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ESS Data Management and Software Centre Summer School

Welcome

Python

Introduction to JupyterLab
Python basics
Using external libraries

Proposals, DMPs and FAIR

The ESS Viewpoint

McStas

Simulation
SANS exercise
QENS exercise

Reduction with scipp

Introduction to Scipp
Coordinate transformations
SANS data reduction
QENS data reduction

Analysis with EasyScience

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

.md

Using external libraries

Using external libraries#

Arrays with Numpy
Plotting with Matplotlib
Interactive widgets
Data analysis with Pandas
Unit testing
Exercises

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Intermediate topics

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Arrays with Numpy

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