diff --git a/doc/pub/week37/html/._week37-bs000.html b/doc/pub/week37/html/._week37-bs000.html
index 8f20641eb..49cc8cdb6 100644
--- a/doc/pub/week37/html/._week37-bs000.html
+++ b/doc/pub/week37/html/._week37-bs000.html
@@ -284,7 +284,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Aug 23, 2022</h4>
+<h4>Sep 10, 2022</h4>
 </center> <!-- date -->
 <br>
 
diff --git a/doc/pub/week37/html/week37-bs.html b/doc/pub/week37/html/week37-bs.html
index 8f20641eb..49cc8cdb6 100644
--- a/doc/pub/week37/html/week37-bs.html
+++ b/doc/pub/week37/html/week37-bs.html
@@ -284,7 +284,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Aug 23, 2022</h4>
+<h4>Sep 10, 2022</h4>
 </center> <!-- date -->
 <br>
 
diff --git a/doc/pub/week37/html/week37-reveal.html b/doc/pub/week37/html/week37-reveal.html
index 07364e98b..1b701ddb5 100644
--- a/doc/pub/week37/html/week37-reveal.html
+++ b/doc/pub/week37/html/week37-reveal.html
@@ -184,7 +184,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Aug 23, 2022</h4>
+<h4>Sep 10, 2022</h4>
 </center> <!-- date -->
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diff --git a/doc/pub/week37/html/week37-solarized.html b/doc/pub/week37/html/week37-solarized.html
index cbd168ad1..93032e7a1 100644
--- a/doc/pub/week37/html/week37-solarized.html
+++ b/doc/pub/week37/html/week37-solarized.html
@@ -237,7 +237,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Aug 23, 2022</h4>
+<h4>Sep 10, 2022</h4>
 </center> <!-- date -->
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diff --git a/doc/pub/week37/html/week37.html b/doc/pub/week37/html/week37.html
index 24e59b9fb..9004c5557 100644
--- a/doc/pub/week37/html/week37.html
+++ b/doc/pub/week37/html/week37.html
@@ -314,7 +314,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Aug 23, 2022</h4>
+<h4>Sep 10, 2022</h4>
 </center> <!-- date -->
 <br>
 
