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diff --git a/Tapestry.tex b/Tapestry.tex
index 284cb00..aa86344 100644
--- a/Tapestry.tex
+++ b/Tapestry.tex
@@ -47,7 +47,7 @@
 
 % Title info
 \title[Tapestry]{Introduction to Tapestry: Open Source Input-Output Tool}
-\author{Alexander Gebben}
+\author{Alex Gebben}
 \date{August \(\text{12}^{th}\),2026}
 
 \begin{document}
@@ -61,9 +61,9 @@
 \end{frame}
 
 %%%%%%%%%%%%%%%%Outline
-\begin{frame}{Outline}
-  \tableofcontents
-\end{frame}
+%\begin{frame}{Outline}
+%  \tableofcontents
+%\end{frame}
 %%%%
 \section{Advantages}
 %%%%%%%%%%%%%
@@ -77,7 +77,7 @@ that are available to all.
 \end{frame}
 %%%%%%%%%%%%%%%%%%
 %Tapestry will generate unsupporessed employment, wages, output, and value-added estimates for every county in the United States at the 6-digit NAICS specificity level, county-level estimates of household income by source, county level personal consumption expenditures, county level government income and spending,county level savings and investment, and intercounty trade commodity trade flows which include international trade ports. 
-\begin{frame}{Goals}
+\begin{frame}{Data}
 	\textbf{Data Sources}
 	\begin{itemize}
 		\item Bureau of Labor Statistics (BLS)
@@ -90,37 +90,39 @@ that are available to all.
 \end{itemize}
 \end{frame}
 %%%%%%%%%%%%%%%%%%
-\begin{frame}{Proccess}
-	\textbf{Tapestry Un-suppression Method}
+\begin{frame}{Process}
+	\textbf{Tapestry Unsuppression Method}
 	\begin{itemize}
 		\item<1-> Gather all data 
-		\item<2-> Minimize NAICS and geography estimate bounds (min max)
+		\item<2-> Minimize NAICS and geography estimate bounds (min\/max)
 			\begin{itemize}
 			\item<2->Combined data sets have tighter bounds than any single set
 	\end{itemize}
-		\item<3-> Initial estimate of middle (min/max) 
+		\item<3-> Initial midpoint estimate (min/max) 
 		\item<4-> Correct imbalances of parent child relationships
-		\item<5-> Larger ranges are moved more to balance
+		\item<5-> Larger ranges are shifted more to balance
 		\item<6-> Repeat from NAICS-6 county combination to national
 		\item<7-> Loop until convergence
 \end{itemize}
 \vfill
 \only<8->{IMPLAN starts by assuming records are 90\% of historic values, up to two years. Applies some balancing but not a minimization method.}
 \end{frame}
+\begin{frame}{Proccess}
+	\includegraphics[width=\textwidth]{TapestryDiagram.drawio}
+\end{frame}
 
