diff --git a/doc/pub/week3/html/._week3-bs001.html b/doc/pub/week3/html/._week3-bs001.html
index 71d3615b..ca03dbb1 100644
--- a/doc/pub/week3/html/._week3-bs001.html
+++ b/doc/pub/week3/html/._week3-bs001.html
@@ -291,7 +291,7 @@ <h2 id="overview-of-week-5-january-29-february-2" class="anchor">Overview of wee
 <ul>
 <li> Overview video on <a href="https://www.youtube.com/watch?v=h1NOS_wxgGg&ab_channel=JeffPicton" target="_self">Metropolis algoritm</a></li>
 <li> <a href="https://youtu.be/lxIT8AlQlJU" target="_self">Video of lecture</a></li>
-<li> <a href="https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2023/NotesFebruary2.pdf" target="_self">Whiteboard notes</a></li>
+<li> <a href="https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2024/NotesFebruary2.pdf" target="_self">Whiteboard notes</a></li>
 </ul>
 </div>
 </div>
diff --git a/doc/pub/week3/html/week3-reveal.html b/doc/pub/week3/html/week3-reveal.html
index 7a19b363..39abb3d9 100644
--- a/doc/pub/week3/html/week3-reveal.html
+++ b/doc/pub/week3/html/week3-reveal.html
@@ -212,7 +212,7 @@ <h2 id="overview-of-week-5-january-29-february-2">Overview of week 5, January 29
 <ul>
 <p><li> Overview video on <a href="https://www.youtube.com/watch?v=h1NOS_wxgGg&ab_channel=JeffPicton" target="_blank">Metropolis algoritm</a></li>
 <p><li> <a href="https://youtu.be/lxIT8AlQlJU" target="_blank">Video of lecture</a></li>
-<p><li> <a href="https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2023/NotesFebruary2.pdf" target="_blank">Whiteboard notes</a></li>
+<p><li> <a href="https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2024/NotesFebruary2.pdf" target="_blank">Whiteboard notes</a></li>
 </ul>
 </div>
 </section>
diff --git a/doc/pub/week3/html/week3-solarized.html b/doc/pub/week3/html/week3-solarized.html
index 7e614f1c..42d2077c 100644
--- a/doc/pub/week3/html/week3-solarized.html
+++ b/doc/pub/week3/html/week3-solarized.html
@@ -266,7 +266,7 @@ <h2 id="overview-of-week-5-january-29-february-2">Overview of week 5, January 29
 <ul>
 <li> Overview video on <a href="https://www.youtube.com/watch?v=h1NOS_wxgGg&ab_channel=JeffPicton" target="_blank">Metropolis algoritm</a></li>
 <li> <a href="https://youtu.be/lxIT8AlQlJU" target="_blank">Video of lecture</a></li>
-<li> <a href="https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2023/NotesFebruary2.pdf" target="_blank">Whiteboard notes</a></li>
+<li> <a href="https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2024/NotesFebruary2.pdf" target="_blank">Whiteboard notes</a></li>
 </ul>
 </div>
 
diff --git a/doc/pub/week3/html/week3.html b/doc/pub/week3/html/week3.html
index b1ca9776..80053d0b 100644
--- a/doc/pub/week3/html/week3.html
+++ b/doc/pub/week3/html/week3.html
@@ -343,7 +343,7 @@ <h2 id="overview-of-week-5-january-29-february-2">Overview of week 5, January 29
 <ul>
 <li> Overview video on <a href="https://www.youtube.com/watch?v=h1NOS_wxgGg&ab_channel=JeffPicton" target="_blank">Metropolis algoritm</a></li>
 <li> <a href="https://youtu.be/lxIT8AlQlJU" target="_blank">Video of lecture</a></li>
-<li> <a href="https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2023/NotesFebruary2.pdf" target="_blank">Whiteboard notes</a></li>
+<li> <a href="https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2024/NotesFebruary2.pdf" target="_blank">Whiteboard notes</a></li>
 </ul>
 </div>
 
diff --git a/doc/pub/week3/ipynb/ipynb-week3-src.tar.gz b/doc/pub/week3/ipynb/ipynb-week3-src.tar.gz
index e0c609bf..66397bfa 100644
Binary files a/doc/pub/week3/ipynb/ipynb-week3-src.tar.gz and b/doc/pub/week3/ipynb/ipynb-week3-src.tar.gz differ
diff --git a/doc/pub/week3/ipynb/week3.ipynb b/doc/pub/week3/ipynb/week3.ipynb
index 665a684d..d64d56c1 100644
--- a/doc/pub/week3/ipynb/week3.ipynb
+++ b/doc/pub/week3/ipynb/week3.ipynb
@@ -2,7 +2,7 @@
  "cells": [
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-   "id": "19378247",
+   "id": "9ccf274f",
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@@ -14,7 +14,7 @@
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@@ -27,7 +27,7 @@
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+   "id": "01e6f3bb",
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@@ -45,12 +45,12 @@
     "\n",
     "* [Video of lecture](https://youtu.be/lxIT8AlQlJU)\n",
     "\n",
-    "* [Whiteboard notes](https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2023/NotesFebruary2.pdf)"
+    "* [Whiteboard notes](https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2024/NotesFebruary2.pdf)"
    ]
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   {
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-   "id": "c82f00f9",
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@@ -63,7 +63,7 @@
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@@ -75,7 +75,7 @@
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@@ -85,7 +85,7 @@
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@@ -97,7 +97,7 @@
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@@ -109,7 +109,7 @@
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+   "id": "b1780691",
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@@ -120,7 +120,7 @@
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+   "id": "24de8701",
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@@ -132,7 +132,7 @@
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+   "id": "7d4e725f",
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@@ -143,7 +143,7 @@
