~/talk

On the Fly and On the Flight: Scientific Data Analysis Beyond the Beamline

Talkat PyCon AU 2025 · 2025-09-12..09-16· [python, data-visualization]
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slides:none on file

Python suite actually produces immediate XDI outputs and reproducible pipelines, uses xarray for named multi‑dimensional arrays (handles up to 100 detectors and >4,000 energy bins per scan), exposes processing via Jupyter notebooks, a PyQt desktop GUI with sliders, and typer CLIs. Pipelines auto‑trigger at scan end, allow on‑beamline QC and later reprocessing, serialize to netCDF/HDF, and run on the facility desktop or a laptop on a plane. Results are human‑readable tables and recalculable spectra.

AI-written summary · about

  1. 0:00Introduction
  2. 0:41Synchrotron science
  3. 3:07Australian Synchrotron
  4. 6:34X-ray spectroscopy basics
  5. 9:47Python and Xarray processing
  6. 13:39Real-time beamline analysis
  7. 16:07User skill-level tools
  8. 20:00Remote data access
  9. 21:26Q&A
  10. 27:32Live Xarray demo
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