diff --git a/manuscript/manuscript.tex b/manuscript/manuscript.tex
index 73532ff..3f03117 100644
--- a/manuscript/manuscript.tex
+++ b/manuscript/manuscript.tex
@@ -59,8 +59,8 @@
 \vspace{-2em}
 \section*{Keypoints}
 \begin{enumerate}
-	\item We demonstrate a deep learning pipeline for waterbody database creation with a novel waterbody classifier approaching 80\% accuracy
-	\item It produced similar results in terms of waterbody count, surface area, and types as a much more expensive to produce hand-curated product
+	\item We demonstrate a deep learning pipeline for waterbody database creation which includes a novel classifier having nearly 80\% accuracy
+	\item The pipeline produces similar results for waterbody count, surface area, and type as expensive to produce hand-curated products
 	\item The modular design of the pipeline is future-proof to forthcoming data products and is easily tailored to specific hydrologic routing tasks
 \end{enumerate}
 \newpage
@@ -154,7 +154,7 @@ \section{Discussion}
 
 \section{Data Availability Statement}
 
-All data and code associated with this manuscript will be made available at: \href{https://doi.org}{https://doi.org}
+All data and code associated with this manuscript will be made available by the time of publication (or earlier pending the conclusion of US Department of Energy approvals) with a Zenodo DOI at: \href{https://doi.org}{https://doi.org}
 
 \section{Acknowledgements}