class: center, middle # CMIP6 Data Hackathon ## Participant briefing ![in association with Bristol, Met Office, Exeter, Leeds & UCL](/assets/institutions.png) 20th May 2021 --- # Agenda 1. Welcome! * Overview of the event * Introduction to the team 2. Event structure * Projects * Agenda * Communication platforms * Storing code, data and outputs * Using JASMIN * Other resources 3. Support during the event Full details in the online [participant guide](https://cmip6moap.github.io/resources/participant-guide) --- class: middle ### Welcome and thank you for participating! # Overview of the event --- class: middle # Introduction to the team Find out more about the team [on our website](https://cmip6moap.github.io/about/) --- # Projects
([see website](https://cmip6moap.github.io/projects/) for abstracts)
* Everyone has one of their first choice projects .small[ | Title | Participants | | --- | --- | | What is the transient sea level sensitivity in CMIP6 models? | 8 | | How well do the CMIP6 models represent the tropical rainfall belt over Africa? | 12 | | Characterising the marine carbon cycle in CMIP6 | 12 | | Testing proxies of AMOC variability in CMIP6 | 7 | | The atmospheric response to sea-ice loss in the PAMIP experiments and its sensitivity to model biases | 7 | | Differences between 'turning down the sun' and stratospheric sulfate injection | 6 | | Uncertainty in sea-ice-cloud feedbacks across the CMIP6 ensemble | 6 | | Interactive graphics of key CMIP6-based IPCC figures | 6 | | Impacts of changing wind regimes and sea ice on the world's longest migrant | 7 | | Human heat stress in a warming world | 12 | | Rainfall extremes and groundwater recharge in the tropics | 7 | ] * Each project has one or more **project lead** * We recommend that during your first breakout group session, you **nominate a group chair** for your project – they **need not be the project lead** * Keeping group to time, getting group ready to present, collating outputs, etc. ??? Group chair should be responsible for ensuring that the group works to the suggested agenda, the group is ready to present their work during their presentation slot, and that the code/outputs are well organised. This is an excellent way of getting some team management experience and so we emphasise that this person **need not be the project lead listed on the abstract**. --- # Agenda * 9:00am introductory talks * 2 hours of breakout groups * Yoga session before lunch each day * Breakout groups in the afternoon, with an additional talk on the second day * Short presentations from selected groups to round off each day Full agenda on next slides and [on our website](https://cmip6moap.github.io/agenda/) --- # Day 1 Agenda .agenda[ | Time | Activity | Where to go | | ------------- | ------------------------------------------------------------------------------------ | -------------- | | 09:30 – 10:00 | **Hackathon welcome**
Dann Mitchell (Bristol MOAP Chair) | Main room | | 10:00 – 11:55 | **Breakout groups**
Project team introductions and role/task allocation | Breakout rooms | | 12:00 – 12:30 | **Yoga with Cara**
Take some time away from your keyboard | Main room | | 12:30 – 13:30 | Lunch break | | | 13:30 – 17:00 | **Breakout groups** | Breakout rooms | | 17:00 – 17:25 | **Group presentations**
What you hope to achieve during the hackathon | Main room | | 17:25 – 17:30 | **Close of day** | Main room | ] --- # Day 2 Agenda .agenda[ | Time | Activity | Where to go | | ------------- | ------------------------------------------------------------------------------------ | -------------- | | 09:30 – 10:00 | **Welcome talk**
Kate Robson-Brown (Jean Golding Institute Director) | Main room | | 10:00 – 11:55 | **Breakout groups** | Breakout rooms | | 12:00 – 12:30 | **Yoga with Cara** | Main room | | 12:30 – 13:30 | Lunch break | | | 13:30 – 14:00 | **Top tips from a Data Specialist**
James Thomas (Jean Golding Institute) | Main room | | 14:00 – 17:00 | **Breakout groups** | Breakout rooms | | 17:00 – 17:25 | **Groups presentations**
What you hope to achieve during the hackathon | Main room | | 17:25 – 17:30 | **Close of day** | Main room | ] --- # Day 3 Agenda .agenda[ | Time | Activity | Where to go | | ------------- | ------------------------------------------------------------------------------------ | -------------- | | 09:30 – 10:00 | **Working toward COP26**
Jason Lowe (Head of Climate Services at the Met Office) | Main room | | 10:00 – 11:55 | **Breakout groups** | Breakout rooms | | 12:00 – 12:30 | **Yoga with Cara** | Main room | | 12:30 – 13:30 | Lunch break | | | 13:30 – 16:30 | **Breakout groups**
