diff --git a/doc/pub/week9/html/._week9-bs001.html b/doc/pub/week9/html/._week9-bs001.html
index 42bc0155..f4b5fdb1 100644
--- a/doc/pub/week9/html/._week9-bs001.html
+++ b/doc/pub/week9/html/._week9-bs001.html
@@ -660,7 +660,7 @@ <h2 id="overview-of-week-11-march-11-15" class="anchor">Overview of week 11, Mar
 <li> Resampling Techniques, emphasis on  Blocking</li> 
 <li> Discussion of onebody densities (whiteboard notes)</li>
 <li> Start discussion on optimization and parallelization for Python and C++</li>
-<li> <a href="https://youtu.be/BApU9vheiTM" target="_self">Video of lecture TBA</a></li>
+<li> <a href="https://youtu.be/BApU9vheiTM" target="_self">Video of lecture</a></li>
 <li> <a href="https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2024/NotesMarch15.pdf" target="_self">Handwritten notes</a></li>
 </ol>
 </div>
diff --git a/doc/pub/week9/html/week9-reveal.html b/doc/pub/week9/html/week9-reveal.html
index 11582fc7..3ce419cc 100644
--- a/doc/pub/week9/html/week9-reveal.html
+++ b/doc/pub/week9/html/week9-reveal.html
@@ -204,7 +204,7 @@ <h2 id="overview-of-week-11-march-11-15">Overview of week 11, March 11-15 </h2>
 <p><li> Resampling Techniques, emphasis on  Blocking</li> 
 <p><li> Discussion of onebody densities (whiteboard notes)</li>
 <p><li> Start discussion on optimization and parallelization for Python and C++</li>
-<p><li> <a href="https://youtu.be/BApU9vheiTM" target="_blank">Video of lecture TBA</a></li>
+<p><li> <a href="https://youtu.be/BApU9vheiTM" target="_blank">Video of lecture</a></li>
 <p><li> <a href="https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2024/NotesMarch15.pdf" target="_blank">Handwritten notes</a></li>
 </ol>
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diff --git a/doc/pub/week9/html/week9-solarized.html b/doc/pub/week9/html/week9-solarized.html
index 9180140d..5388ac6f 100644
--- a/doc/pub/week9/html/week9-solarized.html
+++ b/doc/pub/week9/html/week9-solarized.html
@@ -543,7 +543,7 @@ <h2 id="overview-of-week-11-march-11-15">Overview of week 11, March 11-15 </h2>
 <li> Resampling Techniques, emphasis on  Blocking</li> 
 <li> Discussion of onebody densities (whiteboard notes)</li>
 <li> Start discussion on optimization and parallelization for Python and C++</li>
-<li> <a href="https://youtu.be/BApU9vheiTM" target="_blank">Video of lecture TBA</a></li>
+<li> <a href="https://youtu.be/BApU9vheiTM" target="_blank">Video of lecture</a></li>
 <li> <a href="https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2024/NotesMarch15.pdf" target="_blank">Handwritten notes</a></li>
 </ol>
 </div>
diff --git a/doc/pub/week9/html/week9.html b/doc/pub/week9/html/week9.html
index d986a55e..6e49afcc 100644
--- a/doc/pub/week9/html/week9.html
+++ b/doc/pub/week9/html/week9.html
@@ -620,7 +620,7 @@ <h2 id="overview-of-week-11-march-11-15">Overview of week 11, March 11-15 </h2>
 <li> Resampling Techniques, emphasis on  Blocking</li> 
 <li> Discussion of onebody densities (whiteboard notes)</li>
 <li> Start discussion on optimization and parallelization for Python and C++</li>
-<li> <a href="https://youtu.be/BApU9vheiTM" target="_blank">Video of lecture TBA</a></li>
+<li> <a href="https://youtu.be/BApU9vheiTM" target="_blank">Video of lecture</a></li>
 <li> <a href="https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2024/NotesMarch15.pdf" target="_blank">Handwritten notes</a></li>
 </ol>
 </div>
diff --git a/doc/pub/week9/ipynb/ipynb-week9-src.tar.gz b/doc/pub/week9/ipynb/ipynb-week9-src.tar.gz
index cbdd144e..0a9c7a67 100644
Binary files a/doc/pub/week9/ipynb/ipynb-week9-src.tar.gz and b/doc/pub/week9/ipynb/ipynb-week9-src.tar.gz differ
diff --git a/doc/pub/week9/ipynb/week9.ipynb b/doc/pub/week9/ipynb/week9.ipynb
index a4b4bc0c..95ff85b1 100644
--- a/doc/pub/week9/ipynb/week9.ipynb
+++ b/doc/pub/week9/ipynb/week9.ipynb
@@ -2,7 +2,7 @@
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@@ -43,7 +43,7 @@
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     "4. Start discussion on optimization and parallelization for Python and C++\n",
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-    "5. [Video of lecture TBA](https://youtu.be/BApU9vheiTM)\n",
+    "5. [Video of lecture](https://youtu.be/BApU9vheiTM)\n",
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@@ -265,7 +265,7 @@
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@@ -277,7 +277,7 @@
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@@ -393,7 +393,7 @@
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@@ -437,7 +437,7 @@
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@@ -449,7 +449,7 @@
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@@ -461,7 +461,7 @@
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@@ -475,7 +475,7 @@
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@@ -558,7 +558,7 @@
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@@ -576,7 +576,7 @@
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@@ -590,7 +590,7 @@
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@@ -1414,7 +1414,7 @@
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@@ -1425,7 +1425,7 @@
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@@ -1440,7 +1440,7 @@
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@@ -1456,7 +1456,7 @@
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@@ -1470,7 +1470,7 @@
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@@ -1480,7 +1480,7 @@
