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ESS Data Management and Scientific Computing Summer School

Welcome

Python

Introduction to JupyterLab
Python basics
Using external libraries
Fake ESS pipeline
- ESS pipeline exercise

Proposals, DMPs and FAIR

The ESS Viewpoint

McStas

Simulation
Powder diffraction exercise
QENS exercise
SANS exercise

Data reduction

Introduction to Scipp
Coordinate transformations
Introduction to Sciline
Powder diffraction data reduction
QENS data reduction
SANS data reduction

Data analysis

Model-dependent analysis
Thinking about data probabilistically
The EasyScience framework
Fitting data with easyscience
Uniform priors in easyscience
SANS analysis
Fitting QENS data
Fitting Powder Diffraction data
Markov chain Monte Carlo
Bayesian Model Selection
Bayesian analysis of SANS data
Bayesian analysis of QENS data
Bayesian analysis of powder diffraction data

Scicat

Dataset
Data Curation
FAIR Data
Data and Metadata
Data Catalog
SciCat
Python Libraries
Example
Data Curation Exercise

Appendices

Glossary
DMSC School Lecture Materials

Repository
Open issue

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