diff --git a/mp5/Project_5_Maggioni_Claudio.pdf b/mp5/Project_5_Maggioni_Claudio.pdf
index f78ea03..2bf0dc0 100644
Binary files a/mp5/Project_5_Maggioni_Claudio.pdf and b/mp5/Project_5_Maggioni_Claudio.pdf differ
diff --git a/mp5/Project_5_Maggioni_Claudio.tex b/mp5/Project_5_Maggioni_Claudio.tex
index a569b90..e20018e 100644
--- a/mp5/Project_5_Maggioni_Claudio.tex
+++ b/mp5/Project_5_Maggioni_Claudio.tex
@@ -127,6 +127,9 @@ My implementation is in the file \texttt{deblurring.m}. Plots for the original i
 from the two conjugate gradient functions over the iteration count can be found respectively in figure \ref{fig:orig},
 \ref{fig:mycg}, \ref{fig:pcg}, and \ref{fig:rvec}.
 
+As a terminating condition for the \texttt{myCG} implementation, I chose to check if the residual divided by the 2-norm of
+$b$ is less than the given tolerance. This mimicks the behaviour of MATLAB's \texttt{pcg} to allow for a better comparison.
+
 \begin{figure}[h]
 	\begin{subfigure}{0.33\textwidth}
 	\centering
diff --git a/mp5/Project_5_Maggioni_Claudio/deblurring.m b/mp5/Project_5_Maggioni_Claudio/deblurring.m
index 5b5ad1d..979bd21 100644
--- a/mp5/Project_5_Maggioni_Claudio/deblurring.m
+++ b/mp5/Project_5_Maggioni_Claudio/deblurring.m
@@ -26,7 +26,7 @@ bt = A' * b;
 IL = ichol(AT, struct('type', 'nofill', 'diagcomp', 0.01));
 
 [x, rvec] = myCG(AT, bt, zeros(size(b)), 200, 1e-6);
-[x2, ~, ~, ~, rvec2] = pcg(AT, bt, 1e-6, 200, IL, IL');
+[x2, flag, ~, ~, rvec2] = pcg(AT, bt, 1e-6, 200, IL, IL');
 
 X2 = zeros(250, 250);
 for i = 0:249
diff --git a/mp5/Project_5_Maggioni_Claudio/myCG.m b/mp5/Project_5_Maggioni_Claudio/myCG.m
index d014642..4bb976d 100644
--- a/mp5/Project_5_Maggioni_Claudio/myCG.m
+++ b/mp5/Project_5_Maggioni_Claudio/myCG.m
@@ -17,7 +17,7 @@ function [x,rvec] = myCG(A, b, x0, max_itr, tol)
         delta_old = delta_new;
         rvec(i + 1) = delta_new; 
         
-        if delta_new < tol
+        if delta_new / norm(b) < tol
             rvec = rvec(1:i+1);
             break
         end
diff --git a/mp5/img_my-1.png b/mp5/img_my-1.png
index dbf68b4..ea20e65 100644
Binary files a/mp5/img_my-1.png and b/mp5/img_my-1.png differ
diff --git a/mp5/img_my.tex b/mp5/img_my.tex
index bbafa21..b2ecb1f 100644
--- a/mp5/img_my.tex
+++ b/mp5/img_my.tex
@@ -3,12 +3,12 @@
 \begin{tikzpicture}
 
 \begin{axis}[%
-width=2.604in,
-height=2.604in,
-at={(0.962in,0.66in)},
+width=1.736in,
+height=1.736in,
+at={(0.75in,0.653in)},
 scale only axis,
-point meta min=-0.0128979816802523,
-point meta max=0.983438722992887,
+point meta min=-0.0235938830592792,
+point meta max=0.99393991750956,
 axis on top,
 xmin=0.5,
 xmax=250.5,
diff --git a/mp5/img_orig-1.png b/mp5/img_orig-1.png
index b3099a1..b064be2 100644
Binary files a/mp5/img_orig-1.png and b/mp5/img_orig-1.png differ
diff --git a/mp5/img_orig.tex b/mp5/img_orig.tex
index 092d4e9..162fa91 100644
--- a/mp5/img_orig.tex
+++ b/mp5/img_orig.tex
@@ -3,9 +3,9 @@
 \begin{tikzpicture}
 
 \begin{axis}[%
-width=2.604in,
-height=2.604in,
-at={(0.962in,0.66in)},
+width=1.736in,
+height=1.736in,
+at={(0.75in,0.653in)},
 scale only axis,
 point meta min=0.0282583971491394,
 point meta max=0.921555841989536,
diff --git a/mp5/img_rcg-1.png b/mp5/img_rcg-1.png
index fd7cf97..48c4fe0 100644
Binary files a/mp5/img_rcg-1.png and b/mp5/img_rcg-1.png differ
diff --git a/mp5/img_rcg.tex b/mp5/img_rcg.tex
index 85b5ede..2844301 100644
--- a/mp5/img_rcg.tex
+++ b/mp5/img_rcg.tex
@@ -3,12 +3,12 @@
 \begin{tikzpicture}
 