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@@ -154,7 +154,7 @@
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+   "id": "0d66a17a",
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@@ -166,7 +166,7 @@
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@@ -176,7 +176,7 @@
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-   "id": "2f68e58e",
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@@ -188,7 +188,7 @@
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-   "id": "5b572954",
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@@ -199,7 +199,7 @@
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@@ -211,7 +211,7 @@
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-   "id": "cdbc429e",
+   "id": "d5aa9907",
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@@ -221,7 +221,7 @@
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+   "id": "a901f556",
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@@ -233,7 +233,7 @@
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-   "id": "4cbb60e2",
+   "id": "671d2989",
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@@ -243,7 +243,7 @@
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@@ -254,7 +254,7 @@
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@@ -266,7 +266,7 @@
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@@ -276,7 +276,7 @@
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@@ -288,7 +288,7 @@
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@@ -298,7 +298,7 @@
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@@ -310,7 +310,7 @@
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-   "id": "dc3fc754",
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@@ -328,7 +328,7 @@
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-   "id": "a824acdf",
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@@ -366,7 +366,7 @@
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+   "id": "3564d508",
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@@ -377,7 +377,7 @@
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-   "id": "d8a0b570",
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@@ -430,7 +430,7 @@
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@@ -441,7 +441,7 @@
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-   "id": "ac34e44a",
+   "id": "62e15777",
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@@ -520,7 +520,7 @@
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@@ -531,7 +531,7 @@
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-   "id": "0b0fac35",
+   "id": "a73a8b25",
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@@ -570,7 +570,7 @@
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@@ -582,7 +582,7 @@
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@@ -597,7 +597,7 @@
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@@ -608,7 +608,7 @@
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@@ -620,7 +620,7 @@
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@@ -631,7 +631,7 @@
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@@ -643,7 +643,7 @@
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@@ -656,7 +656,7 @@
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@@ -669,7 +669,7 @@
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@@ -681,7 +681,7 @@
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@@ -693,7 +693,7 @@
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@@ -705,7 +705,7 @@
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@@ -717,7 +717,7 @@
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@@ -729,7 +729,7 @@
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@@ -741,7 +741,7 @@
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@@ -751,7 +751,7 @@
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@@ -763,7 +763,7 @@
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@@ -775,7 +775,7 @@
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@@ -789,7 +789,7 @@
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@@ -801,7 +801,7 @@
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@@ -813,7 +813,7 @@
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@@ -843,7 +843,7 @@
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@@ -869,7 +869,7 @@
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@@ -879,7 +879,7 @@
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@@ -892,7 +892,7 @@
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@@ -933,7 +933,7 @@
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@@ -1075,7 +1075,7 @@
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@@ -1113,7 +1113,7 @@
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@@ -1123,7 +1123,7 @@
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@@ -1137,7 +1137,7 @@
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@@ -1149,7 +1149,7 @@
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@@ -1161,7 +1161,7 @@
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@@ -1171,7 +1171,7 @@
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@@ -1185,7 +1185,7 @@
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@@ -1195,7 +1195,7 @@
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@@ -1207,7 +1207,7 @@
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@@ -1217,7 +1217,7 @@
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@@ -1229,7 +1229,7 @@
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@@ -1248,7 +1248,7 @@
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@@ -1260,7 +1260,7 @@