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@@ -1494,7 +1494,7 @@
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@@ -1505,7 +1505,7 @@
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@@ -1523,7 +1523,7 @@
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@@ -1539,7 +1539,7 @@
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@@ -1555,7 +1555,7 @@
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@@ -1569,7 +1569,7 @@
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@@ -1583,7 +1583,7 @@
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@@ -1602,7 +1602,7 @@
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@@ -1614,7 +1614,7 @@
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@@ -1625,7 +1625,7 @@
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@@ -1654,7 +1654,7 @@
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@@ -1665,7 +1665,7 @@
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@@ -1677,7 +1677,7 @@
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@@ -1690,7 +1690,7 @@
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@@ -1701,7 +1701,7 @@
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@@ -1713,7 +1713,7 @@
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@@ -1730,7 +1730,7 @@
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@@ -1742,7 +1742,7 @@
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@@ -1757,7 +1757,7 @@
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@@ -1767,7 +1767,7 @@
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@@ -1785,7 +1785,7 @@
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@@ -1796,7 +1796,7 @@
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@@ -1855,7 +1855,7 @@
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@@ -1866,7 +1866,7 @@
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@@ -1876,7 +1876,7 @@
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@@ -1886,7 +1886,7 @@
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@@ -1896,7 +1896,7 @@
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@@ -1907,7 +1907,7 @@
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@@ -1920,7 +1920,7 @@
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@@ -1931,7 +1931,7 @@
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@@ -1944,7 +1944,7 @@
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@@ -1954,7 +1954,7 @@
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@@ -1965,7 +1965,7 @@
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@@ -1975,7 +1975,7 @@
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@@ -1985,7 +1985,7 @@
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@@ -1995,7 +1995,7 @@
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@@ -2005,7 +2005,7 @@
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@@ -2015,7 +2015,7 @@
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@@ -2025,7 +2025,7 @@
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@@ -2035,7 +2035,7 @@
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@@ -2049,7 +2049,7 @@
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@@ -2061,7 +2061,7 @@
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@@ -2071,7 +2071,7 @@
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@@ -2085,7 +2085,7 @@
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@@ -2098,7 +2098,7 @@
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@@ -2108,7 +2108,7 @@
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@@ -2122,7 +2122,7 @@
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@@ -2140,7 +2140,7 @@
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@@ -2150,7 +2150,7 @@
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@@ -2162,7 +2162,7 @@
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@@ -2176,7 +2176,7 @@
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@@ -2186,7 +2186,7 @@
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@@ -2200,7 +2200,7 @@
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@@ -2212,7 +2212,7 @@
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@@ -2222,7 +2222,7 @@
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@@ -2235,7 +2235,7 @@
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@@ -2248,7 +2248,7 @@
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@@ -2258,7 +2258,7 @@
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@@ -2271,7 +2271,7 @@
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@@ -2281,7 +2281,7 @@
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@@ -2294,7 +2294,7 @@
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@@ -2307,7 +2307,7 @@
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@@ -2318,7 +2318,7 @@
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@@ -2332,7 +2332,7 @@
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@@ -2346,7 +2346,7 @@
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@@ -2374,7 +2374,7 @@
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@@ -2394,7 +2394,7 @@
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@@ -2406,7 +2406,7 @@
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@@ -2422,7 +2422,7 @@
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@@ -2441,7 +2441,7 @@
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@@ -2461,7 +2461,7 @@
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@@ -2479,7 +2479,7 @@