 \begin{axis}[%
-width=2.604in,
-height=2.604in,
-at={(0.962in,0.66in)},
+width=1.736in,
+height=1.736in,
+at={(0.75in,0.653in)},
 scale only axis,
-point meta min=-0.0235938830592846,
-point meta max=0.993939917509565,
+point meta min=0.0282583971491394,
+point meta max=0.921555841989536,
 axis on top,
 xmin=0.5,
 xmax=250.5,
diff --git a/mp5/res_log.tex b/mp5/res_log.tex
index 5560c34..dc2edef 100644
--- a/mp5/res_log.tex
+++ b/mp5/res_log.tex
@@ -6,14 +6,14 @@
 \begin{tikzpicture}
 
 \begin{axis}[%
-width=4.521in,
-height=3.566in,
-at={(0.758in,0.481in)},
+width=6.028in,
+height=4.754in,
+at={(1.011in,0.642in)},
 scale only axis,
 xmin=0,
-xmax=160,
+xmax=50,
 ymode=log,
-ymin=1e-10,
+ymin=1e-07,
 ymax=1,
 yminorticks=true,
 axis background/.style={fill=white},
@@ -24,40 +24,40 @@ title={Residual norms over iteration (y is log)}
   table[row sep=crcr]{%
 1	1\\
 2	0.557596535615506\\
-3	0.0776565625508994\\
+3	0.0776565625508993\\
 4	0.0198777323861488\\
-5	0.0079699888022587\\
-6	0.00379999756962288\\
-7	0.00203749487265271\\
+5	0.00796998880225869\\
+6	0.00379999756962287\\
+7	0.0020374948726527\\
 8	0.00117378505868276\\
-9	0.000679072640424651\\
-10	0.000460205525227465\\
+9	0.000679072640424649\\
+10	0.000460205525227464\\
 11	0.000299176988582771\\
 12	0.000208705837325249\\
-13	0.000154155368421639\\
+13	0.000154155368421638\\
 14	0.000112123271112138\\
-15	8.51723029158507e-05\\
-16	6.84145894011082e-05\\
-17	5.22773173463894e-05\\
-18	4.19658990284637e-05\\
+15	8.51723029158506e-05\\
+16	6.84145894011081e-05\\
+17	5.22773173463893e-05\\
+18	4.19658990284636e-05\\
 19	3.35813556680048e-05\\
-20	2.69909819855067e-05\\
+20	2.69909819855066e-05\\
 21	2.16953761012216e-05\\
 22	1.75366202909715e-05\\
 23	1.58613744370523e-05\\
 24	1.07527796769547e-05\\
 25	1.21386374874815e-05\\
-26	1.0281869987924e-05\\
-27	8.94827138078528e-06\\
-28	7.32098660262364e-06\\
-29	6.29855369167728e-06\\
-30	5.75608316894849e-06\\
-31	5.01303204699424e-06\\
-32	4.32711144148809e-06\\
-33	3.75161010629662e-06\\
-34	3.13429056757288e-06\\
-35	2.97535388105767e-06\\
-36	2.59579082920429e-06\\
+26	1.02818699879239e-05\\
+27	8.94827138078525e-06\\
+28	7.32098660262362e-06\\
+29	6.29855369167726e-06\\
+30	5.75608316894847e-06\\
+31	5.01303204699423e-06\\
+32	4.32711144148808e-06\\
+33	3.75161010629661e-06\\
+34	3.13429056757287e-06\\
+35	2.97535388105766e-06\\
+36	2.59579082920428e-06\\
 37	2.35613630297938e-06\\
 38	2.13570046200869e-06\\
 39	1.91918226507556e-06\\
@@ -65,115 +65,9 @@ title={Residual norms over iteration (y is log)}
 41	1.60497187780807e-06\\
 42	1.50673230165654e-06\\
 43	1.29912483256279e-06\\
-44	1.18346887626956e-06\\
+44	1.18346887626955e-06\\
 45	1.20647020748118e-06\\
-46	9.32512402536184e-07\\
-47	1.04433975171041e-06\\
-48	7.81977076368343e-07\\
-49	7.06367946061841e-07\\
-50	6.44485405918065e-07\\
-51	5.85991971721864e-07\\
-52	5.19890971305921e-07\\
-53	4.77565688325085e-07\\
-54	4.45837257417216e-07\\
-55	4.52354751810169e-07\\
-56	4.29038013881607e-07\\
-57	4.1992973890364e-07\\
-58	3.83172910236925e-07\\
-59	3.69121286102558e-07\\
-60	3.71629459514197e-07\\
-61	3.46046785121528e-07\\
-62	3.27576103337777e-07\\
-63	3.15320978192872e-07\\
-64	2.96758711344721e-07\\
-65	2.96817636331728e-07\\
-66	2.71124713000926e-07\\
-67	2.6290901313501e-07\\
-68	2.43462036182129e-07\\
-69	2.28404291071362e-07\\
-70	2.24415864473542e-07\\
