diff --git a/doc/pub/week8/html/._week8-bs000.html b/doc/pub/week8/html/._week8-bs000.html
index f0800142..71e6a0e7 100644
--- a/doc/pub/week8/html/._week8-bs000.html
+++ b/doc/pub/week8/html/._week8-bs000.html
@@ -322,7 +322,7 @@ <h1>Week 10, March 4-8: Resampling Techniques, Bootstrap and Blocking</h1>
 </center>
 <br>
 <center>
-<h4>March 4-8</h4>
+<h4>March 8</h4>
 </center> <!-- date -->
 <br>
 
diff --git a/doc/pub/week8/html/week8-bs.html b/doc/pub/week8/html/week8-bs.html
index f0800142..71e6a0e7 100644
--- a/doc/pub/week8/html/week8-bs.html
+++ b/doc/pub/week8/html/week8-bs.html
@@ -322,7 +322,7 @@ <h1>Week 10, March 4-8: Resampling Techniques, Bootstrap and Blocking</h1>
 </center>
 <br>
 <center>
-<h4>March 4-8</h4>
+<h4>March 8</h4>
 </center> <!-- date -->
 <br>
 
diff --git a/doc/pub/week8/html/week8-reveal.html b/doc/pub/week8/html/week8-reveal.html
index 1a4bdcb9..e14bc2d3 100644
--- a/doc/pub/week8/html/week8-reveal.html
+++ b/doc/pub/week8/html/week8-reveal.html
@@ -184,7 +184,7 @@ <h1 style="text-align: center;">Week 10, March 4-8: Resampling Techniques, Boots
 </center>
 <br>
 <center>
-<h4>March 4-8</h4>
+<h4>March 8</h4>
 </center> <!-- date -->
 <br>
 
diff --git a/doc/pub/week8/html/week8-solarized.html b/doc/pub/week8/html/week8-solarized.html
index 3f9588fe..1d15c48c 100644
--- a/doc/pub/week8/html/week8-solarized.html
+++ b/doc/pub/week8/html/week8-solarized.html
@@ -270,7 +270,7 @@ <h1>Week 10, March 4-8: Resampling Techniques, Bootstrap and Blocking</h1>
 </center>
 <br>
 <center>
-<h4>March 4-8</h4>
+<h4>March 8</h4>
 </center> <!-- date -->
 <br>
 
diff --git a/doc/pub/week8/html/week8.html b/doc/pub/week8/html/week8.html
index 5d11bf9a..cb2a87e9 100644
--- a/doc/pub/week8/html/week8.html
+++ b/doc/pub/week8/html/week8.html
@@ -347,7 +347,7 @@ <h1>Week 10, March 4-8: Resampling Techniques, Bootstrap and Blocking</h1>
 </center>
 <br>
 <center>
-<h4>March 4-8</h4>
+<h4>March 8</h4>
 </center> <!-- date -->
 <br>
 
diff --git a/doc/pub/week8/ipynb/ipynb-week8-src.tar.gz b/doc/pub/week8/ipynb/ipynb-week8-src.tar.gz
index 553d2532..3e302e8e 100644
Binary files a/doc/pub/week8/ipynb/ipynb-week8-src.tar.gz and b/doc/pub/week8/ipynb/ipynb-week8-src.tar.gz differ
diff --git a/doc/pub/week8/ipynb/week8.ipynb b/doc/pub/week8/ipynb/week8.ipynb
index c1d1be33..0706001e 100644
--- a/doc/pub/week8/ipynb/week8.ipynb
+++ b/doc/pub/week8/ipynb/week8.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "06dfb993",
+   "id": "abf6f3e1",
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@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "96180cfb",
+   "id": "34211f48",
    "metadata": {
     "editable": true
    },
@@ -22,12 +22,12 @@
     "# Week 10, March 4-8: Resampling Techniques, Bootstrap and Blocking\n",
     "**Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no**, Department of Physics and Center fo Computing in Science Education, University of Oslo, Oslo, Norway and Department of Physics and Astronomy and Facility for Rare Ion Beams, Michigan State University, East Lansing, Michigan, USA\n",
     "\n",
-    "Date: **March 4-8**"
+    "Date: **March 8**"
    ]
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-   "id": "0df6349a",
+   "id": "6c0c17a4",
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@@ -54,7 +54,7 @@
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@@ -64,7 +64,7 @@
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@@ -79,7 +79,7 @@
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@@ -308,7 +308,7 @@
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@@ -330,7 +330,7 @@
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@@ -345,7 +345,7 @@
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@@ -396,7 +396,7 @@
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+   "id": "9f281fc6",
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@@ -407,7 +407,7 @@
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-   "id": "642256e6",
+   "id": "871cef32",
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@@ -473,7 +473,7 @@
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@@ -487,7 +487,7 @@
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@@ -532,7 +532,7 @@
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@@ -549,7 +549,7 @@
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@@ -568,7 +568,7 @@
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@@ -581,7 +581,7 @@
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@@ -593,7 +593,7 @@
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@@ -609,7 +609,7 @@
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@@ -621,7 +621,7 @@
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@@ -633,7 +633,7 @@
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@@ -646,7 +646,7 @@
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@@ -658,7 +658,7 @@
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@@ -670,7 +670,7 @@
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@@ -682,7 +682,7 @@
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@@ -694,7 +694,7 @@
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+   "id": "74a1c2d2",
