From 416471deb90152091ecab61b2d96891a7a0a7e38 Mon Sep 17 00:00:00 2001
From: Morten Hjorth-Jensen <morten.hjorth-jensen@fys.uio.no>
Date: Mon, 18 Sep 2023 14:05:42 +0200
Subject: [PATCH] typo correction

---
 .../_build/.doctrees/environment.pickle       | Bin 339237 -> 339364 bytes
 .../_build/.doctrees/week38.doctree           | Bin 1191345 -> 1191352 bytes
 .../_build/html/_sources/week38.ipynb         | 354 ++++++++---------
 doc/LectureNotes/_build/html/genindex.html    |   2 +-
 doc/LectureNotes/_build/html/intro.html       |   2 +-
 doc/LectureNotes/_build/html/objects.inv      | Bin 1052 -> 1052 bytes
 doc/LectureNotes/_build/html/search.html      |   2 +-
 doc/LectureNotes/_build/html/searchindex.js   |   2 +-
 doc/LectureNotes/_build/html/week38.html      |  12 +-
 .../_build/jupyter_execute/week38.ipynb       | 356 +++++++++---------
 .../_build/jupyter_execute/week38.py          |   4 +-
 doc/LectureNotes/week38.ipynb                 | 354 ++++++++---------
 doc/pub/week38/html/._week38-bs000.html       |   8 +-
 doc/pub/week38/html/._week38-bs001.html       |   6 +-
 doc/pub/week38/html/._week38-bs002.html       |   6 +-
 doc/pub/week38/html/._week38-bs003.html       |   6 +-
 doc/pub/week38/html/._week38-bs004.html       |   6 +-
 doc/pub/week38/html/._week38-bs005.html       |   6 +-
 doc/pub/week38/html/._week38-bs006.html       |   6 +-
 doc/pub/week38/html/._week38-bs007.html       |   6 +-
 doc/pub/week38/html/._week38-bs008.html       |   6 +-
 doc/pub/week38/html/._week38-bs009.html       |   6 +-
 doc/pub/week38/html/._week38-bs010.html       |   6 +-
 doc/pub/week38/html/._week38-bs011.html       |   6 +-
 doc/pub/week38/html/._week38-bs012.html       |   6 +-
 doc/pub/week38/html/._week38-bs013.html       |   6 +-
 doc/pub/week38/html/._week38-bs014.html       |   6 +-
 doc/pub/week38/html/._week38-bs015.html       |   6 +-
 doc/pub/week38/html/._week38-bs016.html       |   6 +-
 doc/pub/week38/html/._week38-bs017.html       |   6 +-
 doc/pub/week38/html/._week38-bs018.html       |   6 +-
 doc/pub/week38/html/._week38-bs019.html       |   6 +-
 doc/pub/week38/html/._week38-bs020.html       |   6 +-
 doc/pub/week38/html/._week38-bs021.html       |   6 +-
 doc/pub/week38/html/._week38-bs022.html       |   6 +-
 doc/pub/week38/html/._week38-bs023.html       |   6 +-
 doc/pub/week38/html/._week38-bs024.html       |   6 +-
 doc/pub/week38/html/._week38-bs025.html       |   6 +-
 doc/pub/week38/html/._week38-bs026.html       |   6 +-
 doc/pub/week38/html/._week38-bs027.html       |   6 +-
 doc/pub/week38/html/._week38-bs028.html       |   6 +-
 doc/pub/week38/html/._week38-bs029.html       |   6 +-
 doc/pub/week38/html/._week38-bs030.html       |   6 +-
 doc/pub/week38/html/._week38-bs031.html       |   6 +-
 doc/pub/week38/html/._week38-bs032.html       |   6 +-
 doc/pub/week38/html/._week38-bs033.html       |   6 +-
 doc/pub/week38/html/._week38-bs034.html       |   6 +-
 doc/pub/week38/html/._week38-bs035.html       |   6 +-
 doc/pub/week38/html/._week38-bs036.html       |   6 +-
 doc/pub/week38/html/._week38-bs037.html       |   6 +-
 doc/pub/week38/html/._week38-bs038.html       |   6 +-
 doc/pub/week38/html/._week38-bs039.html       |   6 +-
 doc/pub/week38/html/._week38-bs040.html       |   6 +-
 doc/pub/week38/html/._week38-bs041.html       |   6 +-
 doc/pub/week38/html/._week38-bs042.html       |   6 +-
 doc/pub/week38/html/week38-bs.html            |   8 +-
 doc/pub/week38/html/week38-reveal.html        |   6 +-
 doc/pub/week38/html/week38-solarized.html     |   6 +-
 doc/pub/week38/html/week38.html               |   6 +-
 doc/pub/week38/ipynb/ipynb-week38-src.tar.gz  | Bin 192 -> 191 bytes
 doc/pub/week38/ipynb/week38.ipynb             | 354 ++++++++---------
 doc/src/week38/week38.do.txt                  |   2 +-
 62 files changed, 865 insertions(+), 865 deletions(-)

diff --git a/doc/LectureNotes/_build/.doctrees/environment.pickle b/doc/LectureNotes/_build/.doctrees/environment.pickle
index b12f35dce79612a033abed66245fd063af61e34c..38e15da6baec2ed2c293468d58d07f6cbebe021a 100644
GIT binary patch
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diff --git a/doc/LectureNotes/_build/html/_sources/week38.ipynb b/doc/LectureNotes/_build/html/_sources/week38.ipynb
