diff --git a/timesheet/timesheet.csv b/timesheet/timesheet.csv
index 061f700..ddd93f5 100644
--- a/timesheet/timesheet.csv
+++ b/timesheet/timesheet.csv
@@ -33,4 +33,17 @@ Week,Date,Type,Duration (Hours),Description
 10,10/28,Reporting,3,"Finalization, added Standard Error, Dempster-Shafer Theory, Fooled by Randomness"
 10,10/29,Reporting,1,"Lindy, Info Gap tie ins"
 10,10/29,Research,3,"Markov Chains (brilliant.org, towardsdatascience)"
-10,10/29,Reporting,2,"Markov Chain Summary and Visuals"
\ No newline at end of file
+10,10/29,Reporting,2,"Markov Chain Summary"
+10,10/31,Application,2,"Markov Chain examples and Visuals"
+10,10/31,Advising Meetings,1,"Remote Advising"
+10,10/31,Application,4,"Cost-Benefit Analysis of Remote Education"
+11,11/5,Research,2,"Hidden Markov Models"
+11,11/6,Research,2,"Viterbi Algorithm"
+11,11/8,Advising Meetings,1.5,"Practicality of Hidden Markov, Viterbi Discussion"
+12,11/10,Research,2.5,"Struggling with Viterbi"
+12,11/11,Research,3,"Skin in the Game - Renormalization and Minority Rule"
+12,11/12,Application,2,"HMM Applications Overviews"
+12,11/14,Research,2,"Re-learning Viterbi with LLM assistance"
+12,11/14,Reporting,1.5,"Contrasting Viterbi to exponential blowup"
+12,11/15,Reporting,3,"Viterbi graphics"
+12,11/15,Reporting,1,"Renormalization and Minority Rule Reporting"
diff --git a/timesheet/timesheet.pdf b/timesheet/timesheet.pdf
index 9dfa38b..6337cc9 100644
Binary files a/timesheet/timesheet.pdf and b/timesheet/timesheet.pdf differ
diff --git a/timesheet/timesheet.tex b/timesheet/timesheet.tex
index 7f7a73e..54a74ea 100644
--- a/timesheet/timesheet.tex
+++ b/timesheet/timesheet.tex
@@ -99,14 +99,40 @@ Week & Date & Type & Duration (Hours) & Description \\
 \hline
 10 & 10/29 & Research & 3 & Markov Chains (brilliant.org, towardsdatascience) \\
 \hline
-10 & 10/29 & Reporting & 2 & Markov Chain Summary and Visuals \\
+10 & 10/29 & Reporting & 2 & Markov Chain Summary \\
+\hline
+10 & 10/31 & Application & 2 & Markov Chain examples and Visuals \\
+\hline
+10 & 10/31 & Advising Meetings & 1 & Remote Advising \\
+\hline
+10 & 10/31 & Application & 4 & Cost-Benefit Analysis of Remote Education \\
+\hline
+11 & 11/5 & Research & 2 & Hidden Markov Models \\
+\hline
+11 & 11/6 & Research & 2 & Viterbi Algorithm \\
+\hline
+11 & 11/8 & Advising Meetings & 1.5 & Practicality of Hidden Markov, Viterbi Discussion \\
+\hline
+12 & 11/10 & Research & 2.5 & Struggling with Viterbi \\
+\hline
+12 & 11/11 & Research & 3 & Skin in the Game - Renormalization and Minority Rule \\
+\hline
+12 & 11/12 & Application & 2 & HMM Applications Overviews \\
+\hline
+12 & 11/14 & Research & 2 & Re-learning Viterbi with LLM assistance \\
+\hline
+12 & 11/14 & Reporting & 1.5 & Contrasting Viterbi to exponential blowup \\
+\hline
+12 & 11/15 & Reporting & 3 & Viterbi graphics \\
+\hline
+12 & 11/15 & Reporting & 1 & Renormalization and Minority Rule Reporting \\
 \hline
 \end{longtable}
-\noindent Hours for Advising Meetings: 7.5\\
-Hours for Application: 8.0\\
-Hours for Reporting: 24.5\\
-Hours for Research: 34.5\\
-\textbf{Total Hours: 74.5}\\
+\noindent Hours for Advising Meetings: 10.0\\
+Hours for Application: 16.0\\
+Hours for Reporting: 30.0\\
+Hours for Research: 46.0\\
+\textbf{Total Hours: 102.0}\\
 % CLOSE Timesheet
 
 \end{document}
\ No newline at end of file