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@@ -2500,7 +2500,7 @@
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@@ -2517,7 +2517,7 @@
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@@ -2527,7 +2527,7 @@
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@@ -2558,7 +2558,7 @@
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@@ -2569,7 +2569,7 @@
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@@ -2581,7 +2581,7 @@
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@@ -2593,7 +2593,7 @@
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@@ -2603,7 +2603,7 @@
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@@ -2615,7 +2615,7 @@
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@@ -2625,7 +2625,7 @@
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@@ -2655,7 +2655,7 @@
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@@ -2666,7 +2666,7 @@
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@@ -2678,7 +2678,7 @@
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@@ -2688,7 +2688,7 @@
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@@ -2700,7 +2700,7 @@
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@@ -2710,7 +2710,7 @@
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@@ -2722,7 +2722,7 @@
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@@ -2744,7 +2744,7 @@
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@@ -2765,7 +2765,7 @@
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@@ -2775,7 +2775,7 @@
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@@ -2832,7 +2832,7 @@
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@@ -2843,7 +2843,7 @@
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@@ -2917,7 +2917,7 @@
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@@ -2936,7 +2936,7 @@
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@@ -2952,7 +2952,7 @@
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@@ -2967,7 +2967,7 @@
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@@ -2985,7 +2985,7 @@
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@@ -3002,7 +3002,7 @@
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@@ -3013,7 +3013,7 @@
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@@ -3025,7 +3025,7 @@
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@@ -3035,7 +3035,7 @@
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@@ -3047,7 +3047,7 @@
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@@ -3057,7 +3057,7 @@
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@@ -3069,7 +3069,7 @@
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@@ -3079,7 +3079,7 @@
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@@ -3091,7 +3091,7 @@
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@@ -3103,7 +3103,7 @@
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@@ -3119,7 +3119,7 @@
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@@ -3137,7 +3137,7 @@
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@@ -3158,7 +3158,7 @@
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@@ -3172,7 +3172,7 @@
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@@ -3185,7 +3185,7 @@
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@@ -3198,7 +3198,7 @@
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@@ -3211,7 +3211,7 @@
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@@ -3227,7 +3227,7 @@
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@@ -3237,7 +3237,7 @@
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@@ -3247,7 +3247,7 @@
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@@ -3257,7 +3257,7 @@
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@@ -3268,7 +3268,7 @@
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@@ -3279,7 +3279,7 @@
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@@ -3290,7 +3290,7 @@
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@@ -3300,7 +3300,7 @@
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@@ -3310,7 +3310,7 @@
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@@ -3320,7 +3320,7 @@
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@@ -3330,7 +3330,7 @@
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@@ -3343,7 +3343,7 @@
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@@ -3363,7 +3363,7 @@
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@@ -3379,7 +3379,7 @@
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@@ -3389,7 +3389,7 @@
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@@ -3399,7 +3399,7 @@
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@@ -3409,7 +3409,7 @@
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@@ -3432,7 +3432,7 @@
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@@ -3445,7 +3445,7 @@
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@@ -3455,7 +3455,7 @@
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@@ -3465,7 +3465,7 @@
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@@ -3475,7 +3475,7 @@
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@@ -3485,7 +3485,7 @@
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@@ -3500,7 +3500,7 @@
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@@ -3510,7 +3510,7 @@
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@@ -3522,7 +3522,7 @@
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@@ -3546,7 +3546,7 @@
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@@ -3558,7 +3558,7 @@
