diff --git a/doc/pub/week35/html/._week35-bs001.html b/doc/pub/week35/html/._week35-bs001.html
index 2a5dad845..9ae1cf0b7 100644
--- a/doc/pub/week35/html/._week35-bs001.html
+++ b/doc/pub/week35/html/._week35-bs001.html
@@ -390,10 +390,7 @@ MathJax.Hub.Config({
 
 <ul>
 <li> Lab Wednesday: Work on exercises 1-5 for week 35, see end of these slides for the exercises</li>
-<li> Thursday: Review of  ordinary Least Squares with applications, reminder on statistics  and start discussion of Ridge Regression and Singular Value Decom\</li>
-</ul>
-<p>position</p>
-<ul>
+<li> Thursday: Review of  ordinary Least Squares with applications, reminder on statistics  and start discussion of Ridge Regression and Singular Value Decomposition</li>
 <li> Friday: Discussion of Ridge and Lasso Regression and links with Singular Value Decomposition</li>
 </ul>
 <h3 id="reading-recommendations" class="anchor">Reading recommendations: </h3>
diff --git a/doc/pub/week35/html/week35-reveal.html b/doc/pub/week35/html/week35-reveal.html
index a96fd8065..bc3071e19 100644
--- a/doc/pub/week35/html/week35-reveal.html
+++ b/doc/pub/week35/html/week35-reveal.html
@@ -199,11 +199,7 @@ MathJax.Hub.Config({
 
 <ul>
 <p><li> Lab Wednesday: Work on exercises 1-5 for week 35, see end of these slides for the exercises</li>
-<p><li> Thursday: Review of  ordinary Least Squares with applications, reminder on statistics  and start discussion of Ridge Regression and Singular Value Decom\</li>
-</ul>
-<p>
-<p>position</p>
-<ul>
+<p><li> Thursday: Review of  ordinary Least Squares with applications, reminder on statistics  and start discussion of Ridge Regression and Singular Value Decomposition</li>
 <p><li> Friday: Discussion of Ridge and Lasso Regression and links with Singular Value Decomposition</li>
 </ul>
 <p>
diff --git a/doc/pub/week35/html/week35-solarized.html b/doc/pub/week35/html/week35-solarized.html
index 091c14384..2355294cf 100644
--- a/doc/pub/week35/html/week35-solarized.html
+++ b/doc/pub/week35/html/week35-solarized.html
@@ -339,10 +339,7 @@ MathJax.Hub.Config({
 
 <ul>
 <li> Lab Wednesday: Work on exercises 1-5 for week 35, see end of these slides for the exercises</li>
-<li> Thursday: Review of  ordinary Least Squares with applications, reminder on statistics  and start discussion of Ridge Regression and Singular Value Decom\</li>
-</ul>
-<p>position</p>
-<ul>
+<li> Thursday: Review of  ordinary Least Squares with applications, reminder on statistics  and start discussion of Ridge Regression and Singular Value Decomposition</li>
 <li> Friday: Discussion of Ridge and Lasso Regression and links with Singular Value Decomposition</li>
 </ul>
 <h3 id="reading-recommendations">Reading recommendations: </h3>
diff --git a/doc/pub/week35/html/week35.html b/doc/pub/week35/html/week35.html
index ccf5ad32f..c3d9f8c2b 100644
--- a/doc/pub/week35/html/week35.html
+++ b/doc/pub/week35/html/week35.html
@@ -416,10 +416,7 @@ MathJax.Hub.Config({
 
 <ul>
 <li> Lab Wednesday: Work on exercises 1-5 for week 35, see end of these slides for the exercises</li>
-<li> Thursday: Review of  ordinary Least Squares with applications, reminder on statistics  and start discussion of Ridge Regression and Singular Value Decom\</li>
-</ul>
-<p>position</p>
-<ul>
+<li> Thursday: Review of  ordinary Least Squares with applications, reminder on statistics  and start discussion of Ridge Regression and Singular Value Decomposition</li>
 <li> Friday: Discussion of Ridge and Lasso Regression and links with Singular Value Decomposition</li>
 </ul>
 <h3 id="reading-recommendations">Reading recommendations: </h3>
diff --git a/doc/pub/week35/ipynb/ipynb-week35-src.tar.gz b/doc/pub/week35/ipynb/ipynb-week35-src.tar.gz
index 8cea8c6a9..a750b3092 100644
Binary files a/doc/pub/week35/ipynb/ipynb-week35-src.tar.gz and b/doc/pub/week35/ipynb/ipynb-week35-src.tar.gz differ
diff --git a/doc/pub/week35/ipynb/week35.ipynb b/doc/pub/week35/ipynb/week35.ipynb
index 4b9392f47..f085e51ea 100644
--- a/doc/pub/week35/ipynb/week35.ipynb
+++ b/doc/pub/week35/ipynb/week35.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
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-   "id": "bad5086b",
+   "id": "3e45668b",
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@@ -14,7 +14,7 @@
   },
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-   "id": "da612318",
+   "id": "96c2a9a7",
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@@ -29,7 +29,7 @@
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-   "id": "3b401442",
+   "id": "b9b1dee3",
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@@ -38,15 +38,14 @@
     "\n",
     "* Lab Wednesday: Work on exercises 1-5 for week 35, see end of these slides for the exercises\n",
     "\n",
-    "* Thursday: Review of  ordinary Least Squares with applications, reminder on statistics  and start discussion of Ridge Regression and Singular Value Decom\\\n",
+    "* Thursday: Review of  ordinary Least Squares with applications, reminder on statistics  and start discussion of Ridge Regression and Singular Value Decomposition\n",
     "\n",
-    "position\n",
     "* Friday: Discussion of Ridge and Lasso Regression and links with Singular Value Decomposition"
    ]
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+   "id": "196a7b50",
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@@ -66,7 +65,7 @@
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@@ -87,7 +86,7 @@
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@@ -121,7 +120,7 @@
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@@ -143,7 +142,7 @@
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@@ -171,7 +170,7 @@
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@@ -186,7 +185,7 @@
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@@ -198,7 +197,7 @@
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@@ -213,7 +212,7 @@
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@@ -226,7 +225,7 @@
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@@ -238,7 +237,7 @@
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@@ -248,7 +247,7 @@
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@@ -259,7 +258,7 @@