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@@ -1272,7 +1272,7 @@
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@@ -1283,7 +1283,7 @@
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@@ -1297,7 +1297,7 @@
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@@ -1319,7 +1319,7 @@
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@@ -1334,7 +1334,7 @@
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@@ -1346,7 +1346,7 @@
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@@ -1360,7 +1360,7 @@
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@@ -1372,7 +1372,7 @@
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@@ -1385,7 +1385,7 @@
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@@ -1400,7 +1400,7 @@
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@@ -1412,7 +1412,7 @@
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@@ -1428,7 +1428,7 @@
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@@ -1443,7 +1443,7 @@
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@@ -1455,7 +1455,7 @@
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@@ -1465,7 +1465,7 @@
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@@ -1477,7 +1477,7 @@
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@@ -1487,7 +1487,7 @@
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@@ -1501,7 +1501,7 @@
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@@ -1513,7 +1513,7 @@
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@@ -1523,7 +1523,7 @@
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@@ -1535,7 +1535,7 @@
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@@ -1545,7 +1545,7 @@
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@@ -1557,7 +1557,7 @@
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@@ -1569,7 +1569,7 @@
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@@ -1584,7 +1584,7 @@
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@@ -1596,7 +1596,7 @@
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@@ -1606,7 +1606,7 @@
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@@ -1618,7 +1618,7 @@
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@@ -1628,7 +1628,7 @@
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@@ -1640,7 +1640,7 @@
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@@ -1650,7 +1650,7 @@
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@@ -1665,7 +1665,7 @@
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@@ -1677,7 +1677,7 @@
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@@ -1688,7 +1688,7 @@
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@@ -1700,7 +1700,7 @@
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@@ -1710,7 +1710,7 @@
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@@ -1722,7 +1722,7 @@
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@@ -1734,7 +1734,7 @@
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@@ -1746,7 +1746,7 @@
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@@ -1756,7 +1756,7 @@
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@@ -1769,7 +1769,7 @@
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@@ -1781,7 +1781,7 @@
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@@ -1794,7 +1794,7 @@
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@@ -1804,7 +1804,7 @@
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@@ -1816,7 +1816,7 @@
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@@ -1836,7 +1836,7 @@
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@@ -1849,7 +1849,7 @@
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@@ -1860,7 +1860,7 @@
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@@ -1874,7 +1874,7 @@
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@@ -1886,7 +1886,7 @@
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@@ -1896,7 +1896,7 @@
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@@ -1908,7 +1908,7 @@
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@@ -1918,7 +1918,7 @@
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@@ -1930,7 +1930,7 @@
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@@ -1942,7 +1942,7 @@
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@@ -1954,7 +1954,7 @@
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@@ -1965,7 +1965,7 @@
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@@ -1977,7 +1977,7 @@
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@@ -1990,7 +1990,7 @@
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@@ -2002,7 +2002,7 @@
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@@ -2012,7 +2012,7 @@
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@@ -2024,7 +2024,7 @@
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@@ -2036,7 +2036,7 @@
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@@ -2048,7 +2048,7 @@
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@@ -2058,7 +2058,7 @@
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@@ -2072,7 +2072,7 @@
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@@ -2086,7 +2086,7 @@
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@@ -2098,7 +2098,7 @@
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@@ -2112,7 +2112,7 @@
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@@ -2123,7 +2123,7 @@
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@@ -2137,7 +2137,7 @@
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@@ -2151,7 +2151,7 @@
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@@ -2162,7 +2162,7 @@
