From dee987ecf2d85d9dafa00134c229ac4201bda658 Mon Sep 17 00:00:00 2001
From: Jim Thorson <50178738+James-Thorson-NOAA@users.noreply.github.com>
Date: Mon, 29 Jul 2024 15:26:24 -0700
Subject: [PATCH] Update README.md

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 [![Documentation](https://img.shields.io/badge/documentation-EcoState-orange.svg?colorB=E91E63)](https://james-thorson-noaa.github.io/EcoState/)
 
-Package _EcoState_ fits a state-space mass-balance model intended for aquatic ecosystems, using mass-balance equations from matching and dynamical equations matching Ecosim.  Unlike Ecopath with Ecosim (EwE), it fits both biological parameters (e.g., equilibrium biomass and predator-prey vulnerability) and measurement parameters (e.g., catchability coefficients) via fit to time-series data.  It also estimates additional process errors representing nonstationarity in growth efficiency, ecotrophic efficient, migration, or other unmodeled processes.    
+Package _EcoState_ fits a state-space mass-balance model intended for aquatic ecosystems, using mass-balance equations matching those from Ecopath and dynamical equations matching Ecosim.  Unlike Ecopath with Ecosim (EwE), EcoState fits both biological parameters (e.g., equilibrium biomass and predator-prey vulnerability) and measurement parameters (e.g., catchability coefficients) via fit to time-series data.  EcoState also estimates additional process errors representing nonstationarity in growth efficiency, ecotrophic efficient, migration, or other unmodeled processes.  These process errors allow biomass patterns to closely match available data, so that resulting consumption (and associated productivity and mortality rates) can accurately be conditioned upon any residual patterns.     
 
 ## Installation