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 [![Build](https://github.com/Bravos-Power/pyoframe/actions/workflows/ci.yml/badge.svg)](https://github.com/Bravos-Power/pyoframe/actions/workflows/ci.yml)
 [![Docs](https://github.com/Bravos-Power/pyoframe/actions/workflows/publish_doc.yml/badge.svg)](https://Bravos-Power.github.io/pyoframe/reference/)
 
-A library to rapidly formulate large optimization models using Pandas or Polars dataframes.
+A library to rapidly formulate large and sparse optimization models using Pandas or Polars dataframes.
 
 ## Acknowledgments
 
-Martin Staadecker first created this library while working for [Bravos Energía](https://en.bravosenergia.com/). The library takes inspiration from Linopy and Pyomo, two prior libraries for optimization for which we are thankful.
+Martin Staadecker first created this library while working for [Bravos Power](https://www.bravospower.com/) The library takes inspiration from Linopy and Pyomo, two prior libraries for optimization for which we are thankful.