]: Queen Mary, interest in drone imagery We discussed about the EDS book resource. The basic infrastructure of notebook repositories, Binder and review process. Cam is keen to submit a notebook according to the features described the [issue#249](https://github.com/alan-turing-institute/environmental-ds-book/issues/249). > drone imagery, ok with copyrights, currently stored in Google Drive > annotation data, ok with copyright, manual annotations using a python library > models, pretrained from DeepForest or from scratch, suggested to share model weights, because the resource limits e.g. Binder We commented about other spaces to connect, including the collaboration cafe sessions hosted by the Turing Way. ### 19-07-24 - Anne F - Alejandro #### Notes - Recap about the chat with Agustin Somacal, working with colleagues in France towards a new framework for publishing research - Martin Schobben (TU-Wien) is interesting in publishing Jupyter notebooks in the edsbook. He is in the process of letting some students develop Jupyter notebooks about (microwave) remote sensing whilst adhering to pangeo principals. - Earthcode (work package WS3 Community) - Mentioned in the proposal - EDS book - [climaax](https://handbook.climaax.eu/CRA_steps/analysis/how_to.html) - [Earth and Environmental Data Science Course](https://zhonghuazheng.com/eeds) - [AgriFoodPy](https://eprints.whiterose.ac.uk/212853/1/AgrifoodPy_paper.pdf) paper in JOSS - IceNet - [Notebook](https://edsbook.org/notebooks/gallery/67a1e320-7c47-4ea9-8df8-e868326bc90b/notebook) - Great example of how to showcase a OSS library - FAIR-software - Very general - No focused on Jupyter notebooks - [Open Sustainable Technology](https://opensustain.tech) - Discussion to add EDS book, https://github.com/protontypes/open-sustainable-technology/pull/686 ### 14-06-24 - Anne F - Alejandro #### Notes - Pangeo Funding - For community events, NUMFOCUS - Deadline, Mid-July - IceNET, - https://github.com/alan-turing-institute/environmental-ds-book/issues/239 - tag reviewers and confirm they're happy with the changes - wait the reviewers' response - Retrospective - Notebooks (new features) - License notebooks - Editor mentioned in the notebook - Core repo - [UX/UI Draft](https://hackmd.io/KollyVvIQ1ijNN6yacfWig) - Data usage statement - FAIR-software - 3 weeks - Book Dash - Analytics - https://github.com/the-turing-way/the-turing-way/issues/3680 - https://book.the-turing-way.org/afterword/data-usage-statement #### Actions * ==Alejandro: Retrospective features > UX/UI== * ==Anne F: wait reviewers' response== ### 30-05-24 - Anne F - Alejandro - Abner - Lindsay #### Notes - Intros - Resources - [Paper](https://royalsocietypublishing.org/doi/epdf/10.1098/rspb.2022.1113) - [CUASI resources](https://github.com/CUAHSI/learning-gitflows-template) - [Papermill](https://github.com/nteract/papermill) - Complex for - Hydroshare - Python, download data, https://pypi.org/project/hsclient/ - CUAHSI JupyterHub, https://jupyterhub.cuahsi.org/hub/spawn - CUAHSI Summer Institute, https://www.cuahsi.org/data-services/solutions ### 15-05-24 - Anne F - Alejandro #### Notes ##### Superbloom - [Draft communication](https://hackmd.io/KollyVvIQ1ijNN6yacfWig) ##### FAIRness - [FAIR-IMPACT CW24]( https://docs.google.com/document/d/1vF43mT6ZM6BmHS1SyQAkgDMyJW-OUamaVI9exA8cmkM/edit) - Anne was selected to the selected for the FAIR-impact support action: [Assessing and improving existing research software using a new extension of F-UJI](https://fair-impact.eu/support-offer-1-assessment-and-improvement-research-software) - Ideas - Compare against RoHub FAIRNess - Spaces - Collaboration Cafes - Co-working calls ##### Hydroshare https://www.hydroshare.org/apps/ ##### Others - from TTW collab cafe - [Astropy DEI](https://astropy-dei.orgmycology.com) ### 26-12-24 - Anne F - Alejandro #### Notes - Recap - EGU24 - Vannessa's work - https://github.com/icenet-ai/icenet-ai.github.io/issues/9 - Climate Informatics - https://github.com/alan-turing-institute/climate-informatics-2024-ae - Ricardo asked about DGGS - IGARSS - Half day (3h) - Anne asked morning - Date TBC - Set learning objectives - Intro Pangeo - Dask - Applied ML - Clustering (unsupervised) - Random Forest - CNN-Unet (pre-trained model) - Resources - https://projectpythia.org/landsat-ml-cookbook/notebooks/2.0_Spectral_Clustering_PC.html - Turing - Depriorisation in Turing 2.0 E&S GC - Alternatives - OLS Residence Fellowship, https://docs.google.com/document/d/11yPbX7xUyRkwTXyStibNQUO7x6p5BOz_5eoXZow6yoY/edit - TTW joint activities - Pangeo - Oslo - https://www.rohub.org/5c135a7b-70bf-45f3-9895-3103e0e29c11?activetab=overview - IceNet notebook - Check reviewers - CW24 - TTW 5 year celebration * [Slides](https://docs.google.com/presentation/d/1mzuz--sPMGX7-tDvB_hTqKksjfnP9BqHiFjN8Q_ziJI/edit?usp=sharing) ### 15-12-23 - Alejandro - Angus #### Notes - [Slides](https://docs.google.com/presentation/d/1IdKnE5jRPR3rPaKkzUtw-5YaUhpsgjsonRlt05d8SgQ/edit#slide=id.g2579304b761_1_2783) - EDS have a gallery - another example of someone who'd benefit from a MyST feature for this - Pythia discoverability (<https://projectpythia.org>?) - Also HSF training - Curious about lifecycle - is NeuroLibre a useful entity to raise here? - Mention of 2023 CI Reproducibility Challenge - ROHub - https://www.rohub.org/ - W3id - https://w3id.org/ - reviewnb - https://www.reviewnb.com/ - Bug in MyST Safari? acocac.github.io - Can we embed metadata about e.g. `%run` scripts? Or provide quicker access to filesystem - Why is mystmd better than JB? - Referencing is easier - Better cross-referencing of e.g. figures - More metadata in main document. - Can we depend upon _reproducible_ environment (conda lock) - What are repo2docker doing w.r.t lockfiles? #### Actions - [name=Angus]: follow-up meeting in late January 2024 ### 08-12-23 - Alejandro - Rowan Cockett - Steve Purves - Anne F #### Notes - Frontend - Custom dev for team - React - Core in MyST - Binder - Curvenote, Binder - Healthchecking - Terms, Timeline - Feb/Mar 2024 - Actions - Proposal/Quote #### Async * Features based on Roadmap discussed on 09-06-23 * User Interface and Experience * Gallery: Tags and Filters (rapidsai) * Guides: Access and Friendly Guides (PyOpenSci/ROpenSci) * Notebooks: Pre-requisites and link to existing training (Pythia) * Core features * Notebooks: * Annotations & Metadata (MyST + Machine readable) * Health checking (GitHub actions) * Computationally expensive notebooks (custom Binder/JupyterHub/EGI Replay (create a EDSBook User)) * Inline execution (thebe) * Website: * Flexible website (sphinx) * Review * [Bot](https://joss.readthedocs.io/en/latest/editorial_bot.html) * Extras * UX * Internationalisation * Create template for new communities (could be tested with Bio-Imaging) * Data ROs for each relevant dataset used in the notebooks to allow users to discover the notebooks while searching for data. (are creating DOIs for the package) * [RoHub example](https://www.rohub.org/91046403-e0b7-41d3-8d60-4b540219ffa7?activetab=overview) * Data: cache data for instance using EGI datahub (requires to use EGI Replay) or B2SHARE (could we get an account for EDSBook & dedicated storage?) * RO-Crate & Signposting to increase FAIRness. * Vision and Approach * A world-leading community-driven education platform using interactive computing to accelerate reproducible and open scientific discovery. * Cross-cuting (Python, R & Julia) * Fast-track service for next-generation journals with interactive, reusable components * Flexible and portable to free and customise computational resources (Binder, JupyterHub) * Advance on FAIR principles (RO-crate) * Plan * Co-creation * Feedback form to EDS book community/contributors * Mini-workshop with Turing Environment & Sustainability researchers * ### 17-11-23 **Existing collaborations:** * The Turing Way - Summary of collaboration in [BookDash November 23](https://hackmd.io/@turingway/Sk8UuPy4a) working groups and collaborators share-out - `#environmental-sustainability` slack channel * Pangeo - Pangeo-EOSC - Destination Earth Initiative * NotebooksNow! - Reuse existing developments in pre-submission (subject to licence) - Metadata **Potential collaborations** * Pangeo - Project Pythia * ESA * FAIR Image Analysis Galaxy working group (Bioimaging, Geo-image analysis) * Turing > - [Environment & Sustainability Grand Challenge](https://www.turing.ac.uk/research/environment-and-sustainability) - [DeepSensor](https://github.com/tom-andersson/deepsensor) - Biodiversity - Computer vision > [scivision](https://sci.vision/) - [Reproducible Digital Twins](https://www.turing.ac.uk/research/research-projects/tric-dt) - [Environment & Sustainability Interest Group](https://www.turing.ac.uk/research/interest-groups/environment-and-sustainability) * Galaxy - Vanessa's work on the IceNet notebook * [ELIXIR Environmental Impact](https://elixir-europe.org/focus-groups/environmental-impact) **Events:** * 21 Nov, [Environmental model code of long-term value organised](https://www.software.ac.uk/news/workshop-environmental-code-long-term-value), Alejandro * 5 Dec, Webinar on Reproducibility Challenge for [FARR](https://www.farr-rcn.org/events), Alejandro * 8 Dec, Presentation of [RELIANCE project and ROHub (including edsbook)](https://www.ub.uio.no/english/courses-events/events/dsc/2023/2023-12-07-dmn-fairdo.html), Anne * AGU23, Reproducibility Challenge, Andrew McDonald * 18 March 2024, [Machine Learning and Data Management for Earth Observation] organised by TU Berlin ### 07-09-23 - CI2023 Reproducibility challenge - Early reception of CI2023 winning team notebook - Post for runner-up team - Team 2 - Change colours for charts - Keep same colours - Team 7 - Unresponsive - Editor change - Create issues for hacktoberfest (potential for authorship) - Blog post experience - Motivation - Timeline - Technologies - Testimonial - Challenge (Team 3) - Talk with Experts (Team 2, Viktor) - Acknowledgements - Hacktoboerst - *Quantity is fun, quality is key.* - Really worth it? - https://github.com/the-turing-way/the-turing-way/pulls?q=is%3Apr+label%3Ahacktoberfest-accepted+is%3Aclosed - https://github.com/the-turing-way/the-turing-way/issues/2700 - Dates: - Registration: anytime between September 26 and October 31 - Valid PRs/Merge: Oct 1-31 - FAQ - how do I encourage contributions to my repos? - `good first` or `help wanted` - Accepted PR/MRs enter a seven day review window, during which approval can be revoked by the maintainer or by our - Low quality PR/MR - Automated pull/merge requests: scripted opening pull requests to remove whitespace, fix typos or optimize images. - Disruptive pull/merge requests: taking someone else’s branch/commits and making a pull request. - Anything