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@@ -3581,7 +3581,7 @@
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@@ -3591,7 +3591,7 @@
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@@ -3611,7 +3611,7 @@
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@@ -3627,7 +3627,7 @@
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@@ -3637,7 +3637,7 @@
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@@ -3658,7 +3658,7 @@
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@@ -3677,7 +3677,7 @@
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@@ -3687,7 +3687,7 @@
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@@ -3711,7 +3711,7 @@
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@@ -3724,7 +3724,7 @@
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@@ -3736,7 +3736,7 @@
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@@ -3752,7 +3752,7 @@
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@@ -3765,7 +3765,7 @@
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@@ -3777,7 +3777,7 @@
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@@ -3796,7 +3796,7 @@
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@@ -3811,7 +3811,7 @@
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@@ -3823,7 +3823,7 @@
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@@ -3833,7 +3833,7 @@
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@@ -3843,7 +3843,7 @@
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@@ -3868,7 +3868,7 @@
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@@ -3878,7 +3878,7 @@
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@@ -3901,7 +3901,7 @@
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@@ -3911,7 +3911,7 @@
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@@ -3936,7 +3936,7 @@
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@@ -3948,7 +3948,7 @@
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@@ -3959,7 +3959,7 @@
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@@ -3976,7 +3976,7 @@
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@@ -3993,7 +3993,7 @@
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@@ -4004,7 +4004,7 @@
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@@ -4017,7 +4017,7 @@
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@@ -4033,7 +4033,7 @@
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@@ -4043,7 +4043,7 @@
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@@ -4070,7 +4070,7 @@
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@@ -4080,7 +4080,7 @@
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@@ -4546,7 +4546,7 @@
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@@ -4576,7 +4576,7 @@
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@@ -4587,7 +4587,7 @@
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@@ -4597,7 +4597,7 @@
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@@ -4607,7 +4607,7 @@
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@@ -4617,7 +4617,7 @@
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@@ -4633,7 +4633,7 @@
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@@ -4644,7 +4644,7 @@
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@@ -4654,7 +4654,7 @@
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@@ -4664,7 +4664,7 @@
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@@ -4674,7 +4674,7 @@
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@@ -4688,7 +4688,7 @@
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@@ -4709,7 +4709,7 @@
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@@ -4719,7 +4719,7 @@
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@@ -4747,7 +4747,7 @@
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@@ -4760,7 +4760,7 @@
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@@ -4770,7 +4770,7 @@
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@@ -4788,7 +4788,7 @@
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@@ -4798,7 +4798,7 @@
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@@ -4824,7 +4824,7 @@
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@@ -4834,7 +4834,7 @@
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-   "id": "6600be13",
+   "id": "ed12f81b",
    "metadata": {
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    },
@@ -4856,7 +4856,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5ea9d13f",
+   "id": "3d0ad18c",
    "metadata": {
     "editable": true
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@@ -4867,7 +4867,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9d8f8605",
+   "id": "90dfc391",
    "metadata": {
     "editable": true
    },
@@ -4877,7 +4877,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d2b64922",
+   "id": "64cf0c48",
    "metadata": {
     "editable": true
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@@ -4888,7 +4888,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "362404b4",
+   "id": "efcdd153",
    "metadata": {
     "editable": true
    },
@@ -4906,7 +4906,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f2b92c59",
+   "id": "da13b5af",
    "metadata": {
     "editable": true
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@@ -4917,7 +4917,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d338ce61",
+   "id": "eab2210f",
    "metadata": {
     "editable": true
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@@ -4931,7 +4931,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1d5cb882",
