diff --git a/index.html b/index.html
index b5768fed..633d83e6 100755
--- a/index.html
+++ b/index.html
@@ -338,15 +338,7 @@ <h4>ARCHER2 GPU Driving Test </h4>
 
 
 
-		<div class="block">	
-
-			<h4>ARCHER2 Calendar 2025</h4>	
-
-			Sign up to receive your free copy of the ARCHER2 Calendar 2025 posted straight to your desk
-											
-			<a href="https://bit.ly/ARCHER2-Calendar-2025"><img style="width: 98%" src="../../img/splash/241010-calendar.jpg" alt="ARCHER2 Calendar 2025" /></a> 															
-												
-	    </div>	
+	
 
 		<div class="block">	
 
@@ -375,11 +367,9 @@ <h4>eCSE </h4>
 		<div class="block">
 			<h4><a href="../../research/case-studies/">Case Studies</a> </h4>	
 
-			<h5><a href="../../research/case-studies"> Solvation and Charge Transfer Processes at Semiconductor/Liquid Water Interfaces </a></h5>					
-			<a href="../../research/case-studies"><img style="width: 98%" src="../../research/case-studies/solvation/solvation.jpg" alt="iceberg" /></a> 	<br /><br />	
-
-			<h5><a href="../../research/case-studies"> High-Fidelity Simulations to Improve Performance and Safety of Nuclear Reactors </a></h5>					
-			<a href="../../research/case-studies"><img style="width: 98%" src="../../research/case-studies/reactors/reactors.jpg" alt="iceberg" /></a> 	<br /><br />	
+			<h5><a href="../../research/case-studies"> Simulating a flexible infectious viral protein </a></h5>					
+			<a href="../../research/case-studies"><img style="width: 98%" src="../../research/case-studies/viral-protein/viral-protein.jpg" alt="Infectious viral protein" /></a> 	<br /><br />	
+	
 
 		</div>				
 	
diff --git a/training/feedback/index.html b/training/feedback/index.html
index f6ff8914..42d8ada5 100644
--- a/training/feedback/index.html
+++ b/training/feedback/index.html
@@ -71,6 +71,7 @@ <h3><label for="course">Please select the training course you attended: *</label
 <option  required id="241203-sycl" value="SYCL (3 December 2024) Online" /> Cross-vendor GPU development with C++ and SYCL (3 December 2024) Online  </option> 
 
 <option  required id="241202-lammps" value="LAMMPS (2 and 9 December 2024) Online" /> Introduction to LAMMPS (2 and 9 December 2024) Online  </option> 
+<option  required id="241126-int-sw-dev" value="Intermediate Research Software Development (26-28 November 2024) Belfast" /> Intermediate Research Software Development (26-28 November 2024) Belfast  </option> 
 
 
 <option  required id="210000-mpi-self-service" value="Message-passing Programming with MPI, Online, Self-service" /> Message-passing Programming with MPI, Online, Self-service  </option> 
@@ -83,7 +84,6 @@ <h3><label for="course">Please select the training course you attended: *</label
 
 
 <option  required id="241126-mpi" value="Message-passing Programming with MPI(26-27 November 2024) Birmingham" /> Message-passing Programming with MPI(26-27 November 2024) Birmingham </option> 
-<option  required id="241126-int-sw-dev" value="Intermediate Research Software Development (26-28 November 2024) Belfast" /> Intermediate Research Software Development (26-28 November 2024) Belfast  </option> 
 <option  required id="241118-hpc-carpentry" value="HPC Carpentry (18-19 November 2024) Newcastle" /> HPC Carpentry (18-19 November 2024) Newcastle  </option> 
 <option  required id="241112-single-node" value="Single Node Performance Optimisation (12-13 November 2024) Edinburgh" /> Single Node Performance Optimiation (12-13 November 2024) Edinburgh  </option> 
 <option  required id="241021-analysis-visualisation-python" value="Data Analysis and Visualisation in Python, (21-22 October 2024), Online" /> Data Analysis and Visualisation in Python, (21-22 October 2024), Online   </option>