index e1272fd7b..a9e42c232 100644
--- a/doc/LectureNotes/_build/html/_sources/week38.ipynb
+++ b/doc/LectureNotes/_build/html/_sources/week38.ipynb
@@ -2,24 +2,24 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "0b494ea6",
+   "id": "92c39815",
    "metadata": {
     "editable": true
    },
    "source": [
     "<!-- HTML file automatically generated from DocOnce source (https://github.com/doconce/doconce/)\n",
     "doconce format html week38.do.txt --no_mako -->\n",
-    "<!-- dom:TITLE: Week38: Logistic Regression and Optimization -->"
+    "<!-- dom:TITLE: Week 38: Logistic Regression and Optimization -->"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "90da9d2b",
+   "id": "c28ac15e",
    "metadata": {
     "editable": true
    },
    "source": [
-    "# Week38: Logistic Regression and Optimization\n",
+    "# Week 38: Logistic Regression and Optimization\n",
     "**Morten Hjorth-Jensen**, Department of Physics and Center for Computing in Science Education, University of Oslo and Department of Physics and Astronomy and Facility for Rare Isotope Beams, Michigan State University\n",
     "\n",
     "Date: **September 18-22**"
@@ -27,7 +27,7 @@
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@@ -68,7 +68,7 @@
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@@ -78,7 +78,7 @@
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@@ -103,7 +103,7 @@
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@@ -119,7 +119,7 @@
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@@ -135,7 +135,7 @@
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@@ -149,7 +149,7 @@
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@@ -177,7 +177,7 @@
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+   "id": "2db06c8a",
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@@ -190,7 +190,7 @@
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    "execution_count": 1,
-   "id": "4ab6ce4c",
+   "id": "7487b649",
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@@ -292,7 +292,7 @@
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+   "id": "3d38a274",
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@@ -302,7 +302,7 @@
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-   "id": "c60627a6",
+   "id": "53cb96b0",
    "metadata": {
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@@ -324,7 +324,7 @@
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-   "id": "60b88002",
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@@ -350,7 +350,7 @@
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@@ -374,7 +374,7 @@
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@@ -399,7 +399,7 @@
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@@ -411,7 +411,7 @@
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@@ -429,7 +429,7 @@
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@@ -447,7 +447,7 @@
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@@ -458,7 +458,7 @@
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@@ -485,7 +485,7 @@
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@@ -498,7 +498,7 @@
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@@ -563,7 +563,7 @@
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@@ -576,7 +576,7 @@
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@@ -595,7 +595,7 @@
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@@ -606,7 +606,7 @@
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@@ -618,7 +618,7 @@
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@@ -637,7 +637,7 @@
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@@ -659,7 +659,7 @@
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@@ -671,7 +671,7 @@
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@@ -681,7 +681,7 @@
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@@ -694,7 +694,7 @@
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@@ -759,7 +759,7 @@
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@@ -771,7 +771,7 @@
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@@ -786,7 +786,7 @@
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@@ -798,7 +798,7 @@
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@@ -810,7 +810,7 @@
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@@ -827,7 +827,7 @@