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@@ -277,7 +276,7 @@
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@@ -288,7 +287,7 @@
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@@ -300,7 +299,7 @@
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+   "id": "110ff751",
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@@ -310,7 +309,7 @@
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@@ -322,7 +321,7 @@
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@@ -332,7 +331,7 @@
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@@ -344,7 +343,7 @@
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@@ -354,7 +353,7 @@
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@@ -373,7 +372,7 @@
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@@ -383,7 +382,7 @@
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@@ -395,7 +394,7 @@
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@@ -405,7 +404,7 @@
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@@ -421,7 +420,7 @@
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@@ -441,7 +440,7 @@
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@@ -451,7 +450,7 @@
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@@ -462,7 +461,7 @@
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@@ -481,7 +480,7 @@
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@@ -491,7 +490,7 @@
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@@ -503,7 +502,7 @@
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@@ -513,7 +512,7 @@
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@@ -524,7 +523,7 @@
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@@ -544,7 +543,7 @@
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@@ -556,7 +555,7 @@
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@@ -571,7 +570,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "55904cf5",
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@@ -653,7 +652,7 @@
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@@ -663,7 +662,7 @@
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@@ -675,7 +674,7 @@
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@@ -685,7 +684,7 @@
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@@ -696,7 +695,7 @@
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@@ -708,7 +707,7 @@
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@@ -718,7 +717,7 @@
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@@ -730,7 +729,7 @@
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@@ -740,7 +739,7 @@
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@@ -752,7 +751,7 @@
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@@ -765,7 +764,7 @@
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@@ -811,7 +810,7 @@
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@@ -822,7 +821,7 @@
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@@ -834,7 +833,7 @@
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@@ -888,7 +887,7 @@
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@@ -1131,7 +1130,7 @@
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@@ -1160,7 +1159,7 @@
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@@ -1172,7 +1171,7 @@
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@@ -1182,7 +1181,7 @@
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@@ -1194,7 +1193,7 @@
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@@ -1204,7 +1203,7 @@
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@@ -1216,7 +1215,7 @@
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@@ -1226,7 +1225,7 @@
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@@ -1240,7 +1239,7 @@
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@@ -1255,7 +1254,7 @@
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@@ -1266,7 +1265,7 @@
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@@ -1279,7 +1278,7 @@
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@@ -1290,7 +1289,7 @@
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@@ -1313,7 +1312,7 @@
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@@ -1327,7 +1326,7 @@
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@@ -1340,7 +1339,7 @@
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@@ -1351,7 +1350,7 @@
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@@ -1363,7 +1362,7 @@
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@@ -1374,7 +1373,7 @@
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@@ -1390,7 +1389,7 @@
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@@ -1401,7 +1400,7 @@
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@@ -1415,7 +1414,7 @@
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@@ -1436,7 +1435,7 @@
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@@ -1447,7 +1446,7 @@
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@@ -1496,7 +1495,7 @@
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@@ -1507,7 +1506,7 @@
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@@ -1532,7 +1531,7 @@
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@@ -1544,7 +1543,7 @@
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@@ -1588,7 +1587,7 @@
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@@ -1600,7 +1599,7 @@
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@@ -1616,7 +1615,7 @@
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@@ -1627,7 +1626,7 @@
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@@ -1645,7 +1644,7 @@
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@@ -1656,7 +1655,7 @@
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@@ -1670,7 +1669,7 @@
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@@ -1681,7 +1680,7 @@
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@@ -1694,7 +1693,7 @@
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@@ -1705,7 +1704,7 @@
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@@ -1722,7 +1721,7 @@
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@@ -1733,7 +1732,7 @@
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@@ -1749,7 +1748,7 @@
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@@ -1760,7 +1759,7 @@
