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Description
It would be useful to have a lightweight package for easily reading, interrogating, manipulating, and doing analysis of the JSON analysis files we generate from fah-xchem. To do this, we currently need to install the whole fah-xchem package (including several fragile pip+git installs), which is not friendly for any downstream users.
We should consider splitting the object models into a second package, perhaps harmonizing these with perses
and the OpenFE effort.
Use cases might include:
- Browsing the datasets for use in generating new compound designs
- Analyzing accuracy of free energy calculations and interrogating failure modes
- Training machine learning models to predict free energies or difficulties of transformations
- Experimenting with better network construction or network free energy analysis methods
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