diff --git a/doc/pub/week37/ipynb/ipynb-week37-src.tar.gz b/doc/pub/week37/ipynb/ipynb-week37-src.tar.gz
index 21fbd22a2..6b10d9e06 100644
Binary files a/doc/pub/week37/ipynb/ipynb-week37-src.tar.gz and b/doc/pub/week37/ipynb/ipynb-week37-src.tar.gz differ
diff --git a/doc/pub/week37/ipynb/week37.ipynb b/doc/pub/week37/ipynb/week37.ipynb
index b74514edc..663d7d445 100644
--- a/doc/pub/week37/ipynb/week37.ipynb
+++ b/doc/pub/week37/ipynb/week37.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
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-   "id": "a5836dde",
+   "id": "5d7ec66c",
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@@ -14,7 +14,7 @@
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-   "id": "de302286",
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@@ -22,14 +22,14 @@
     "# Week 37: Summary of Ridge and Lasso Regression and Resampling Methods\n",
     "**Morten Hjorth-Jensen**, Department of Physics, University of Oslo and Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University\n",
     "\n",
-    "Date: **Aug 23, 2022**\n",
+    "Date: **Sep 10, 2022**\n",
     "\n",
     "Copyright 1999-2022, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "d650d109",
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@@ -50,7 +50,7 @@
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@@ -60,7 +60,7 @@
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@@ -83,7 +83,7 @@
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@@ -95,7 +95,7 @@
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@@ -108,7 +108,7 @@
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@@ -120,7 +120,7 @@
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@@ -132,7 +132,7 @@
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@@ -144,7 +144,7 @@
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@@ -155,7 +155,7 @@
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@@ -167,7 +167,7 @@
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@@ -178,7 +178,7 @@
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@@ -200,7 +200,7 @@
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@@ -231,7 +231,7 @@
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@@ -243,7 +243,7 @@
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@@ -255,7 +255,7 @@
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@@ -265,7 +265,7 @@
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@@ -277,7 +277,7 @@
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@@ -287,7 +287,7 @@
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@@ -299,7 +299,7 @@
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@@ -309,7 +309,7 @@
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@@ -321,7 +321,7 @@
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@@ -333,7 +333,7 @@
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@@ -345,7 +345,7 @@
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@@ -355,7 +355,7 @@
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@@ -367,7 +367,7 @@
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@@ -377,7 +377,7 @@
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@@ -394,7 +394,7 @@
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@@ -413,7 +413,7 @@
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@@ -489,7 +489,7 @@
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@@ -499,7 +499,7 @@
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@@ -529,7 +529,7 @@
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@@ -578,7 +578,7 @@
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@@ -592,7 +592,7 @@
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@@ -604,7 +604,7 @@
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@@ -614,7 +614,7 @@
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@@ -626,7 +626,7 @@
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@@ -636,7 +636,7 @@
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@@ -648,7 +648,7 @@
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@@ -658,7 +658,7 @@
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@@ -670,7 +670,7 @@
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@@ -680,7 +680,7 @@
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@@ -696,7 +696,7 @@
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@@ -708,7 +708,7 @@
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@@ -718,7 +718,7 @@
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@@ -730,7 +730,7 @@
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@@ -743,7 +743,7 @@
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@@ -755,7 +755,7 @@
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@@ -765,7 +765,7 @@
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@@ -777,7 +777,7 @@
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@@ -787,7 +787,7 @@
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@@ -799,7 +799,7 @@
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@@ -811,7 +811,7 @@
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@@ -821,7 +821,7 @@
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@@ -833,7 +833,7 @@
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@@ -845,7 +845,7 @@
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@@ -857,7 +857,7 @@
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@@ -867,7 +867,7 @@
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@@ -879,7 +879,7 @@
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@@ -889,7 +889,7 @@
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@@ -908,7 +908,7 @@
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@@ -936,7 +936,7 @@
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@@ -999,7 +999,7 @@
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@@ -1028,7 +1028,7 @@
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@@ -1067,7 +1067,7 @@
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@@ -1079,7 +1079,7 @@
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@@ -1103,7 +1103,7 @@
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@@ -1142,7 +1142,7 @@
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@@ -1167,7 +1167,7 @@
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@@ -1187,7 +1187,7 @@
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@@ -1199,7 +1199,7 @@
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@@ -1337,7 +1337,7 @@
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@@ -1350,7 +1350,7 @@
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@@ -1360,7 +1360,7 @@
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@@ -1373,7 +1373,7 @@
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@@ -1383,7 +1383,7 @@
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@@ -1396,7 +1396,7 @@
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@@ -1408,7 +1408,7 @@
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@@ -1427,7 +1427,7 @@
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@@ -1440,7 +1440,7 @@
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@@ -1452,7 +1452,7 @@
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@@ -1465,7 +1465,7 @@
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@@ -1485,7 +1485,7 @@
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@@ -1508,7 +1508,7 @@
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@@ -1523,7 +1523,7 @@
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@@ -1535,7 +1535,7 @@
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@@ -1555,7 +1555,7 @@
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@@ -1575,7 +1575,7 @@
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@@ -1599,7 +1599,7 @@
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@@ -1620,7 +1620,7 @@
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@@ -1650,7 +1650,7 @@
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@@ -1674,7 +1674,7 @@
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@@ -1711,7 +1711,7 @@
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@@ -1721,7 +1721,7 @@
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@@ -1732,7 +1732,7 @@
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@@ -1752,7 +1752,7 @@
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@@ -1770,7 +1770,7 @@
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@@ -1782,7 +1782,7 @@
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@@ -1799,7 +1799,7 @@
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@@ -1811,7 +1811,7 @@
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@@ -1821,7 +1821,7 @@
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@@ -1833,7 +1833,7 @@
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@@ -1850,7 +1850,7 @@
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@@ -1862,7 +1862,7 @@
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@@ -1872,7 +1872,7 @@
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@@ -1884,7 +1884,7 @@
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@@ -1894,7 +1894,7 @@
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@@ -1906,7 +1906,7 @@
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@@ -1916,7 +1916,7 @@
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@@ -1932,7 +1932,7 @@
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@@ -1943,7 +1943,7 @@
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@@ -2008,7 +2008,7 @@
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@@ -2019,7 +2019,7 @@
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@@ -2076,7 +2076,7 @@
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@@ -2114,7 +2114,7 @@
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@@ -2125,7 +2125,7 @@
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@@ -2207,7 +2207,7 @@
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@@ -2232,7 +2232,7 @@
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@@ -2248,7 +2248,7 @@
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@@ -2264,7 +2264,7 @@
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@@ -2278,7 +2278,7 @@
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@@ -2292,7 +2292,7 @@
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@@ -2320,7 +2320,7 @@
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@@ -2333,7 +2333,7 @@
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@@ -2433,7 +2433,7 @@
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@@ -2444,7 +2444,7 @@
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@@ -2533,7 +2533,7 @@
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@@ -2543,7 +2543,7 @@
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@@ -2556,7 +2556,7 @@
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