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diff --git a/figures/radio_interferometry/trace_overlap/on-axis/dc_grid_power_time_fixes.py.repair_full.axis.trace_overlap.repair_full.pdf b/figures/radio_interferometry/trace_overlap/on-axis/dc_grid_power_time_fixes.py.repair_full.axis.trace_overlap.repair_full.pdf
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diff --git a/figures/radio_interferometry/trace_overlap/on-axis/dc_grid_power_time_fixes.py.repair_none.axis.trace_overlap.repair_none.pdf b/figures/radio_interferometry/trace_overlap/on-axis/dc_grid_power_time_fixes.py.repair_none.axis.trace_overlap.repair_none.pdf
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diff --git a/figures/radio_interferometry/trace_overlap/on-axis/dc_grid_power_time_fixes.py.repair_phases.axis.trace_overlap.repair_phases.pdf b/figures/radio_interferometry/trace_overlap/on-axis/dc_grid_power_time_fixes.py.repair_phases.axis.trace_overlap.repair_phases.pdf
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diff --git a/presentations/2023-06-01_step_up_interview/2023-STEP_UP.tex b/presentations/2023-06-01_step_up_interview/2023-STEP_UP.tex
index 4b7c6c9..d47a933 100644
--- a/presentations/2023-06-01_step_up_interview/2023-STEP_UP.tex
+++ b/presentations/2023-06-01_step_up_interview/2023-STEP_UP.tex
@@ -182,6 +182,19 @@
 	\end{columns}
 \end{frame}
 
+\section{Radio and Airshowers}
+\begin{frame}{}
+	\begin{columns}
+		\begin{column}{0.47\textwidth}
+			\includegraphics[width=\textwidth]{2006.10348/fig01.png}
+		\end{column}
+		\hfill
+		\begin{column}{0.47\textwidth}
+			\includegraphics[width=\textwidth]{2006.10348/fig03_b.png}
+		\end{column}
+	\end{columns}
+\end{frame}
+
 % My Internship
 %%%%%%%%%%%%%%%
 \section{My Internship}
@@ -204,10 +217,10 @@
 		\end{column}
 		\begin{column}{0.5\textwidth}
 			\begin{figure}% Clock error fixes
-				\includegraphics<1>[width=\textwidth]{radio_interferometry/trace_overlap/dc_grid_power_time_fixes.py.scale4d.best.trace_overlap.zoomed.repair_none.png}%
-				\includegraphics<2>[width=\textwidth]{radio_interferometry/trace_overlap/dc_grid_power_time_fixes.py.scale4d.best.trace_overlap.zoomed.no_offset.png}%
-				\includegraphics<3>[width=\textwidth]{radio_interferometry/trace_overlap/dc_grid_power_time_fixes.py.scale4d.best.trace_overlap.zoomed.repair_phases.png}%
-				\includegraphics<4>[width=\textwidth]{radio_interferometry/trace_overlap/dc_grid_power_time_fixes.py.scale4d.best.trace_overlap.zoomed.repair_all.png}%
+				\includegraphics<1>[width=\textwidth]{radio_interferometry/trace_overlap/on-axis/dc_grid_power_time_fixes.py.repair_none.axis.trace_overlap.repair_none.pdf}%
+				\includegraphics<2>[width=\textwidth]{radio_interferometry/trace_overlap/on-axis/dc_grid_power_time_fixes.py.no_offset.axis.trace_overlap.no_offset.pdf}%
+				\includegraphics<3>[width=\textwidth]{radio_interferometry/trace_overlap/on-axis/dc_grid_power_time_fixes.py.repair_phases.axis.trace_overlap.repair_phases.pdf}%
+				\includegraphics<4>[width=\textwidth]{radio_interferometry/trace_overlap/on-axis/dc_grid_power_time_fixes.py.repair_full.axis.trace_overlap.repair_full.pdf}%
 			\end{figure}
 		\end{column}
 	\end{columns}
@@ -217,12 +230,12 @@
 	\begin{columns}
 		\begin{column}{0.5\textwidth}
 			\centering
-			Pulsed beacon
+			Pulse method
 			\includegraphics[width=1.1\textwidth]{pulse/time_res_vs_snr_multiple_dt.pdf}
 		\end{column}
 		\begin{column}{0.5\textwidth}
 			\centering
-			Sine beacon
+			Sine method
 			\includegraphics[width=1.1\textwidth]{beacon/time_res_vs_snr.pdf}
 		\end{column}
 	\end{columns}