diff --git a/Bitcoin/Sections/Data.tex b/Bitcoin/Sections/Data.tex
index 4400733..65da25c 100644
--- a/Bitcoin/Sections/Data.tex
+++ b/Bitcoin/Sections/Data.tex
@@ -3,9 +3,9 @@
 	\begin{enumerate}
 		\item{Enverus}
 		\begin{itemize}
-			\item{US Well Data}
-			\item{Gas hookup Company}
-			\item{SPUD date}
+			\item{U.S. Well Data}
+			\item{Gas Hookup Company}
+			\item{SPUD Date}
 		\end{itemize}
 	\item{Energy Information Administrations}
 		\begin{itemize}
diff --git a/Bitcoin/Sections/Mining_Structure.tex b/Bitcoin/Sections/Mining_Structure.tex
index 0c9a353..0830ab5 100644
--- a/Bitcoin/Sections/Mining_Structure.tex
+++ b/Bitcoin/Sections/Mining_Structure.tex
@@ -23,7 +23,7 @@
     \newline
     \(Revenue=\text{Total Reward}\cdot \frac{\text{Tickets Owned}}{\text{All Tickets}}\)
     \newline
-    \(Costs=\text{Electricity used}\cdot\text{Price of Electricity}\)
+    \(Costs=\text{Electricity Used}\cdot\text{Price of Electricity}\)
     \newline
     \(\text{Tickets Owned}=f(\text{Computer Output},\text{Electricity Used})\)
     \newline
diff --git a/Bitcoin/Sections/Mining_elast.tex b/Bitcoin/Sections/Mining_elast.tex
index bd29bc3..1ef7da9 100644
--- a/Bitcoin/Sections/Mining_elast.tex
+++ b/Bitcoin/Sections/Mining_elast.tex
@@ -13,5 +13,5 @@ Where \(R_{i,t}\) is the revenue of miner \(i\in I\), at time t. \(q_{i}\) is th
 			\%\Delta R=\%\Delta P_{btc}(1-\epsilon)
 	\end{align*}
 \end{block}
-If the Bitcoin price elasticity of hash \(\epsilon\) is elastic, than a decrease in price will \textbf{\emph{increase}} revenue, for low marginal cost producers.
+If the Bitcoin price elasticity of hash \(\epsilon\) is elastic, than a decrease in price will \textbf{\emph{increase}} revenue for low marginal cost producers.
 \end{frame}
diff --git a/Bitcoin/Sections/Oil_Econometrics.tex b/Bitcoin/Sections/Oil_Econometrics.tex
index b50947e..fa048af 100644
--- a/Bitcoin/Sections/Oil_Econometrics.tex
+++ b/Bitcoin/Sections/Oil_Econometrics.tex
@@ -17,7 +17,7 @@
 Where \(Q_{O,b,t}\) is the net present oil produced in a basin state pair b, at time t, \(P_{WTI}\) is the West Texas Intermediate futures price, \(P_{HH}\) is the futures price of the Henry Hub spot market, \(\theta_{t}\) is a month dummy, and \(\gamma_{b,t}\) is a variable that represents the amount of monetary damage from natural disasters.\newline 
 
 
-\textbf{2SLS is used, with instruments of:}
+\textbf{Two-stage Least Square is used, with instruments of:}
 	\begin{enumerate}
 		\item{VAR model residuals of oil refinery volumes, and gas storage}
 		\item{Regional population weighted cooling and heating degree days}