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@@ -1784,7 +1783,7 @@
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@@ -1795,7 +1794,7 @@
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@@ -1808,7 +1807,7 @@
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@@ -1819,7 +1818,7 @@
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@@ -1839,7 +1838,7 @@
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@@ -1850,7 +1849,7 @@
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@@ -1893,7 +1892,7 @@
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@@ -1908,7 +1907,7 @@
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@@ -1937,7 +1936,7 @@
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@@ -1962,7 +1961,7 @@
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@@ -1982,7 +1981,7 @@
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@@ -2009,7 +2008,7 @@
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@@ -2022,7 +2021,7 @@
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@@ -2034,7 +2033,7 @@
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@@ -2045,7 +2044,7 @@
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@@ -2061,7 +2060,7 @@
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-   "id": "e8dd92b9",
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@@ -2095,7 +2094,7 @@
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@@ -2105,7 +2104,7 @@
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@@ -2120,7 +2119,7 @@
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@@ -2132,7 +2131,7 @@
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@@ -2142,7 +2141,7 @@
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@@ -2158,7 +2157,7 @@
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-   "id": "a682cc7a",
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@@ -2175,7 +2174,7 @@
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@@ -2188,7 +2187,7 @@
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@@ -2235,7 +2234,7 @@
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@@ -2246,7 +2245,7 @@
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@@ -2349,7 +2348,7 @@
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@@ -2363,7 +2362,7 @@
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@@ -2375,7 +2374,7 @@
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@@ -2387,7 +2386,7 @@
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@@ -2399,7 +2398,7 @@
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@@ -2409,7 +2408,7 @@
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@@ -2421,7 +2420,7 @@
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@@ -2431,7 +2430,7 @@
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@@ -2443,7 +2442,7 @@
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@@ -2454,7 +2453,7 @@
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@@ -2466,7 +2465,7 @@
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@@ -2478,7 +2477,7 @@
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@@ -2488,7 +2487,7 @@
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@@ -2500,7 +2499,7 @@
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@@ -2512,7 +2511,7 @@
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@@ -2522,7 +2521,7 @@
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@@ -2534,7 +2533,7 @@
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@@ -2544,7 +2543,7 @@
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@@ -2556,7 +2555,7 @@
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@@ -2566,7 +2565,7 @@
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@@ -2606,7 +2605,7 @@
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@@ -2623,7 +2622,7 @@
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@@ -2646,7 +2645,7 @@
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@@ -2663,7 +2662,7 @@
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@@ -2682,7 +2681,7 @@
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@@ -2693,7 +2692,7 @@
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@@ -2705,7 +2704,7 @@
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@@ -2723,7 +2722,7 @@
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@@ -2739,7 +2738,7 @@
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@@ -2751,7 +2750,7 @@
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@@ -2761,7 +2760,7 @@
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@@ -2776,7 +2775,7 @@
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@@ -2788,7 +2787,7 @@
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@@ -2798,7 +2797,7 @@
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@@ -2810,7 +2809,7 @@
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@@ -2820,7 +2819,7 @@
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@@ -2832,7 +2831,7 @@
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@@ -2844,7 +2843,7 @@
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@@ -2859,7 +2858,7 @@
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@@ -2870,7 +2869,7 @@
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@@ -2890,7 +2889,7 @@
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@@ -2902,7 +2901,7 @@
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@@ -2912,7 +2911,7 @@
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@@ -2924,7 +2923,7 @@
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@@ -2953,7 +2952,7 @@
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@@ -2980,7 +2979,7 @@
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@@ -2991,7 +2990,7 @@
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@@ -3031,7 +3030,7 @@
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@@ -3048,7 +3047,7 @@
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@@ -3071,7 +3070,7 @@
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@@ -3081,7 +3080,7 @@
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@@ -3095,7 +3094,7 @@
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@@ -3114,7 +3113,7 @@
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@@ -3124,7 +3123,7 @@