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@@ -841,7 +841,7 @@
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@@ -851,7 +851,7 @@
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@@ -863,7 +863,7 @@
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@@ -875,7 +875,7 @@
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@@ -887,7 +887,7 @@
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@@ -898,7 +898,7 @@
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@@ -910,7 +910,7 @@
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@@ -921,7 +921,7 @@
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@@ -937,7 +937,7 @@
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@@ -949,7 +949,7 @@
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@@ -959,7 +959,7 @@
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@@ -971,7 +971,7 @@
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@@ -986,7 +986,7 @@
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@@ -998,7 +998,7 @@
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@@ -1009,7 +1009,7 @@
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@@ -1021,7 +1021,7 @@
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@@ -1033,7 +1033,7 @@
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@@ -1045,7 +1045,7 @@
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@@ -1055,7 +1055,7 @@
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@@ -1067,7 +1067,7 @@
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@@ -1081,7 +1081,7 @@
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@@ -1093,7 +1093,7 @@
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@@ -1103,7 +1103,7 @@
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@@ -1115,7 +1115,7 @@
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@@ -1125,7 +1125,7 @@
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@@ -1137,7 +1137,7 @@
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@@ -1148,7 +1148,7 @@
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@@ -1171,7 +1171,7 @@
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@@ -1183,7 +1183,7 @@
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@@ -1193,7 +1193,7 @@
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@@ -1205,7 +1205,7 @@
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@@ -1222,7 +1222,7 @@
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@@ -1232,7 +1232,7 @@
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@@ -1251,7 +1251,7 @@
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@@ -1306,7 +1306,7 @@
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@@ -1318,7 +1318,7 @@
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@@ -1333,7 +1333,7 @@
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@@ -1386,7 +1386,7 @@
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@@ -1401,7 +1401,7 @@
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@@ -1421,7 +1421,7 @@
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@@ -1475,7 +1475,7 @@
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@@ -1490,7 +1490,7 @@
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@@ -1517,7 +1517,7 @@
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@@ -1531,7 +1531,7 @@
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@@ -1576,7 +1576,7 @@
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@@ -1601,7 +1601,7 @@
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@@ -1613,7 +1613,7 @@
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@@ -1624,7 +1624,7 @@
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@@ -1636,7 +1636,7 @@
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@@ -1649,7 +1649,7 @@
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@@ -1660,7 +1660,7 @@
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@@ -1703,7 +1703,7 @@
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@@ -1724,7 +1724,7 @@
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@@ -1741,7 +1741,7 @@
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@@ -1756,7 +1756,7 @@
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@@ -1766,7 +1766,7 @@
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@@ -1782,7 +1782,7 @@