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@@ -706,7 +706,7 @@
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@@ -719,7 +719,7 @@
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@@ -738,7 +738,7 @@
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@@ -757,7 +757,7 @@
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@@ -775,7 +775,7 @@
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@@ -793,7 +793,7 @@
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@@ -805,7 +805,7 @@
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@@ -820,7 +820,7 @@
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@@ -833,7 +833,7 @@
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@@ -853,7 +853,7 @@
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@@ -863,7 +863,7 @@
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@@ -876,7 +876,7 @@
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@@ -892,7 +892,7 @@
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-   "id": "d0da8433",
+   "id": "b5b94309",
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@@ -910,7 +910,7 @@
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@@ -928,7 +928,7 @@
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@@ -947,7 +947,7 @@
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@@ -966,7 +966,7 @@
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@@ -984,7 +984,7 @@
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@@ -1001,7 +1001,7 @@
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@@ -1013,7 +1013,7 @@
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@@ -1023,7 +1023,7 @@
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@@ -1035,7 +1035,7 @@
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@@ -1047,7 +1047,7 @@
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@@ -1065,7 +1065,7 @@
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@@ -1077,7 +1077,7 @@
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@@ -1089,7 +1089,7 @@
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@@ -1101,7 +1101,7 @@
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@@ -1112,7 +1112,7 @@
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@@ -1124,7 +1124,7 @@
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@@ -1136,7 +1136,7 @@
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@@ -1157,7 +1157,7 @@
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@@ -1191,7 +1191,7 @@
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@@ -1203,7 +1203,7 @@
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@@ -1214,7 +1214,7 @@
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@@ -1226,7 +1226,7 @@
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@@ -1246,7 +1246,7 @@
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@@ -1259,7 +1259,7 @@
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@@ -1271,7 +1271,7 @@
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@@ -1294,7 +1294,7 @@
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@@ -1309,7 +1309,7 @@
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@@ -1321,7 +1321,7 @@
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@@ -1333,7 +1333,7 @@
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@@ -1347,7 +1347,7 @@
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@@ -1361,7 +1361,7 @@
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@@ -1371,7 +1371,7 @@
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@@ -1388,7 +1388,7 @@
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@@ -1408,7 +1408,7 @@
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@@ -1421,7 +1421,7 @@
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@@ -1440,7 +1440,7 @@
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@@ -1481,7 +1481,7 @@
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@@ -1515,7 +1515,7 @@
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@@ -1551,7 +1551,7 @@
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@@ -1561,7 +1561,7 @@
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@@ -1579,7 +1579,7 @@
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@@ -1590,7 +1590,7 @@
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@@ -1603,7 +1603,7 @@
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@@ -1615,7 +1615,7 @@
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@@ -1633,7 +1633,7 @@
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@@ -1644,7 +1644,7 @@
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@@ -1659,7 +1659,7 @@
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@@ -1672,7 +1672,7 @@
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@@ -1682,7 +1682,7 @@
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@@ -1700,7 +1700,7 @@
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@@ -1715,7 +1715,7 @@
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@@ -1728,7 +1728,7 @@
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@@ -1740,7 +1740,7 @@
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@@ -1750,7 +1750,7 @@
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@@ -1768,7 +1768,7 @@