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@@ -3136,7 +3135,7 @@
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@@ -3150,7 +3149,7 @@
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@@ -3162,7 +3161,7 @@
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@@ -3172,7 +3171,7 @@
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@@ -3184,7 +3183,7 @@
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@@ -3201,7 +3200,7 @@
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@@ -3211,7 +3210,7 @@
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@@ -3227,7 +3226,7 @@
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@@ -3237,7 +3236,7 @@
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@@ -3253,7 +3252,7 @@
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@@ -3263,7 +3262,7 @@
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@@ -3279,7 +3278,7 @@
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@@ -3289,7 +3288,7 @@
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@@ -3306,7 +3305,7 @@
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@@ -3318,7 +3317,7 @@
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@@ -3330,7 +3329,7 @@
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@@ -3342,7 +3341,7 @@
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@@ -3352,7 +3351,7 @@
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@@ -3364,7 +3363,7 @@
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@@ -3376,7 +3375,7 @@
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@@ -3388,7 +3387,7 @@
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@@ -3398,7 +3397,7 @@
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@@ -3410,7 +3409,7 @@
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@@ -3420,7 +3419,7 @@
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@@ -3432,7 +3431,7 @@
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@@ -3442,7 +3441,7 @@
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@@ -3454,7 +3453,7 @@
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@@ -3464,7 +3463,7 @@
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@@ -3476,7 +3475,7 @@
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@@ -3488,7 +3487,7 @@
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@@ -3500,7 +3499,7 @@
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@@ -3512,7 +3511,7 @@
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@@ -3522,7 +3521,7 @@
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@@ -3534,7 +3533,7 @@
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@@ -3545,7 +3544,7 @@
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@@ -3557,7 +3556,7 @@
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@@ -3567,7 +3566,7 @@
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@@ -3579,7 +3578,7 @@
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@@ -3589,7 +3588,7 @@
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@@ -3601,7 +3600,7 @@
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@@ -3612,7 +3611,7 @@
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@@ -3624,7 +3623,7 @@
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@@ -3642,7 +3641,7 @@
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@@ -3658,7 +3657,7 @@
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@@ -3670,7 +3669,7 @@
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@@ -3682,7 +3681,7 @@
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@@ -3694,7 +3693,7 @@
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@@ -3707,7 +3706,7 @@
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@@ -3723,7 +3722,7 @@
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@@ -3737,7 +3736,7 @@
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@@ -3747,7 +3746,7 @@
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@@ -3759,7 +3758,7 @@
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@@ -3769,7 +3768,7 @@
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@@ -3781,7 +3780,7 @@
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@@ -3791,7 +3790,7 @@
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@@ -3805,7 +3804,7 @@
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@@ -3822,7 +3821,7 @@
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@@ -3838,7 +3837,7 @@
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@@ -3850,7 +3849,7 @@
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@@ -3863,7 +3862,7 @@
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@@ -3877,7 +3876,7 @@
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@@ -3887,7 +3886,7 @@
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@@ -3900,7 +3899,7 @@
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@@ -3919,7 +3918,7 @@
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@@ -3931,7 +3930,7 @@
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@@ -3943,7 +3942,7 @@
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@@ -3953,7 +3952,7 @@
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@@ -3965,7 +3964,7 @@
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@@ -3978,7 +3977,7 @@
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@@ -3997,7 +3996,7 @@
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@@ -4007,7 +4006,7 @@
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@@ -4026,7 +4025,7 @@
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@@ -4044,7 +4043,7 @@
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@@ -4058,7 +4057,7 @@
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@@ -4073,7 +4072,7 @@
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@@ -4094,7 +4093,7 @@
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@@ -4111,7 +4110,7 @@
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@@ -4143,7 +4142,7 @@
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@@ -4157,7 +4156,7 @@
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@@ -4170,7 +4169,7 @@
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@@ -4195,7 +4194,7 @@
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@@ -4205,7 +4204,7 @@