+   "id": "2108080c",
    "metadata": {
     "editable": true
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@@ -4945,7 +4945,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e71909c3",
+   "id": "8268bf36",
    "metadata": {
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@@ -4956,7 +4956,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "67f0c8b3",
+   "id": "7dc26170",
    "metadata": {
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@@ -4973,7 +4973,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9eef86d9",
+   "id": "c625b419",
    "metadata": {
     "editable": true
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@@ -4984,7 +4984,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e59d1f97",
+   "id": "19724ae1",
    "metadata": {
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@@ -4994,7 +4994,7 @@
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   {
    "cell_type": "markdown",
-   "id": "c2c5a4ab",
+   "id": "d1dc732d",
    "metadata": {
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@@ -5018,7 +5018,7 @@
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   {
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-   "id": "d7af5326",
+   "id": "444957ee",
    "metadata": {
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@@ -5030,7 +5030,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d3a20f02",
+   "id": "2f81a513",
    "metadata": {
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@@ -5041,7 +5041,7 @@
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   {
    "cell_type": "markdown",
-   "id": "1f449a65",
+   "id": "67dcbaeb",
    "metadata": {
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@@ -5053,7 +5053,7 @@
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   {
    "cell_type": "markdown",
-   "id": "cecfac84",
+   "id": "b90b2746",
    "metadata": {
     "editable": true
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@@ -5071,7 +5071,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d61f8738",
+   "id": "552da2e2",
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@@ -5081,7 +5081,7 @@
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   {
    "cell_type": "markdown",
-   "id": "f7923032",
+   "id": "f1506b0e",
    "metadata": {
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@@ -5105,7 +5105,7 @@
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   {
    "cell_type": "markdown",
-   "id": "3b61713c",
+   "id": "d8395b7d",
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@@ -5115,7 +5115,7 @@
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   {
    "cell_type": "markdown",
-   "id": "19f0fea0",
+   "id": "4e82eb14",
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@@ -5139,7 +5139,7 @@
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   {
    "cell_type": "markdown",
-   "id": "70e64892",
+   "id": "f7dafef8",
    "metadata": {
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@@ -5160,7 +5160,7 @@
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   {
    "cell_type": "markdown",
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+   "id": "462373cc",
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@@ -5170,7 +5170,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a483407e",
+   "id": "35898e00",
    "metadata": {
     "editable": true
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@@ -5180,7 +5180,7 @@
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   {
    "cell_type": "markdown",
-   "id": "1575ac1f",
+   "id": "94635d59",
    "metadata": {
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@@ -5190,7 +5190,7 @@
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   {
    "cell_type": "markdown",
-   "id": "45e1774c",
+   "id": "b0466f20",
    "metadata": {
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@@ -5202,7 +5202,7 @@
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   {
    "cell_type": "markdown",
-   "id": "296cccb5",
+   "id": "51c6381e",
    "metadata": {
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@@ -5213,7 +5213,7 @@
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   {
    "cell_type": "markdown",
-   "id": "4ab064ba",
+   "id": "9d72b75f",
    "metadata": {
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@@ -5223,7 +5223,7 @@
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   {
    "cell_type": "markdown",
-   "id": "ad671704",
+   "id": "7300db0b",
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@@ -5235,7 +5235,7 @@
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-   "id": "6262d0ab",
+   "id": "3fd5a7d2",
    "metadata": {
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@@ -5245,7 +5245,7 @@
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   {
    "cell_type": "markdown",
-   "id": "da302740",
+   "id": "5dbc18a4",
    "metadata": {
     "editable": true
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@@ -5257,7 +5257,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6f3f4cfd",
+   "id": "6d359814",
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@@ -5273,7 +5273,7 @@
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    "cell_type": "markdown",
-   "id": "034aa930",
+   "id": "142f333f",
    "metadata": {
     "editable": true
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@@ -5285,7 +5285,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9620c4ec",