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@@ -1794,7 +1794,7 @@
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@@ -1805,7 +1805,7 @@
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@@ -1817,7 +1817,7 @@
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@@ -1827,7 +1827,7 @@
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@@ -1841,7 +1841,7 @@
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@@ -1853,7 +1853,7 @@
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@@ -1863,7 +1863,7 @@
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@@ -1875,7 +1875,7 @@
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@@ -1887,7 +1887,7 @@
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@@ -1907,7 +1907,7 @@
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@@ -1923,7 +1923,7 @@
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@@ -1939,7 +1939,7 @@
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@@ -1950,7 +1950,7 @@
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@@ -1962,7 +1962,7 @@
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@@ -1972,7 +1972,7 @@
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@@ -1984,7 +1984,7 @@
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@@ -1994,7 +1994,7 @@
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@@ -2006,7 +2006,7 @@
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@@ -2028,7 +2028,7 @@
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@@ -2041,7 +2041,7 @@
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@@ -2054,7 +2054,7 @@
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@@ -2064,7 +2064,7 @@
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@@ -2082,7 +2082,7 @@
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@@ -2092,7 +2092,7 @@
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@@ -2107,7 +2107,7 @@
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class=\"section-number\">3. </span>Linear Regression","<span class=\"section-number\">14. </span>Building a Feed Forward Neural Network","<span class=\"section-number\">15. </span>Solving Differential Equations  with Deep Learning","<span class=\"section-number\">16. </span>Convolutional Neural Networks","<span class=\"section-number\">17. </span>Recurrent neural networks: Overarching view","<span class=\"section-number\">4. </span>Ridge and Lasso Regression","<span class=\"section-number\">5. </span>Resampling Methods","<span class=\"section-number\">6. </span>Logistic Regression","<span class=\"section-number\">8. </span>Support Vector Machines, overarching aims","<span class=\"section-number\">9. </span>Decision trees, overarching aims","<span class=\"section-number\">10. </span>Ensemble Methods: From a Single Tree to Many Trees and Extreme Boosting, Meet the Jungle of Methods","<span class=\"section-number\">11. </span>Basic ideas of the Principal Component Analysis (PCA)","<span class=\"section-number\">13. </span>Neural networks","<span class=\"section-number\">7. </span>Optimization, the central part of any Machine Learning algortithm","<span class=\"section-number\">12. </span>Clustering and Unsupervised Learning","Exercises week 34","Exercises week 35","Exercises week 36","Exercises week 37","Exercises week 38","Applied Data Analysis and Machine Learning","<span class=\"section-number\">2. </span>Linear Algebra, Handling of Arrays and more Python Features","Project 1 on Machine Learning, deadline October 9 (midnight), 2023","Teaching schedule with links to material","<span class=\"section-number\">1. </span>Elements of Probability Theory and Statistical Data Analysis","Teachers and Grading","Textbooks","Week 34: Introduction to the course, Logistics and Practicalities","Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression","Week 36: Statistical interpretation of Linear Regression and Resampling techniques","Week 37: Statistical interpretations and Resampling Methods","Week38: Logistic Regression and 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class=\"section-number\">3. </span>Linear Regression","<span class=\"section-number\">14. </span>Building a Feed Forward Neural Network","<span class=\"section-number\">15. </span>Solving Differential Equations  with Deep Learning","<span class=\"section-number\">16. </span>Convolutional