fix periods

baseline/experiment_analysis/experiment_analysis.ipynb

@@ -2380,7 +2380,7 @@
     "    with open(path, \"w\") as file:\n",
     "        file.write(\"\\\\begin{table}[!htb]\\n\")\n",
     "        file.write(\"\\\\centering\\n\")\n",
-    "        file.write(\"\\\\caption{Overview of model types for \\\\ce{\" + oxide_name + \"} oxide}\\n\")\n",
+    "        file.write(\"\\\\caption{Overview of model types for \\\\ce{\" + oxide_name + \"} oxide}.\\n\")\n",
     "        file.write(latex_table)\n",
     "        file.write(\"\\\\label{tab:\" + oxide + \"_overview}\\n\")\n",
     "        file.write(\"\\\\end{table}\\n\")\n"

report_thesis/src/sections/appendix/index.tex

@@ -173,15 +173,15 @@ \subsection{Initial Experiment: Model Hyperparameters}\label{subsec:initial_expe
     \multicolumn{3}{l}{\textbf{Learning Rate:} 0.001} \\
     \bottomrule
   \end{tabular}
-  \caption{Summary of the Neural Network Architecture}
+  \caption{Summary of the \gls{ann} architecture.}
   \label{tab:nn_architecture}
 \end{table}
 
 \FloatBarrier
 
 \begin{table}[!htb]
   \centering
-  \caption{Summary of the Convolutional Neural Network Architecture}
+  \caption{Summary of the \gls{cnn} architecture.}
   \begin{tabular}{lll}
     \toprule
     \textbf{Layer} & \textbf{Output Shape} & \textbf{Hyperparameter} \\ \midrule

report_thesis/src/sections/appendix/tables/Al2O3_overview.tex

@@ -1,6 +1,6 @@
 \begin{table}[!htb]
 \centering
-\caption{Overview of model types for \ce{Al2O3} oxide}
+\caption{Overview of model types for \ce{Al2O3} oxide.}
 \begin{tabular}{llllllll}
 \toprule
 \ce{Al2O3} & Model Type & Transformer Type & PCA Type & Scaler Type & \gls{rmsecv} & Std. dev. CV & \gls{rmsep} \\

report_thesis/src/sections/appendix/tables/CaO_overview.tex

@@ -1,6 +1,6 @@
 \begin{table}[!htb]
 \centering
-\caption{Overview of model types for \ce{CaO} oxide}
+\caption{Overview of model types for \ce{CaO} oxide.}
 \begin{tabular}{llllllll}
 \toprule
 \ce{CaO} & Model Type & Transformer Type & PCA Type & Scaler Type & \gls{rmsecv} & Std. dev. CV & \gls{rmsep} \\

report_thesis/src/sections/appendix/tables/FeOT_overview.tex

@@ -1,6 +1,6 @@
 \begin{table}[!htb]
 \centering
-\caption{Overview of model types for \ce{FeO_T} oxide}
+\caption{Overview of model types for \ce{FeO_T} oxide.}
 \begin{tabular}{llllllll}
 \toprule
 \ce{FeO_T} & Model Type & Transformer Type & PCA Type & Scaler Type & \gls{rmsecv} & Std. dev. CV & \gls{rmsep} \\

report_thesis/src/sections/appendix/tables/K2O_overview.tex

@@ -1,6 +1,6 @@
 \begin{table}[!htb]
 \centering
-\caption{Overview of model types for \ce{K2O} oxide}
+\caption{Overview of model types for \ce{K2O} oxide.}
 \begin{tabular}{llllllll}
 \toprule
 \ce{K2O} & Model Type & Transformer Type & PCA Type & Scaler Type & \gls{rmsecv} & Std. dev. CV & \gls{rmsep} \\