+   "id": "0b9bbef6",
    "metadata": {
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@@ -5306,7 +5306,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d50e7bb2",
+   "id": "17c4b819",
    "metadata": {
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@@ -5316,7 +5316,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e8527eac",
+   "id": "d6c3377f",
    "metadata": {
     "editable": true
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@@ -5326,7 +5326,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "df03fb0c",
+   "id": "989ec63b",
    "metadata": {
     "editable": true
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@@ -5338,7 +5338,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cbd1826f",
+   "id": "f0b66ee5",
    "metadata": {
     "editable": true
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@@ -5348,7 +5348,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f034104e",
+   "id": "9946d20c",
    "metadata": {
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@@ -5358,7 +5358,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0da40477",
+   "id": "6f70d773",
    "metadata": {
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@@ -5368,7 +5368,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3a6d22f1",
+   "id": "3cdf10bb",
    "metadata": {
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@@ -5378,7 +5378,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "72c4233b",
+   "id": "cf07e8b2",
    "metadata": {
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@@ -5388,7 +5388,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a8e755ba",
+   "id": "a2bce153",
    "metadata": {
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@@ -5398,7 +5398,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ccf2dfd3",
+   "id": "72006334",
    "metadata": {
     "editable": true
    },
@@ -5409,7 +5409,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "57f38f8c",
+   "id": "0078e3d9",
    "metadata": {
     "editable": true
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@@ -5419,7 +5419,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "173ed12b",
+   "id": "efd26e6f",
    "metadata": {
     "editable": true
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@@ -5429,7 +5429,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cfae9477",
+   "id": "d2a286e6",
    "metadata": {
     "editable": true
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@@ -5439,7 +5439,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f08541ac",
+   "id": "e39195b1",
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     "editable": true
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@@ -5449,7 +5449,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3c8bf286",
+   "id": "c5bffc01",
    "metadata": {
     "editable": true
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@@ -5459,7 +5459,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "60251ab9",
+   "id": "17ffcb2b",
    "metadata": {
     "editable": true
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@@ -5485,7 +5485,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "74da9d0a",
+   "id": "cec0d438",
    "metadata": {
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@@ -5503,7 +5503,7 @@
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   {
    "cell_type": "markdown",
-   "id": "231de8c0",
+   "id": "6da0283f",
    "metadata": {
     "editable": true
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@@ -5515,7 +5515,7 @@
   },
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-   "id": "b09ba053",
+   "id": "1150e007",
    "metadata": {
     "editable": true
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@@ -5529,7 +5529,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c24807e9",
+   "id": "6496891d",
    "metadata": {
     "editable": true
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@@ -5539,7 +5539,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f577044a",
+   "id": "374c0720",
    "metadata": {
     "editable": true
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@@ -5554,7 +5554,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "db9ac698",
+   "id": "b90e07e1",
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     "editable": true
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@@ -5566,7 +5566,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "34e35e0e",
+   "id": "fff81a74",
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     "editable": true
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@@ -5579,7 +5579,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e3bdf6dd",
+   "id": "356e7bbb",
    "metadata": {
     "editable": true
    },
@@ -5596,7 +5596,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "079169b6",
+   "id": "a9529fd7",
    "metadata": {
     "editable": true
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@@ -5606,7 +5606,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f8951ff3",
+   "id": "0a9c253c",
    "metadata": {
     "editable": true
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@@ -5625,7 +5625,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "62e6f9f5",
+   "id": "fab281a1",
    "metadata": {
     "editable": true
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@@ -5636,7 +5636,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dd342a09",