Neural Networks","<span class=\"section-number\">17. </span>Recurrent neural networks: Overarching view","<span class=\"section-number\">4. </span>Ridge and Lasso Regression","<span class=\"section-number\">5. </span>Resampling Methods","<span class=\"section-number\">6. </span>Logistic Regression","<span class=\"section-number\">8. </span>Support Vector Machines, overarching aims","<span class=\"section-number\">9. </span>Decision trees, overarching aims","<span class=\"section-number\">10. </span>Ensemble Methods: From a Single Tree to Many Trees and Extreme Boosting, Meet the Jungle of Methods","<span class=\"section-number\">11. </span>Basic ideas of the Principal Component Analysis (PCA)","<span class=\"section-number\">13. </span>Neural networks","<span class=\"section-number\">7. </span>Optimization, the central part of any Machine Learning algortithm","<span class=\"section-number\">12. </span>Clustering and Unsupervised Learning","Exercises week 34","Exercises week 35","Exercises week 36","Exercises week 37","Exercises week 38","Applied Data Analysis and Machine Learning","<span class=\"section-number\">2. </span>Linear Algebra, Handling of Arrays and more Python Features","Project 1 on Machine Learning, deadline October 9 (midnight), 2023","Teaching schedule with links to material","<span class=\"section-number\">1. </span>Elements of Probability Theory and Statistical Data Analysis","Teachers and Grading","Textbooks","Week 34: Introduction to the course, Logistics and Practicalities","Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression","Week 36: Statistical interpretation of Linear Regression and Resampling techniques","Week 37: Statistical interpretations and Resampling Methods","Week 38: Logistic Regression and Optimization"],titleterms:{"1":[0,15,16,17,18,22,27,28],"10":[],"11":[],"12":[],"13":[],"14":30,"15":[],"16":[],"17":[],"18":[],"19":[],"2":[0,15,16,17,18,27,28],"20":[],"2021":[],"2022":[],"2023":[22,25],"21":31,"22":[],"23":31,"24":[],"25":[],"26":[],"27":[],"28":[],"29":[],"3":[0,15,16,27,28],"30":[],"31":28,"34":[15,27],"35":[16,28],"36":[17,29],"37":[18,30],"38":[19,31],"39":[],"4":[0,28],"40":[],"41":[],"4155":[],"42":[],"43":[],"44":[],"45":[],"46":[],"47":[],"5":0,"6":[],"7":29,"8":[],"9":22,"case":[8,10,24,28,29,31],"class":31,"do":[1,27,29,30],"final":[12,28,29],"function":[0,1,6,7,8,10,11,12,13,22,24,27,28,29,30,31],"import":[5,21,27,28,29],"new":[4,29,30],A:[0,1,4,8,9,27,29,30,31],And:[27,28,29,31],In:25,Ising:6,The:[0,1,2,3,5,6,7,8,9,11,12,17,20,27,28,29,30,31],To:[27,28],With:[4,29],about:[27,28],abov:29,activ:[1,12,29],actual:[],ad:[0,6,17,22,27,28],adaboost:10,adagrad:13,adam:13,adapt:10,adjust:1,adversari:4,again:[3,9,31],ai:27,aim:[8,9,17,18,19,27],aka:[27,28],algebra:[21,27],algorithm:[9,10,11,12,28],algortithm:[13,31],all:8,an:[0,4,10,27],analys:[5,28],analysi:[0,5,6,11,20,22,24,27,28,29,30],analyt:[0,16,17],ani:[13,31],anoth:[9,29,30],appli:20,approach:[0,8,14,27,30],approxim:12,architectur:1,arrai:[21,27],assist:25,assumpt:[29,30],august:28,autocorrel:24,autograd:[2,13],automat:13,b:[17,22],back:[1,11,12],background:[20,22,30],bag:10,base:[13,30],basic:[0,5,7,9,10,11,21,28,29,30,31],batch:1,bay:[5,29,30],befor:11,beta:[29,30],better:8,bia:[6,22,30],binari:1,bind:27,binomi:[],bird:10,block:[],boldsymbol:[28,29,30],boost:10,bootstrap:[6,10,30],boston:[0,28],breast:1,brief:[27,30,31],bring:12,build:[1,3,9],c:[22,27],calcul:28,can:[27,30],cancer:[1,7,9,11,31],cart:9,center:28,central:[13,20,24,30,31],chain:12,challeng:31,chang:10,channel:27,chi:[0,27],choos:1,cifar01:3,classic:11,classif:[1,9,10,31],classifi:[8,31],clip:1,cluster:14,cnn:3,code:[0,1,2,5,9,11,12,13,14,27,28,29,30,31],collect:[1,3],come:31,commun:27,compact:31,compar:[2,10],comparison:29,complet:28,complex:[0,6,22,28],complic:6,compon:11,comput:9,computation:30,computerlab:27,con:9,concept:24,condit:[29,30,31],confid:30,conjug:13,continu:[],contn:27,convex:[8,13,31],convolut:[3,12],correctli:[29,30],correl:[11,28,31],correspond:31,cost:[1,10,28,29,30,31],cours:[20,26,27],covari:[5,11,24,28],cover:27,cross:[6,22,30,31],cumul:[],cython:27,d:22,data:[0,1,3,6,7,9,11,15,16,20,22,24,27,28,29,31],dataset:[1,3],deadlin:[22,27],decai:2,decis:[9,10],decomposit:[5,11,17,21,28],