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@@ -2176,7 +2176,7 @@
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@@ -2187,7 +2187,7 @@
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@@ -2198,7 +2198,7 @@
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@@ -2211,7 +2211,7 @@
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@@ -2221,7 +2221,7 @@
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@@ -2235,7 +2235,7 @@
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@@ -2251,7 +2251,7 @@
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@@ -2265,7 +2265,7 @@
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@@ -2276,7 +2276,7 @@
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@@ -2290,7 +2290,7 @@
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@@ -2301,7 +2301,7 @@
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@@ -2318,7 +2318,7 @@
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@@ -2331,7 +2331,7 @@
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@@ -2343,7 +2343,7 @@
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@@ -2355,7 +2355,7 @@
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@@ -2367,7 +2367,7 @@
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@@ -2381,7 +2381,7 @@
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@@ -2394,7 +2394,7 @@
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@@ -2407,7 +2407,7 @@
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   {
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-   "id": "e65da69e",
+   "id": "5417d153",
    "metadata": {
     "editable": true
    },
@@ -2422,7 +2422,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3e51078e",
+   "id": "95d7c3fb",
    "metadata": {
     "editable": true
    },
@@ -2434,7 +2434,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "216639ca",
+   "id": "81b5fcf0",
    "metadata": {
     "editable": true
    },
@@ -2444,7 +2444,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f039be8e",
+   "id": "94e1c38e",
    "metadata": {
     "editable": true
    },
@@ -2456,7 +2456,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f377bff4",
+   "id": "65c43c0a",
    "metadata": {
     "editable": true
    },
@@ -2466,7 +2466,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fed3e1de",
+   "id": "1e01ead7",
    "metadata": {
     "editable": true
    },
@@ -2478,7 +2478,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e7120041",
+   "id": "f57d35fe",
    "metadata": {
     "editable": true
    },
@@ -2488,7 +2488,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e89b68e6",
+   "id": "3ab4b406",
    "metadata": {
     "editable": true
    },
@@ -2500,7 +2500,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "36d918a7",
+   "id": "dbbf26c0",
    "metadata": {
     "editable": true
    },
@@ -2510,7 +2510,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "414c9c10",
+   "id": "ccb1e041",
    "metadata": {
     "editable": true
    },
@@ -2523,7 +2523,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d89c164b",
+   "id": "56c7ecbd",
    "metadata": {
     "editable": true
    },
@@ -2535,7 +2535,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a98dbc38",
+   "id": "50958f9f",
    "metadata": {
     "editable": true
    },
@@ -2545,7 +2545,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "de2b5f1b",
+   "id": "a4f4ba2a",
    "metadata": {
     "editable": true
    },
@@ -2558,7 +2558,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2d3d1bb1",
+   "id": "40dcea14",
    "metadata": {
     "editable": true
    },
@@ -2568,7 +2568,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f432d95a",
+   "id": "0e16e3f5",
    "metadata": {
     "editable": true
    },
@@ -2580,7 +2580,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "50155590",
+   "id": "32f9ad1b",
    "metadata": {
     "editable": true
    },
@@ -2593,7 +2593,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "78ebdd34",
+   "id": "0a14e7e0",
    "metadata": {
     "editable": true
    },
@@ -2605,7 +2605,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fed0ae33",
+   "id": "580a8b5a",
    "metadata": {
     "editable": true
    },
@@ -2615,7 +2615,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c200ef4a",
+   "id": "de178e08",
    "metadata": {
     "editable": true
    },
@@ -2627,7 +2627,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "19742475",
+   "id": "74ea656c",
    "metadata": {
     "editable": true
    },
diff --git a/doc/pub/week3/pdf/week3-beamer.pdf b/doc/pub/week3/pdf/week3-beamer.pdf
index d43777e0..c168889b 100644
Binary files a/doc/pub/week3/pdf/week3-beamer.pdf and b/doc/pub/week3/pdf/week3-beamer.pdf differ
diff --git a/doc/pub/week3/pdf/week3.pdf b/doc/pub/week3/pdf/week3.pdf
index d70ce9f1..93608670 100644
Binary files a/doc/pub/week3/pdf/week3.pdf and b/doc/pub/week3/pdf/week3.pdf differ
diff --git a/doc/src/week3/week3.do.txt b/doc/src/week3/week3.do.txt
index 13565904..f2c57c8a 100644
--- a/doc/src/week3/week3.do.txt
+++ b/doc/src/week3/week3.do.txt
@@ -13,7 +13,7 @@ DATE: February 2
 !bblock Teaching Material, videos and written material
 * Overview video on "Metropolis algoritm":"https://www.youtube.com/watch?v=h1NOS_wxgGg&ab_channel=JeffPicton"
 * "Video of lecture":"https://youtu.be/lxIT8AlQlJU"
-* "Whiteboard notes":"https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2023/NotesFebruary2.pdf"
+* "Whiteboard notes":"https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2024/NotesFebruary2.pdf"
 !eblock