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@@ -1781,7 +1781,7 @@
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@@ -1793,7 +1793,7 @@
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@@ -1806,7 +1806,7 @@
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@@ -1820,7 +1820,7 @@
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@@ -1832,7 +1832,7 @@
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@@ -1844,7 +1844,7 @@
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@@ -1855,7 +1855,7 @@
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@@ -1868,7 +1868,7 @@
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@@ -1881,7 +1881,7 @@
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@@ -1893,7 +1893,7 @@
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@@ -1904,7 +1904,7 @@
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@@ -1916,7 +1916,7 @@
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@@ -1930,7 +1930,7 @@
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@@ -1943,7 +1943,7 @@
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@@ -1961,7 +1961,7 @@
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@@ -1974,7 +1974,7 @@
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@@ -1992,7 +1992,7 @@
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@@ -2007,7 +2007,7 @@
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@@ -2019,7 +2019,7 @@
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@@ -2034,7 +2034,7 @@
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@@ -2045,7 +2045,7 @@
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@@ -2057,7 +2057,7 @@
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@@ -2067,7 +2067,7 @@
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@@ -2079,7 +2079,7 @@
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@@ -2091,7 +2091,7 @@
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@@ -2109,7 +2109,7 @@
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@@ -2134,7 +2134,7 @@
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@@ -2148,7 +2148,7 @@
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@@ -2160,7 +2160,7 @@
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@@ -2173,7 +2173,7 @@
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@@ -2185,7 +2185,7 @@
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@@ -2195,7 +2195,7 @@
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@@ -2208,7 +2208,7 @@
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@@ -2219,7 +2219,7 @@
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@@ -2236,7 +2236,7 @@
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@@ -2248,7 +2248,7 @@
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@@ -2258,7 +2258,7 @@
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@@ -2270,7 +2270,7 @@
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@@ -2281,7 +2281,7 @@
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@@ -2292,7 +2292,7 @@
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@@ -2304,7 +2304,7 @@
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@@ -2315,7 +2315,7 @@
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@@ -2327,7 +2327,7 @@
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@@ -2338,7 +2338,7 @@
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@@ -2350,7 +2350,7 @@
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@@ -2360,7 +2360,7 @@
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@@ -2372,7 +2372,7 @@
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@@ -2382,7 +2382,7 @@
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@@ -2398,7 +2398,7 @@
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@@ -2418,7 +2418,7 @@
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@@ -2430,7 +2430,7 @@
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@@ -2440,7 +2440,7 @@
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@@ -2452,7 +2452,7 @@
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@@ -2462,7 +2462,7 @@
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@@ -2474,7 +2474,7 @@
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@@ -2486,7 +2486,7 @@
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@@ -2496,7 +2496,7 @@
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@@ -2508,7 +2508,7 @@
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@@ -2518,7 +2518,7 @@
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@@ -2530,7 +2530,7 @@
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@@ -2540,7 +2540,7 @@
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@@ -2552,7 +2552,7 @@
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@@ -2562,7 +2562,7 @@
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@@ -2587,7 +2587,7 @@
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@@ -2601,7 +2601,7 @@
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@@ -2613,7 +2613,7 @@
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@@ -2626,7 +2626,7 @@
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@@ -2640,7 +2640,7 @@
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@@ -2652,7 +2652,7 @@