deep:[1,2,31],defin:[1,27],definit:[],degre:[0,28],deliveri:22,delta:30,demonstr:[],dens:[0,27],deriv:[5,12,28,29,30,31],descent:[2,10,13,31],descript:22,design:28,detail:[3,27],develop:1,deviat:[],diagon:11,dice:[],differ:8,differenti:[2,13],diffus:2,dimension:[2,3,8,22,28],disadvantag:9,discret:24,discuss:31,disguis:[],distribut:[5,24,29,30],distrubut:[29,30],doe:[28,29],domain:24,down:1,dropout:1,e:22,each:31,economi:28,electron:22,element:[0,24,27],elimin:21,energi:27,ensembl:10,entropi:[9,31],environ:[0,15,27],equat:[0,2,12,27,28,29,31],error:[0,10,27,28,30],essenti:27,estim:[29,30],etc:27,euler:2,evalu:1,event:[],exampl:[0,1,2,3,4,6,7,8,9,10,27,28,29,30,31],exercis:[0,6,15,16,17,18,19,27,28,30],expect:[18,24,29,30],expens:30,experi:24,explor:[0,15,16,27],exponenti:2,express:[17,18,27,28,31],extend:31,extrapol:4,extrem:[10,27],ey:10,f:22,fall:25,famili:[1,27,28],famou:21,fantast:28,featur:[9,21,28],feed:[1,12],find:30,fine:1,first:[4,12,27,28,29,31],fit:[0,10,27,29],fix:28,fold:[30,31],forc:3,forest:10,format:[22,27],forward:[1,2,12],fourier:3,frank:[6,22,28],freedom:[0,28],frequent:28,frequentist:[0,27],fridai:31,from:[5,10,12,28,29,30,31],full:2,further:[3,5,28],fy:[],g:22,gan:4,gaussian:21,gd:13,gener:[4,9,27],geometr:[11,31],gini:9,good:[0,27],grade:[25,27],gradient:[1,2,10,13,31],grid:31,group:31,growth:2,ha:20,handl:[21,27,28],happen:[29,30],have:27,heard:27,hessian:[28,31],hidden:2,histogram:30,homework:31,hous:[0,28],how:31,hyperparamet:1,hyperplan:8,i:1,id3:9,idea:11,ideal:31,ident:[29,30],identifi:30,ii:27,iid:[29,30],illustr:29,implement:1,implic:[5,28],improv:1,includ:[13,31],increment:11,independ:[29,30],index:9,inform:25,input:2,instal:[20,22,27],instructor:25,intercept:28,interpret:[5,11,27,28,29,30,31],interv:30,introduc:[11,13,28],introduct:[0,6,20,21,22,27],invers:[5,21,29],invert:28,invok:[],iter:10,its:28,jackknif:[],jacobian:28,jax:13,julia:27,jungl:10,k:[30,31],kera:[1,3],kernel:[8,11],lagrangian:8,lambda:31,lasso:[5,6,22,28,29,30,31],last:[28,30,31],later:[5,28],layer:[1,2,3,12],learn:[0,1,2,11,13,14,15,16,20,22,27,28,29,30,31],least:[5,6,18,22,27,28,29],lectur:[27,28,29,30,31],level:10,librari:[20,27],likelihood:[7,29,30,31],limit:[1,13,24,30,31],linear:[0,8,13,21,27,28,29,31],link:[5,11,23,26,28,29,30],literatur:22,logist:[7,27,31],loss:[28,31],lu:21,machin:[0,8,13,20,22,27,31],made:[29,30],mai:27,main:24,make:[0,9,10,15,16,27,28],mani:[10,12],manipul:28,margin:[29,30],mass:27,materi:[23,27,28,29,30,31],math:[5,28],mathemat:[3,5,8,28]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\ No newline at end of file
diff --git a/doc/LectureNotes/_build/html/week38.html b/doc/LectureNotes/_build/html/week38.html
index a3fd96ba3..cb4de6f2c 100644
--- a/doc/LectureNotes/_build/html/week38.html
+++ b/doc/LectureNotes/_build/html/week38.html
@@ -5,7 +5,7 @@
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     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Week38: Logistic Regression and Optimization &#8212; Applied Data Analysis and Machine Learning</title>
+    <title>Week 38: Logistic Regression and Optimization &#8212; Applied Data Analysis and Machine Learning</title>
     
   <link href="_static/css/theme.css" rel="stylesheet">
   <link href="_static/css/index.ff1ffe594081f20da1ef19478df9384b.css" rel="stylesheet">
@@ -295,7 +295,7 @@ const thebe_selector_output = ".output, .cell_output"
  </li>
  <li class="toctree-l1 current active">
   <a class="current reference internal" href="#">
-   Week38: Logistic Regression and Optimization
+   Week 38: Logistic Regression and Optimization
   </a>
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 </ul>
@@ -711,7 +711,7 @@ const thebe_selector_output = ".output, .cell_output"
         <div class="col-12 col-md-9 pl-md-3 pr-md-0">
             <!-- Table of contents that is only displayed when printing the page -->
             <div id="jb-print-docs-body" class="onlyprint">
-                <h1>Week38: Logistic Regression and Optimization</h1>
+                <h1>Week 38: Logistic Regression and Optimization</h1>
                 <!-- Table of contents -->
                 <div id="print-main-content">
                     <div id="jb-print-toc">
@@ -1052,8 +1052,8 @@ const thebe_selector_output = ".output, .cell_output"
                 