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@@ -4216,7 +4215,7 @@
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@@ -4270,7 +4269,7 @@
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@@ -4287,7 +4286,7 @@
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@@ -4299,7 +4298,7 @@
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@@ -4311,7 +4310,7 @@
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@@ -4321,7 +4320,7 @@
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@@ -4338,7 +4337,7 @@
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@@ -4348,7 +4347,7 @@
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@@ -4363,7 +4362,7 @@
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@@ -4373,7 +4372,7 @@
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@@ -4387,7 +4386,7 @@
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@@ -4399,7 +4398,7 @@
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@@ -4411,7 +4410,7 @@
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@@ -4423,7 +4422,7 @@
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@@ -4433,7 +4432,7 @@
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@@ -4445,7 +4444,7 @@
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@@ -4455,7 +4454,7 @@
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@@ -4472,7 +4471,7 @@
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@@ -4482,7 +4481,7 @@
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@@ -4494,7 +4493,7 @@
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@@ -4504,7 +4503,7 @@
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@@ -4516,7 +4515,7 @@
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@@ -4530,7 +4529,7 @@
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@@ -4542,7 +4541,7 @@
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@@ -4564,7 +4563,7 @@
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@@ -4576,7 +4575,7 @@
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@@ -4591,7 +4590,7 @@
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@@ -4603,7 +4602,7 @@
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@@ -4615,7 +4614,7 @@
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@@ -4625,7 +4624,7 @@
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@@ -4637,7 +4636,7 @@
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@@ -4647,7 +4646,7 @@
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@@ -4659,7 +4658,7 @@
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@@ -4669,7 +4668,7 @@
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@@ -4681,7 +4680,7 @@
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@@ -4698,7 +4697,7 @@
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@@ -4711,7 +4710,7 @@
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@@ -4723,7 +4722,7 @@
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@@ -4733,7 +4732,7 @@
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@@ -4746,7 +4745,7 @@
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@@ -4756,7 +4755,7 @@
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@@ -4768,7 +4767,7 @@
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@@ -4781,7 +4780,7 @@
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@@ -4794,7 +4793,7 @@
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@@ -4806,7 +4805,7 @@
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@@ -4818,7 +4817,7 @@
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@@ -4828,7 +4827,7 @@
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@@ -4841,7 +4840,7 @@
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@@ -4853,7 +4852,7 @@
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@@ -4865,7 +4864,7 @@
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@@ -4877,7 +4876,7 @@
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@@ -4889,7 +4888,7 @@
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@@ -4903,7 +4902,7 @@
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@@ -4915,7 +4914,7 @@
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@@ -4925,7 +4924,7 @@
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@@ -4937,7 +4936,7 @@
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@@ -4949,7 +4948,7 @@
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@@ -4961,7 +4960,7 @@
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@@ -4973,7 +4972,7 @@
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@@ -4985,7 +4984,7 @@
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@@ -5004,7 +5003,7 @@
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@@ -5016,7 +5015,7 @@
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@@ -5026,7 +5025,7 @@
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@@ -5038,7 +5037,7 @@
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@@ -5048,7 +5047,7 @@
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@@ -5060,7 +5059,7 @@
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@@ -5072,7 +5071,7 @@
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@@ -5088,7 +5087,7 @@
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@@ -5100,7 +5099,7 @@
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@@ -5112,7 +5111,7 @@
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@@ -5122,7 +5121,7 @@
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@@ -5134,7 +5133,7 @@
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@@ -5144,7 +5143,7 @@
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@@ -5156,7 +5155,7 @@
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@@ -5173,7 +5172,7 @@
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@@ -5185,7 +5184,7 @@
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@@ -5197,7 +5196,7 @@
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@@ -5207,7 +5206,7 @@
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@@ -5219,7 +5218,7 @@
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@@ -5229,7 +5228,7 @@
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@@ -5241,7 +5240,7 @@
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@@ -5251,7 +5250,7 @@