report_thesis/src/sections/appendix/tables/MgO_overview.tex

@@ -1,6 +1,6 @@
 \begin{table}[!htb]
 \centering
-\caption{Overview of model types for \ce{MgO} oxide}
+\caption{Overview of model types for \ce{MgO} oxide.}
 \begin{tabular}{llllllll}
 \toprule
 \ce{MgO} & Model Type & Transformer Type & PCA Type & Scaler Type & \gls{rmsecv} & Std. dev. CV & \gls{rmsep} \\

report_thesis/src/sections/appendix/tables/Na2O_overview.tex

@@ -1,6 +1,6 @@
 \begin{table}[!htb]
 \centering
-\caption{Overview of model types for \ce{Na2O} oxide}
+\caption{Overview of model types for \ce{Na2O} oxide.}
 \begin{tabular}{llllllll}
 \toprule
 \ce{Na2O} & Model Type & Transformer Type & PCA Type & Scaler Type & \gls{rmsecv} & Std. dev. CV & \gls{rmsep} \\

report_thesis/src/sections/appendix/tables/SiO2_overview.tex

@@ -1,6 +1,6 @@
 \begin{table}[!htb]
 \centering
-\caption{Overview of model types for \ce{SiO2} oxide}
+\caption{Overview of model types for \ce{SiO2} oxide.}
 \begin{tabular}{llllllll}
 \toprule
 \ce{SiO2} & Model Type & Transformer Type & PCA Type & Scaler Type & \gls{rmsecv} & Std. dev. CV & \gls{rmsep} \\

report_thesis/src/sections/appendix/tables/TiO2_overview.tex

@@ -1,6 +1,6 @@
 \begin{table}[!htb]
 \centering
-\caption{Overview of model types for \ce{TiO2} oxide}
+\caption{Overview of model types for \ce{TiO2} oxide.}
 \begin{tabular}{llllllll}
 \toprule
 \ce{TiO2} & Model Type & Transformer Type & PCA Type & Scaler Type & \gls{rmsecv} & Std. dev. CV & \gls{rmsep} \\

report_thesis/src/sections/background/data_overview.tex

@@ -5,7 +5,7 @@ \subsection{Data Overview}\label{sec:data-overview}
 
 \begin{table*}
 \centering
-\caption{Example of CCS data for a single location (from \citet{p9_paper})}
+\caption{Example of CCS data for a single location (from \citet{p9_paper}).}
 \begin{tabular}{llllllll}
 \toprule
      wave &         shot1 &         shot2 &  $\cdots$ &        shot49 &       shot50  & median        & mean          \\

report_thesis/src/sections/experiments/data_preparation.tex

@@ -27,7 +27,7 @@ \subsection{Data Preparation}\label{sec:data-preparation}
 
 \begin{table*}
 \centering
-\caption{Excerpt from the composition dataset (from \citet{p9_paper})}
+\caption{Excerpt from the composition dataset (from \citet{p9_paper}).}
 \begin{tabular}{lllllllllllll}
 \toprule
      Target & Spectrum Name & Sample Name & \ce{SiO2} & \ce{TiO2} & \ce{Al2O3} & \ce{FeO_T} & \ce{MnO} & \ce{MgO} & \ce{CaO} & \ce{Na2O} & \ce{K2O} & \ce{MOC total} \\

report_thesis/src/sections/introduction.tex

@@ -55,7 +55,7 @@ \section{Introduction}\label{sec:introduction}
 
 \begin{table}
 \centering
-\caption{Table of Terms}
+\caption{Table of terminology.}
 \begin{tabularx}{\columnwidth}{lX} % l for left, X for the cell that should be wrapped
 \toprule
 Term & Definition \\

report_thesis/src/sections/proposed_approach/model_selection.tex

@@ -46,7 +46,7 @@ \subsection{Model and Preprocessing Selection}\label{sec:model_selection}
 
 \begin{table}
 \centering
-\caption{Overview of Preprocessing Techniques and Models}
+\caption{Overview of preprocessing techniques and models.}
 \begin{tabularx}{\columnwidth}{>{\raggedright\arraybackslash}X}
 \toprule
 \textbf{Normalization / Scaling:} \\