   <!-- HTML file automatically generated from DocOnce source (https://github.com/doconce/doconce/)
 doconce format html week38.do.txt --no_mako -->
-<!-- dom:TITLE: Week38: Logistic Regression and Optimization --><div class="tex2jax_ignore mathjax_ignore section" id="week38-logistic-regression-and-optimization">
-<h1>Week38: Logistic Regression and Optimization<a class="headerlink" href="#week38-logistic-regression-and-optimization" title="Permalink to this headline">¶</a></h1>
+<!-- dom:TITLE: Week 38: Logistic Regression and Optimization --><div class="tex2jax_ignore mathjax_ignore section" id="week-38-logistic-regression-and-optimization">
+<h1>Week 38: Logistic Regression and Optimization<a class="headerlink" href="#week-38-logistic-regression-and-optimization" title="Permalink to this headline">¶</a></h1>
 <p><strong>Morten Hjorth-Jensen</strong>, Department of Physics and Center for Computing in Science Education, University of Oslo and Department of Physics and Astronomy and Facility for Rare Isotope Beams, Michigan State University</p>
 <p>Date: <strong>September 18-22</strong></p>
 <div class="section" id="plans-for-week-38">
@@ -1994,7 +1994,7 @@ case under study.</p>
 </div>
 <div class="cell_output docutils container">
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>RandomizedSearchCV(estimator=Ridge(), n_iter=100,
-                   param_distributions={&#39;alpha&#39;: &lt;scipy.stats._distn_infrastructure.rv_frozen object at 0x128a2b580&gt;})
+                   param_distributions={&#39;alpha&#39;: &lt;scipy.stats._distn_infrastructure.rv_frozen object at 0x1309f4ca0&gt;})
 Best estimated lambda-value: 0.9849967686928113
 MSE score: 1.0853136633465326
 R2 score: -0.0002382102844775691
diff --git a/doc/LectureNotes/_build/jupyter_execute/week38.ipynb b/doc/LectureNotes/_build/jupyter_execute/week38.ipynb
index 51e4653ba..502d4850c 100644
--- a/doc/LectureNotes/_build/jupyter_execute/week38.ipynb
+++ b/doc/LectureNotes/_build/jupyter_execute/week38.ipynb
@@ -2,24 +2,24 @@
  "cells": [
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+   "id": "92c39815",
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     "<!-- HTML file automatically generated from DocOnce source (https://github.com/doconce/doconce/)\n",
     "doconce format html week38.do.txt --no_mako -->\n",
-    "<!-- dom:TITLE: Week38: Logistic Regression and Optimization -->"
+    "<!-- dom:TITLE: Week 38: Logistic Regression and Optimization -->"
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   {
    "cell_type": "markdown",
-   "id": "90da9d2b",
+   "id": "c28ac15e",
    "metadata": {
     "editable": true
    },
    "source": [
-    "# Week38: Logistic Regression and Optimization\n",
+    "# Week 38: Logistic Regression and Optimization\n",
     "**Morten Hjorth-Jensen**, Department of Physics and Center for Computing in Science Education, University of Oslo and Department of Physics and Astronomy and Facility for Rare Isotope Beams, Michigan State University\n",
     "\n",
     "Date: **September 18-22**"
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c3a6f1f1",
+   "id": "04bf16b5",
    "metadata": {
     "editable": true
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@@ -68,7 +68,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2e6697dc",
+   "id": "e47b1a7c",
    "metadata": {
     "editable": true
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@@ -78,7 +78,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2c3857b9",
+   "id": "1ad44c38",
    "metadata": {
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@@ -103,7 +103,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "898f5fbd",
+   "id": "48181efc",
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@@ -119,7 +119,7 @@
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   {
    "cell_type": "markdown",
-   "id": "125ee9e7",
+   "id": "62106e79",
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@@ -135,7 +135,7 @@
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   {
    "cell_type": "markdown",
-   "id": "d2ff91ea",
+   "id": "7d392fb4",
    "metadata": {
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@@ -149,7 +149,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0405c112",