that a project maintainer flags as spam. - Anything that looks like an attempt to duplicate your pull request count for October. - Multiple pull/merge requests for the same issue that are unnecessary, for example five PR/MRs to remove a stray whitespace. - Steps - [ ] Add the “hacktoberfest” topic to your repository to opt-in to Hacktoberfest and indicate you’re looking for contributions. - [ ] Apply the “hacktoberfest” label to issues you want contributors to help with in your GitHub or GitLab project. ### 11-08-23 #### Sign-up - Alejandro - Anne #### Notes - Discussion EDS book repositories - Consultation with the community - Core repo - Notebooks Gallery - Temp EDS book Org - Reproducibility Challenge - dask_ml - https://ml.dask.org/modules/generated/dask_ml.wrappers.ParallelPostFit.html "Most scikit-learn estimators will convert large Dask arrays to a single NumPy array, which may exhaust the memory of your worker. You probably want to always specify scoring." - Add Anne as an editor to Team-2 notebook - ML version notebook to test - https://github.com/acocac/repro-challenge-team-3/blob/main/notebooks/notebook_ml.ipynb https://stackoverflow.com/questions/70990353/right-way-to-apply-pre-trained-scikit-learn-model-to-dask-array https://github.com/gkirok/tutorials/blob/29fd0f58e18fcccab19a120669f2832d294af265/demos/netops/nuclio_infer.ipynb#L140 https://github.com/ryanjmccall/prod_mle_capstone/blob/027a62368703a52318354630114e59ac3012100c/src/notebooks/3_Scale_prototype.ipynb#L65 ### 14-07-23 #### Sign-up - Alejandro - Anne #### Notes - Discussion NERC CDE hackathon - [Jasmin](https://jasmin.ac.uk/) - Notebooks, a single kernel (image) - Pangeo - [FAIRpipeline](https://www.fairdatapipeline.org/) - Only support plain scripts - Adding metadata information in the notebook: - codemetadata (see below) ``` { "@context": "https://doi.org/10.5063/schema/codemeta-2.0", "@type": "SoftwareSourceCode", "license": "https://spdx.org/licenses/MIT", "codeRepository": "https://github.com/Redacted”", "dateCreated": "Redacted”", "datePublished": "Redacted”", "name": "Redacted”", "description": "Redacted”", "applicationCategory": "Redacted”", "funding": "Redacted”", "developmentStatus": "inactive", "funder": [ { "@type": "Organization", "@id": "https://ror.org/Redacted”", "name": "Redacted”", "url": "Redacted”" }, { "@type": "Organization", "@id": "https://ror.org/Redacted”", "name": "Redacted", "url": "Redacted”" } ], "programmingLanguage": [ "Python 3" ], "runtimePlatform": [ "CPython" ], "operatingSystem": [ "macOS" ], "softwareRequirements": [ "Python 3.9.6, virtual environment configuration and requirements.txt file included in github repository" ], "author": [ { "@type": "Person", "givenName": "Redacted”", "familyName": "Redacted”", "affiliation": { "@type": "Organization", "name": "Redacted”" } }, { "@type": "Person", "@id": “Redacted”, "givenName": "Redacted”", "familyName": "Redacted”", "affiliation": { "@type": "Organization", "name": "Redacted”" } } ] } ``` - Information on possible metadata standard from NotebookNow!: https://docs.google.com/spreadsheets/d/1T2b0RHopBaKt7myF9hd4RVl_rid7ZShl4d2nf3U9Wo4/edit?usp=sharing - NotebooksNow - [MyST]() and [Quarto]() Templates - Large files - Zenodo / Mirror in Amazon using same DOI only when format is the same - [Nanopublications](https://nanodash.petapico.org): connect multiple datasets in different formats - https://knowledgepixels.com/ - CIRC2023 - Winning team - Inmediate solution: light notebook without training step, load pretrained models - Explore - MinIO: - ZARR-optimised version - Intake (default loading, if not try other sources): - Point to MinIO bucket #### Actions - Test MiniO in [TTW collaboration cafe](https://hackmd.io/@turingway/collaboration-cafe) on Wednesday 19 July ### 30-06-23 #### Sign-up - Alejandro - Ricardo #### Notes - [Method paper]: - Suggestions > https://chss.uchicago.edu/directory/james-evans - Discussion on CIRC2023 Feedback - Where to store large files - Dockerised version - Cloud Storage , ARD - Archival Repositories, Zenodo - [CIRC2023 Paper]: - Blogpost - Livestreaming in Twitter ### 09-06-23 #### Sign-up - Alejandro - Anne #### Notes - Roadmap * References - [Pangeo](https://raw.githack.com/pangeo-data/pangeo/ab/add-roadmap-preview/roadmap.html) - [Galaxy](https://galaxyproject.org/roadmap/) - [Scivision](https://scivision.readthedocs.io/en/latest/scip/0003-roadmap.html) - Roadmap Structure * Priorities * User Interface and Experience * Gallery: Tags and Filters (rapidsai) * Guides: Access and Friendly Guides (PyOpenSci/ROpenSci) * Notebooks: Pre-requisites and link to existing training (Pythia) * Core features * Notebooks: * Annotations & Metadata (MyST) * Health checking (GitHub actions) * Expensive notebooks (custom Binder/JupyterHub) * Inline execution (thebe) * Website: * Flexible website (sphinx) * Review * [Bot]() * Outreach * Mapping [TODO] * Working groups * Governance (Core meeting of the Turing Way) * Infrastructure * Community & Outreach (Collab cafes) - Governance - The Turing Way ### 24-05-23 #### Sign-up - Alejandro - Cassandra #### Notes Turing TRIC-DT - 3 year project - Community manager - Data Sharing Report - https://zenodo.org/record/7840266#.ZG3UtNbMLao Ideas - Mentoring for reviewers - Sustainability project - how to growth community - Practical steps - Facilitate notebooks in EDS book - Keep connected - Make replicates of EDS book for infrastructure and health DTS - Potential to communicate target audience - Decision Makers, Journalist ### 18-04-23 #### Sign-up - Alejandro - Anne F #### Notes Pythia project Pythia notes in: https://docs.google.com/document/d/1lIioFOGvKsQDyfq0_kCecWcDYiH4HGip_whHo__9THU/edit# #### Tipo - Review - ReviewNB - Infrastructure - Scheduling notebooks - Metadata - MyST & Ro-crate - Hackathon - https://projectpythia.org/pythia-cookoff-2023/index.html ### 14-04-23 #### Sign-up - Alejandro - Anne F #### Topic - CI2023 Reproducibility Challenge - Structure - Misc - check config.yml #### Actions - [name=Alejandro]: - Timeline - check dates - ice-breaker activities, Monday - onboarding/clinics - EDS book, Monday - JupyterHub and EDS book - add checkpoints - Q&A, time, mondays - chat with the experts, Friday - Python - R - Julia - Applicants - ~~reviewers, notebooks~~ - link to the right URL for reviewers form - TO ADD - Judging - ~~remove Contribution to the field / and add to Additional insights~~ - HOW TO WEIGHT 75/25 - Incentives - after teams in - ~~Professional development: Participants will take clinic sessions before teams~~ - Cloud EGI JupyterHub - ~~Ask Ricardo to test~~ - Team - logistics, - in Tip link to the other section - Tutorials / Resources - Learning to code - ~~fix Julia heading~~ - Julia - ~~https://julialang.org/learning/tutorials/~~ - Subdomain, using edsbook.org - [name=Anne] - ~~Section of storage (zenodo and EGI JupyterHub)~~ - ~~Add Alejandro to admin EGI/EU ~~ - ~~Ask sebastian to add torch-image~~ - [name=Anne and Alejandro] -how to score notebooks, Jupyter - matrix, and then ask Douglas - Targeting: live first version on Tuesday before CI2023 conference

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