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@@ -5263,7 +5262,7 @@
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@@ -5273,7 +5272,7 @@
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@@ -5285,7 +5284,7 @@
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@@ -5354,7 +5353,7 @@
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@@ -5368,7 +5367,7 @@
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@@ -5381,7 +5380,7 @@
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@@ -5395,7 +5394,7 @@
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@@ -5408,7 +5407,7 @@
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@@ -5419,7 +5418,7 @@
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@@ -5431,7 +5430,7 @@
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@@ -5441,7 +5440,7 @@
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@@ -5453,7 +5452,7 @@
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@@ -5469,7 +5468,7 @@
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@@ -5520,7 +5519,7 @@
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@@ -5530,7 +5529,7 @@
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@@ -5576,7 +5575,7 @@
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@@ -5589,7 +5588,7 @@
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@@ -5600,7 +5599,7 @@
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@@ -5615,7 +5614,7 @@
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-   "id": "96244dc6",
+   "id": "018b50ac",
    "metadata": {
     "editable": true
    },
@@ -5633,7 +5632,7 @@
   {
    "cell_type": "code",
    "execution_count": 35,
-   "id": "e5a1f707",
+   "id": "1edd528d",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5650,7 +5649,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "50cf1b03",
+   "id": "77169222",
    "metadata": {
     "editable": true
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@@ -5660,7 +5659,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6e8d74b3",
+   "id": "bf219e03",
    "metadata": {
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@@ -5671,7 +5670,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6d4baafc",
+   "id": "d040522e",
    "metadata": {
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@@ -5682,7 +5681,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "09ddba0d",
+   "id": "0285022d",
    "metadata": {
     "editable": true
    },
@@ -5693,7 +5692,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "528882f7",
+   "id": "3dcde514",
    "metadata": {
     "editable": true
    },
@@ -5716,7 +5715,7 @@
   {
    "cell_type": "code",
    "execution_count": 36,
-   "id": "60a13cd9",
+   "id": "7452c257",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5729,7 +5728,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fec138dc",
+   "id": "11b072a0",
    "metadata": {
     "editable": true
    },
@@ -5744,7 +5743,7 @@
   {
    "cell_type": "code",
    "execution_count": 37,
-   "id": "450314dd",
+   "id": "2cdafc75",
    "metadata": {
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     "editable": true
@@ -5824,7 +5823,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "57b27a0d",
+   "id": "37787de2",
    "metadata": {
     "editable": true
    },
@@ -5839,7 +5838,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "844f60b2",
+   "id": "2107b496",
    "metadata": {
     "editable": true
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@@ -5852,7 +5851,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f9ff6d68",
+   "id": "1a7a8e94",
    "metadata": {
     "editable": true
    },
@@ -5863,7 +5862,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b45d321c",
+   "id": "c2918ec5",
    "metadata": {
     "editable": true
    },
@@ -5875,7 +5874,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2f8c6ddb",
+   "id": "2dd0df16",
    "metadata": {
     "editable": true
    },
@@ -5885,7 +5884,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b583593c",
+   "id": "b732a702",
    "metadata": {
     "editable": true
    },
@@ -5897,7 +5896,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "69e04a99",
+   "id": "7c0b94e1",
    "metadata": {
     "editable": true
    },
@@ -5907,7 +5906,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d3ce0e67",
+   "id": "9bcdb98e",
    "metadata": {
     "editable": true
    },
@@ -5929,7 +5928,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2145dba3",
+   "id": "f81f9ea6",
    "metadata": {
     "editable": true
    },
@@ -5941,7 +5940,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4fe118b0",
+   "id": "981d64f2",
    "metadata": {
     "editable": true
    },
@@ -5951,7 +5950,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1b53f42c",
+   "id": "ac2ee398",
    "metadata": {
     "editable": true
    },
@@ -5963,7 +5962,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "92bcb37f",
+   "id": "6105a22e",
    "metadata": {
     "editable": true
    },
@@ -5973,7 +5972,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a056cbb6",
+   "id": "c26a78ab",
    "metadata": {
     "editable": true
    },
@@ -5985,7 +5984,7 @@
   },
   {
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-   "id": "dd0edd15",
+   "id": "56b85f17",
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    },
diff --git a/doc/src/week35/week35.do.txt b/doc/src/week35/week35.do.txt
index 841d83689..e70c02bec 100644
--- a/doc/src/week35/week35.do.txt
+++ b/doc/src/week35/week35.do.txt
@@ -7,8 +7,7 @@ DATE: today
 =====  Plans for week 35 =====
 
 * Lab Wednesday: Work on exercises 1-5 for week 35, see end of these slides for the exercises
-* Thursday: Review of  ordinary Least Squares with applications, reminder on statistics  and start discussion of Ridge Regression and Singular Value Decom\
-position
+* Thursday: Review of  ordinary Least Squares with applications, reminder on statistics  and start discussion of Ridge Regression and Singular Value Decomposition
 * Friday: Discussion of Ridge and Lasso Regression and links with Singular Value Decomposition
 
 === Reading recommendations: ===