 %%%%%%%%
 \begin{frame}{Tapestry}
 \begin{columns}
 	\begin{column}{0.5\textwidth}
 		\begin{itemize}
-			\item<1>Open source 
-			\item<2>\href{https://jrap.scholasticahq.com/article/7882-a-method-for-improving-economic-contribution-studies-for-regional-analysis/attachment/20374.pdf}{Separate accounts for demand}
-			\item<3>Includes ports
-			\item<4>Taxes separate place of work, and place of resident
-			\item<5> Commodity trade utilize pipeline and infrastructure paths 
-				\item<6> Can be used to compare all other state multipliers of same project
-					\item<7> You can add one standard "company" to estimate impacts
-						\item<8>Agriculture and mining are modeled based on location specifics
+
+			\item<1-> Entire U.S. data
+			\item<2-> Includes ports
+			\item<3-> Taxes separate place of work, and place of resident
+			\item<4-> Agriculture and mining are modeled based on location specifics
+			\item<5-> Commodity trade utilizes pipeline and infrastructure paths 
+			\item<6-> You can add one standard "company" to estimate impacts
 		\end{itemize}
 \end{column}
 	\begin{column}{0.5\textwidth}
@@ -138,38 +140,38 @@ Institutional accounts in Tapestry SAM include:
 		\tiny
 		\begin{enumerate}
 \item<1->employee compensation
-\item<2->proprietors' income
-\item<3->other property income
-\item<4->taxes on production and imports
-\item<5->subsidies
-\item<6->households
-\item<7->social insurance
-\item<8->capital/savings
-\item<9->federal government
-\item<10->state government
-\item<11->local government 
-\item<12->inventory change
-\item<13->Rest of USA 
-\item<14->Rest of World
+\item<1->proprietors' income
+\item<1->other property income
+\item<2->taxes on production and imports
+\item<2->social insurance
+\item<2->subsidies
+\item<3->households
+\item<3->capital/savings
+\item<3->inventory change
+\item<4->federal government
+\item<4->state government
+\item<4->local government 
+\item<5->Rest of USA 
+\item<5->Rest of World
 				\end{enumerate}
 \end{column}
 	\begin{column}{0.5\textwidth}
 		\tiny
 		\begin{itemize}
 \item<1->mpComp
-\item<2->PropInc
-\item<3->OthPropInc
-\item<4->TOPI
-\item<5->SUB
-\item<6->HH
-\item<7->FICA
-\item<8->K
-\item<9->FED
-\item<10->SG
-\item<11->LG
-\item<12->INV
-\item<13->RUSA
-\item<14->ROW
+\item<1->PropInc
+\item<1->OthPropInc
+\item<2->TOPI
+\item<2->FICA
+\item<2->SUB
+\item<3->HH
+\item<3->K
+\item<3->INV
+\item<4->FED
+\item<4->SG
+\item<4->LG
+\item<5->RUSA
+\item<5->ROW
 \end{itemize}
 \end{column}
 \end{columns}
@@ -178,9 +180,65 @@ Institutional accounts in Tapestry SAM include:
 
 %%%%%%%%%%%%%%%%%
 \begin{frame}{Composition Analysis}
+	\centering
+	\href{https://jrap.scholasticahq.com/article/7882-a-method-for-improving-economic-contribution-studies-for-regional-analysis/attachment/20374.pdf}{\underline{Composition analysis improvement.}}
 	\includegraphics[width=\textwidth]{Table}
 	\includegraphics[width=\textwidth]{Table2}
 \end{frame}
+%%%%%%%%%%%%%%%%%
+\begin{frame}{Demonstration}
+	\vfill
+	\href{https://tapestry.nkn.uidaho.edu}{1) Home Page}
+	\vfill
+	\href{https://tapestry.nkn.uidaho.edu/tools}{2) SAM Builder}
+	\vfill
+	\href{https://github.com/northwest-knowledge-network/tapestry-modeling}{3) GitHub Repository}
+
+	\includegraphics[width=\textwidth]{Tapestry_Example}
+	\vfill
+	
+\end{frame}
+\begin{frame}[plain]
+	\includegraphics[width=\textwidth]{Multipliers}
+\end{frame}
+\begin{frame}{Comparisons of Wyoming Type II Output Multipliers}
+	\centering
+	\only<1>{\includegraphics[width=0.9\textwidth]{Histogram}}
+	\only<2>{\includegraphics[width=0.9\textwidth]{Density}}
+\end{frame}
+
+%%%%%%%
+\begin{frame}{What to Consider?}
+\begin{columns}
+	\begin{column}{0.5\textwidth}
+		\only<1->{
+		\textbf{Advantages}
+		\begin{enumerate}
+			\item Full U.S. model
+			\item Free as in beer
+			\item Replicable results 
+			\item Extendible (augmented I-O)
+			\item Customizable to Wyoming
+		\end{enumerate}
+	}
+
+\end{column}
+	\begin{column}{0.5\textwidth}
+		\only<2->{
+		\textbf{Disadvantages}
+		\begin{enumerate}
+			\item Difficult to use 
+			\item Still being worked on 
+			\item Source code auditing
+			\item Less name recognition 
+			\item Model does not apply historic values  
+		\end{enumerate}
+	}
+	\end{column}
+\end{columns}
+
+\end{frame}
+
 
 %%%%%%%%%%%%%%%%%
 \begin{frame}[plain]
@@ -189,8 +247,6 @@ Institutional accounts in Tapestry SAM include:
 	\end{center}
 
 \begin{center}
-\normalsize For more information contact: 
-\href{mailto:agebben@uwyo.edu}{agebben@uwyo.edu}
 \end{center}
 \end{frame}