diff --git a/julia_code/MWE_MutabilityErrors.jl b/julia_code/MWE_MutabilityErrors.jl
index aa57f3e..d18e254 100644
--- a/julia_code/MWE_MutabilityErrors.jl
+++ b/julia_code/MWE_MutabilityErrors.jl
@@ -965,7 +965,7 @@ uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
 
 # ╔═╡ Cell order:
 # ╠═20b324a4-3b6c-11ec-3673-d98ec8af9009
-# ╠═28c0d31f-e90a-415c-b35e-312bdf771ddf
+# ╟─28c0d31f-e90a-415c-b35e-312bdf771ddf
 # ╠═11a53b0c-465b-4f16-88d2-e0163e471fd6
 # ╠═1d4955f9-1d1c-4572-bc7b-9f002ea54042
 # ╠═6175d40b-0fa6-4cb4-8ef3-9765953ce97e
diff --git a/julia_code/Maliar_attempt.jl b/julia_code/Maliar_attempt.jl
index 2177092..1b19174 100644
--- a/julia_code/Maliar_attempt.jl
+++ b/julia_code/Maliar_attempt.jl
@@ -300,14 +300,6 @@ loss(a)
 # ╔═╡ 1e0cf592-fd96-4a01-84d1-078301ac7f99
 x = Flux.gradient(() -> loss(a), Flux.params(∂value))
 
-# ╔═╡ 8dad1cc0-4cd1-45c5-9b92-8fff8d06fd9b
-PlutoUI.with_terminal() do
-	println("beginning")
-for pr in Flux.params(∂value)
-	println(x[pr])
-end
-end
-
 # ╔═╡ 9b59255c-77b4-4df6-a70b-e1fdaab7619b
 grads_value1 = Flux.gradient(() -> loss(transition_residuals(G,H,F1,s,s,d,d,p,1,bm)),Flux.params(∂value))
 
@@ -914,7 +906,6 @@ uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
 # ╠═29a8f5c6-d5b8-4ec6-95a4-89025245787d
 # ╠═e1d0aeb8-8fb8-48a8-9842-7888d9fae1ad
 # ╠═1e0cf592-fd96-4a01-84d1-078301ac7f99
-# ╠═8dad1cc0-4cd1-45c5-9b92-8fff8d06fd9b
 # ╟─ba7ca719-9687-4f1a-9a36-89b795a1bc13
 # ╠═9b59255c-77b4-4df6-a70b-e1fdaab7619b
 # ╠═fda49870-c355-4b46-8d04-47268cb0372d