Final steps and ensure code/data/outputs are saved | Breakout rooms | | 16:30 – 16:55 | **Groups presentations**
What you have achieved during the hackathon | Main room | | 16:55 – 17:15 | **Close of the Hackathon and next steps** | Main room | ] --- # Communication platforms .float-right[ ![Slack screenshot](data:image/png;base64,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) ] * **Zoom** for talks and breakout groups 09:15 – 17:30 * **Slack** for text-based chat **\#announcements** **\#help** – for help and support **\#intros** – please introduce yourself! **\#project01** **\#project02** **\#project03** etc. * **Word Online** shared documents ??? We will use one Zoom call for the duration of the event, and you will be able to move between rooms as you need. We have a Slack channel for each project group, plus another channel for support from our team of data scientists. --- # Storing code, data and outputs * **GitHub repository** https://github.com/cmip6moap/project-01 * Directory in the hackathon's **Group Workspace** `/gws/pw/j05/cop26_hackathons/bristol/project01` ### By the end of the hackathon 1. **README** in GitHub repository file 2. Identify **key figures** that could be showcased at COP26 3. **Code**, **notebooks** & other outputs (**figures**, **graphs**, etc.) committed to GitHub 4. **Data** outputs in Group Workspace ??? Note that when using the JASMIN Notebook Service, you only have read-only access to Group Workspaces, however when logged in via SSH you will have full read/write access. GitHub README to identify what work you did, how far you got and what the next steps required are. Data outputs can go on GitHub if small enough. Potentially every member of your team will make contributions to the GitHub repository, or perhaps you will allocate a member of your team who will be responsible for committing everyone's work (see also: group chair). --- # Using JASMIN * Own account or temporary account * **Drop-in sessions** in case of issues Follow [our online guide](https://cmip6moap.github.io/resources/creating-jasmin-account) to ensure you have correct permissions and can log in ### We anticipate * **Notebook Service** for most tasks – e.g. data visualisation and writing a narrative to accompany any analysis But also: * **Scientific analysis servers** to run scripts from the command line (using SSH) or push/pull changes to/from GitHub * **LOTUS job system** to execute batch jobs for long-running jobs processing large amounts of data (this may have been done in advance of the hackathon) ??? Expect all project leads to have own account. If you don't already have an account then we will allocate you a temporary account that you can use for the duration of the hackathon. Bear in mind that all data in temporary accounts will be removed at the end of the hackathon, so you must have saved your data elsewhere. For those of you unfamiliar with Notebooks, we suggest you take a look at some example notebooks linked to on our website. In essence, Notebooks are an interactive computing environment allowing you to combine narrative text (written in Markdown) with code and the output of that code. This means they can be made into a complete and self-contained record of a computation. They are **well-suited to data visualisation and teaching**. Some good examples linked to on website. Note that while all the Scientific analysis servers will allow you to communicate with GitHub using HTTPS, if you wish to use SSH then you will need to use `sci1`, `sci2`, `sci4` or `sci5`. We have 3 TB of GWS space available for *all* hackathons. --- ## JASMIN Notebook Service
--- # Other resources * Setting up a python environment on JASMIN * How to find and use CMIP6 data in the CEDA Archive * Loading CMIP6 data from the CEDA Archive using xarray * Guide to collaborating with Git and GitHub --- # Support during the event .split-lists[ .list-left[ **Climate researchers** from universities of Bristol & Exeter * Methodology questions * What data is available * Bias correction * Accessing unusual data ] .list-right[ **Data Scientists** from the University of Bristol's Jean Golding Institute * Organisation questions * Using JASMIN * Using Jupyter Notebooks * Python technical queries, e.g. `pandas`, `matplotlib`, `xarray` * Best practices for reproducibility * Best practices for visualisation ] ] ### Contact via * **#help channel** on Slack * Email to cmip6moap-hackathonevent2021@bristol.ac.uk ??? Not all leads are experts in CMIP6 or programming – we have a mix. Also have a dedicated help breakout room on Zoom you to in case we need to talk about your question or share screens.