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@@ -2663,7 +2663,7 @@
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@@ -2702,7 +2702,7 @@
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@@ -2723,7 +2723,7 @@
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@@ -2743,7 +2743,7 @@
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@@ -2767,7 +2767,7 @@
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@@ -2791,7 +2791,7 @@
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@@ -2813,7 +2813,7 @@
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@@ -2826,7 +2826,7 @@
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@@ -2885,7 +2885,7 @@
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@@ -2903,7 +2903,7 @@
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@@ -2917,7 +2917,7 @@
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@@ -2930,7 +2930,7 @@
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@@ -2947,7 +2947,7 @@
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@@ -2959,7 +2959,7 @@
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@@ -2978,7 +2978,7 @@
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@@ -3000,7 +3000,7 @@
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@@ -3015,7 +3015,7 @@
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   {
    "cell_type": "markdown",
-   "id": "13ca8337",
+   "id": "8e45c048",
    "metadata": {
     "editable": true
    },
@@ -3027,7 +3027,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8adf6925",
+   "id": "6caad51d",
    "metadata": {
     "editable": true
    },
@@ -3039,7 +3039,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c5fd07c4",
+   "id": "f75cc5cb",
    "metadata": {
     "editable": true
    },
@@ -3057,7 +3057,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f068bd67",
+   "id": "2b951299",
    "metadata": {
     "editable": true
    },
@@ -3075,7 +3075,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d7f8649d",
+   "id": "e26182cc",
    "metadata": {
     "editable": true
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@@ -3085,7 +3085,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5c0730ff",
+   "id": "48727840",
    "metadata": {
     "editable": true
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@@ -3096,7 +3096,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6a7ac7b3",
+   "id": "32bf939b",
    "metadata": {
     "editable": true
    },
@@ -3114,7 +3114,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "73dff52e",
+   "id": "209dd657",
    "metadata": {
     "editable": true
    },
@@ -3124,7 +3124,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bb7af320",
+   "id": "34cd7cf3",
    "metadata": {
     "editable": true
    },
@@ -3142,7 +3142,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "85e32658",
+   "id": "7ff7c85d",
    "metadata": {
     "editable": true
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@@ -3152,7 +3152,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "638a77d8",
+   "id": "d44bdb1b",
    "metadata": {
     "editable": true
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@@ -3164,7 +3164,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1dd0d256",
+   "id": "e6e0ea5a",
    "metadata": {
     "editable": true
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@@ -3176,7 +3176,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d4fa31c0",
+   "id": "2b3697ac",
    "metadata": {
     "editable": true
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@@ -3194,7 +3194,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c095a0fc",
+   "id": "ceb2ddaf",
    "metadata": {
     "editable": true
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@@ -3204,7 +3204,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "095096f9",
+   "id": "4901c35e",
    "metadata": {
     "editable": true
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@@ -3221,7 +3221,7 @@
   },
   {
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-   "id": "8720c5c9",
+   "id": "8dff473d",
    "metadata": {
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diff --git a/doc/pub/week8/pdf/week8-beamer.pdf b/doc/pub/week8/pdf/week8-beamer.pdf
index e0317447..00e04828 100644
Binary files a/doc/pub/week8/pdf/week8-beamer.pdf and b/doc/pub/week8/pdf/week8-beamer.pdf differ
diff --git a/doc/pub/week8/pdf/week8.pdf b/doc/pub/week8/pdf/week8.pdf
index d9571262..a7eb3309 100644
Binary files a/doc/pub/week8/pdf/week8.pdf and b/doc/pub/week8/pdf/week8.pdf differ
diff --git a/doc/src/week8/week8.do.txt b/doc/src/week8/week8.do.txt
index 3d0e2def..315e2702 100644
--- a/doc/src/week8/week8.do.txt
+++ b/doc/src/week8/week8.do.txt
@@ -1,6 +1,6 @@
 TITLE: Week 10, March 4-8: Resampling Techniques, Bootstrap and Blocking
 AUTHOR: Morten Hjorth-Jensen {copyright, 1999-present|CC BY-NC} Email morten.hjorth-jensen@fys.uio.no at Department of Physics and Center fo Computing in Science Education, University of Oslo, Oslo, Norway & Department of Physics and Astronomy and Facility for Rare Ion Beams, Michigan State University, East Lansing, Michigan, USA
-DATE: March 4-8
+DATE: March 8
 
 
 !split