+   "id": "e3435764",
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     "editable": true
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@@ -5650,7 +5650,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c37b66a5",
+   "id": "98a1b57f",
    "metadata": {
     "editable": true
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@@ -5660,7 +5660,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "324d13e2",
+   "id": "8284d9a6",
    "metadata": {
     "editable": true
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@@ -5678,7 +5678,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f787bc1c",
+   "id": "a791d41b",
    "metadata": {
     "editable": true
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@@ -5692,7 +5692,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "75d0a9a6",
+   "id": "b6d9d06e",
    "metadata": {
     "editable": true
    },
@@ -5707,7 +5707,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a3646c06",
+   "id": "712d4eba",
    "metadata": {
     "editable": true
    },
@@ -5719,7 +5719,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0882dc87",
+   "id": "8ade48fc",
    "metadata": {
     "editable": true
    },
@@ -5729,7 +5729,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "88545bde",
+   "id": "8edcf446",
    "metadata": {
     "editable": true
    },
@@ -5739,7 +5739,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "06c36540",
+   "id": "76c51b3e",
    "metadata": {
     "editable": true
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@@ -5749,7 +5749,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "55895424",
+   "id": "0f645082",
    "metadata": {
     "editable": true
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@@ -5761,7 +5761,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "66f8a102",
+   "id": "4dd09c35",
    "metadata": {
     "editable": true
    },
@@ -5773,7 +5773,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7566870d",
+   "id": "3cd44519",
    "metadata": {
     "editable": true
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@@ -5789,7 +5789,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5ee9d726",
+   "id": "bc824a55",
    "metadata": {
     "editable": true
    },
@@ -5801,7 +5801,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4960c1bc",
+   "id": "c5aacbfb",
    "metadata": {
     "editable": true
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@@ -5820,7 +5820,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fb8dbd4c",
+   "id": "9d3e1003",
    "metadata": {
     "editable": true
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@@ -5831,7 +5831,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6d0787cc",
+   "id": "3a046461",
    "metadata": {
     "editable": true
    },
@@ -5842,7 +5842,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "acaa173f",
+   "id": "5dd087c2",
    "metadata": {
     "editable": true
    },
@@ -5858,7 +5858,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "11f3cf25",
+   "id": "1555a8fa",
    "metadata": {
     "editable": true
    },
@@ -5868,7 +5868,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ee449941",
+   "id": "54e08988",
    "metadata": {
     "editable": true
    },
@@ -5891,7 +5891,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "83538628",
+   "id": "07cf9be0",
    "metadata": {
     "editable": true
    },
@@ -5901,7 +5901,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cee9b1d4",
+   "id": "bbbb659c",
    "metadata": {
     "editable": true
    },
@@ -5923,7 +5923,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b60eeb2f",
+   "id": "cb409f84",
    "metadata": {
     "editable": true
    },
@@ -5933,7 +5933,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3081fedc",
+   "id": "66385718",
    "metadata": {
     "editable": true
    },
@@ -5944,7 +5944,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "07da0063",
+   "id": "3dbbeb06",
    "metadata": {
     "editable": true
    },
@@ -6010,7 +6010,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2730aad2",
+   "id": "f01a4173",
    "metadata": {
     "editable": true
    },
@@ -6021,7 +6021,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2a4983a8",
+   "id": "4909b1a9",
    "metadata": {
     "editable": true
    },
diff --git a/doc/pub/week9/pdf/week9-beamer.pdf b/doc/pub/week9/pdf/week9-beamer.pdf
index b62cfb46..4d6bd705 100644
Binary files a/doc/pub/week9/pdf/week9-beamer.pdf and b/doc/pub/week9/pdf/week9-beamer.pdf differ
diff --git a/doc/pub/week9/pdf/week9.pdf b/doc/pub/week9/pdf/week9.pdf
index 7cf8dc51..419f9b8f 100644
Binary files a/doc/pub/week9/pdf/week9.pdf and b/doc/pub/week9/pdf/week9.pdf differ
diff --git a/doc/src/week9/week9.do.txt b/doc/src/week9/week9.do.txt
index 496a912c..f7bdcd84 100644
--- a/doc/src/week9/week9.do.txt
+++ b/doc/src/week9/week9.do.txt
@@ -10,7 +10,7 @@ o Reminder from last week about statistical observables, the central limit theor
 o Resampling Techniques, emphasis on  Blocking 
 o Discussion of onebody densities (whiteboard notes)
 o Start discussion on optimization and parallelization for Python and C++
-o "Video of lecture TBA":"https://youtu.be/BApU9vheiTM"
+o "Video of lecture":"https://youtu.be/BApU9vheiTM"
 o "Handwritten notes":"https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2024/NotesMarch15.pdf"
 !eblock