-71	2.28468445317066e-07\\
-72	2.16184931431008e-07\\
-73	2.03658004162589e-07\\
-74	1.83416377348944e-07\\
-75	1.77025922497327e-07\\
-76	1.70006600401104e-07\\
-77	1.63491825605372e-07\\
-78	1.57088823572822e-07\\
-79	1.62321574880195e-07\\
-80	1.55517018193352e-07\\
-81	1.44132341985947e-07\\
-82	1.33984748126281e-07\\
-83	1.2519682821657e-07\\
-84	1.21215390780982e-07\\
-85	1.15338855777103e-07\\
-86	1.08276150400166e-07\\
-87	1.0480512415693e-07\\
-88	1.01804326380995e-07\\
-89	1.00101662634653e-07\\
-90	9.48101967192299e-08\\
-91	8.8924065689681e-08\\
-92	8.8198911570793e-08\\
-93	8.26647202805877e-08\\
-94	7.78552030683553e-08\\
-95	8.16807953528378e-08\\
-96	7.66807903210005e-08\\
-97	7.25436978662762e-08\\
-98	6.71702595720641e-08\\
-99	7.01343166575373e-08\\
-100	6.80449977565033e-08\\
-101	6.68192875014314e-08\\
-102	6.22828481503882e-08\\
-103	6.14945471895139e-08\\
-104	6.70743224722515e-08\\
-105	6.88753801346864e-08\\
-106	6.74234915968034e-08\\
-107	6.3875299735169e-08\\
-108	6.10832293660889e-08\\
-109	5.60972305769167e-08\\
-110	5.08646226784856e-08\\
-111	4.9561687694454e-08\\
-112	4.46580704300798e-08\\
-113	4.26878173046204e-08\\
-114	4.10291136047614e-08\\
-115	3.78768817391897e-08\\
-116	3.73532345146491e-08\\
-117	3.51670172399507e-08\\
-118	3.22365221922065e-08\\
-119	3.09141086362976e-08\\
-120	3.02505083958211e-08\\
-121	2.87114562212435e-08\\
-122	2.66853094500274e-08\\
-123	2.6004937830953e-08\\
-124	2.5128996812777e-08\\
-125	2.3900587385536e-08\\
-126	2.2409516154494e-08\\
-127	2.01607767874174e-08\\
-128	1.92165407176116e-08\\
-129	1.82690090540455e-08\\
-130	1.78770817200396e-08\\
-131	1.90428945268579e-08\\
-132	1.79884322125703e-08\\
-133	1.63052075399289e-08\\
-134	1.64180505448727e-08\\
-135	1.53303006209212e-08\\
-136	1.4871760637339e-08\\
-137	1.49330577072074e-08\\
-138	1.41966980752516e-08\\
-139	1.34094869141848e-08\\
-140	1.38131070735712e-08\\
-141	1.32790829181307e-08\\
-142	1.29281208590769e-08\\
-143	1.15621456920523e-08\\
-144	1.12246784883697e-08\\
-145	1.09924839400482e-08\\
-146	1.05286801140992e-08\\
-147	9.87772386372883e-09\\
-148	9.8725860305187e-09\\
-149	9.86619410929918e-09\\
-150	9.8729284798242e-09\\
-151	8.57478280643735e-09\\
-152	7.71779322745324e-09\\
+46	9.3251240253618e-07\\
 };
 \addplot [color=mycolor2, forget plot]
   table[row sep=crcr]{%
@@ -185,24 +79,24 @@ title={Residual norms over iteration (y is log)}
 6	6.2599388664747e-05\\
 7	3.67776811885644e-05\\
 8	2.26985377046381e-05\\
-9	2.75130507463433e-05\\
-10	1.74951186586757e-05\\
+9	2.75130507463434e-05\\
+10	1.74951186586756e-05\\
 11	2.49605697423791e-05\\
 12	1.12366572676273e-05\\
 13	1.54813768580115e-05\\
 14	1.23158281548519e-05\\
-15	8.3580459050464e-06\\
+15	8.35804590504644e-06\\
 16	1.06813390449761e-05\\
-17	4.65224806020401e-06\\
-18	4.34451840639607e-06\\
-19	1.9597444994322e-06\\
-20	1.88311897094725e-06\\
-21	1.76128803348424e-06\\
-22	1.27524022549895e-06\\
-23	1.36310372428712e-06\\
-24	1.03510657531695e-06\\
-25	1.00121067351792e-06\\
-26	9.55653227050214e-07\\
+17	4.65224806020403e-06\\
+18	4.34451840639611e-06\\
+19	1.95974449943222e-06\\
+20	1.88311897094728e-06\\
+21	1.76128803348428e-06\\
+22	1.275240225499e-06\\
+23	1.36310372428718e-06\\
+24	1.03510657531701e-06\\
+25	1.00121067351798e-06\\
+26	9.55653227048963e-07\\
 };
 \end{axis}
 \end{tikzpicture}%
\ No newline at end of file