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 As a result, you can always recreate the exact same results you got online locally and inspect the code that produced them, giving you the transparency you need in a scientific setting. What the online tool provide on top of this is a very nice manual culling tool with an integrated map view, a graphical editor for your processing workflow, and of course, the ability to run inversion on fast machines in the cloud without having to install and manage those machines!
 
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 # Toolchain
 
 ## [emerald-beryl-pipeline](https://github.com/emerald-geomodelling/emerald-beryl-pipeline)
 This repository ties together all the other parts into a [Luigi](https://luigi.readthedocs.io/en/stable/) based pipeline runner for import/normalization, processing and inversion of AEM data.
 If you want to reproduce processings and inversion you did online, this is where you should start.
 
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 ## [emerald-processing-em](https://github.com/emerald-geomodelling/emerald-processing-em)
 TEM processing pipeline and filter repository. This allows you to easily construct reproducible workflows for filtering and averaging your data prior to inversion.