Upgrade to Pro — share decks privately, control downloads, hide ads and more …

CMIP6 data in the cloud: Creative, fast, and fun climate science for everyone

CMIP6 data in the cloud: Creative, fast, and fun climate science for everyone

Julius Busecke

October 20, 2023
Tweet

More Decks by Julius Busecke

Other Decks in Science

Transcript

  1. Who am I? Physical Oceanographer Senior Sta ff Associate -

    Columbia University Manager of Data and Computing - LEAP NSF-STC Lead of Open Science - M2LInES Core Developer of xGCM, xMIP Pangeo Fan, User, and Member Open Source/Open Science Advocate Maintainer of the Pangeo CMIP6 zarr stores
  2. The Traditional Approach Bring the data to the compute Raw

    Data 💽 🧑💻👩💻🧑💻 🖥 🚀 💽 💽 💽 Large Raw Data 🐌 Cloud O ff ice / Home / Wherever you work! Server/Laptop
  3. Our Approach Bring the compute to the data Raw Data

    💽 🧑💻👩💻🧑💻 🖥 💽 💽 💽 Small Data (Figures, Commands) 🐌 Cloud O ff ice / Home / Wherever you work! 🖥 🖥 🖥 🚀 🚀 🚀 🚀
  4. Our Approach Bring the compute to the data Raw Data

    💽 🧑💻👩💻🧑💻 🖥 💽 💽 💽 Cloud O ff ice / Home / Wherever you work! 🖥 🖥 🖥 🚀 🚀 🚀 🚀 🧑💻👩💻🧑💻 💬💡🥼🤗 Another Lab across the globe
  5. Nobody likes cleaning! Di ff erent dimension names in the

    CMIP data. 
 
 Not quite analysis -ready But easy and fast to f ix!!!
  6. Nobody likes cleaning! But its always faster if you split

    the work! https://github.com/jbusecke/xMIP Check it out and report any new issues with the data!
  7. Reproducible IPCC Science in Minutes IPCC Chapter 9 2-10 minutes

    on LEAP-Pangeo JupyterHub Code Repository https://github.com/jbusecke/presentation_wcrp_open_science_conference Scipy Talk https://www.youtube.com/watch?v=7niNfs3ZpfQ
  8. Its not just me! Lower barrier of entry + Quick

    exploration of ideas = New CMIPers! Teaching with the real data Student ➡ Scientist 🚀 Not just for academics. Public/private sector uses the cloud data!