+   "id": "883c8ba9",
    "metadata": {
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@@ -177,7 +177,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d9f25fad",
+   "id": "2db06c8a",
    "metadata": {
     "editable": true
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@@ -190,7 +190,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "4ab6ce4c",
+   "id": "7487b649",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -307,7 +307,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5e114f13",
+   "id": "3d38a274",
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     "editable": true
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@@ -317,7 +317,7 @@
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   {
    "cell_type": "markdown",
-   "id": "c60627a6",
+   "id": "53cb96b0",
    "metadata": {
     "editable": true
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@@ -339,7 +339,7 @@
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   {
    "cell_type": "markdown",
-   "id": "60b88002",
+   "id": "6120b1c7",
    "metadata": {
     "editable": true
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@@ -365,7 +365,7 @@
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   {
    "cell_type": "markdown",
-   "id": "167ecda4",
+   "id": "936083c0",
    "metadata": {
     "editable": true
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@@ -389,7 +389,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bbd29f6f",
+   "id": "32780c62",
    "metadata": {
     "editable": true
    },
@@ -414,7 +414,7 @@
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   {
    "cell_type": "markdown",
-   "id": "9c222482",
+   "id": "20d08abd",
    "metadata": {
     "editable": true
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@@ -426,7 +426,7 @@
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   {
    "cell_type": "markdown",
-   "id": "dfb0f83c",
+   "id": "58b3452f",
    "metadata": {
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@@ -444,7 +444,7 @@
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   {
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-   "id": "e90ec9af",
+   "id": "7f605f89",
    "metadata": {
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@@ -462,7 +462,7 @@
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    "cell_type": "markdown",
-   "id": "859f730d",
+   "id": "40905342",
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@@ -473,7 +473,7 @@
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-   "id": "997ef897",
+   "id": "77f09c4f",
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@@ -500,7 +500,7 @@
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   {
    "cell_type": "markdown",
-   "id": "f0c5fe42",
+   "id": "4eea9d16",
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     "editable": true
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@@ -513,7 +513,7 @@
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    "execution_count": 2,
-   "id": "2bec70c4",
+   "id": "fdccf16e",
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@@ -723,7 +723,7 @@
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   {
    "cell_type": "markdown",
-   "id": "30a17325",
+   "id": "3db91831",
    "metadata": {
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@@ -736,7 +736,7 @@
   {
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    "execution_count": 3,
-   "id": "db0681f4",
+   "id": "b570a592",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -770,7 +770,7 @@
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   {
    "cell_type": "markdown",
-   "id": "aab92dce",
+   "id": "45e5a12a",
    "metadata": {
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@@ -781,7 +781,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f7e032e8",
+   "id": "21d22b13",
    "metadata": {
     "editable": true
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@@ -793,7 +793,7 @@
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   {
    "cell_type": "markdown",
-   "id": "88cffa5f",
+   "id": "e6b2b13a",
    "metadata": {
     "editable": true
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@@ -812,7 +812,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "df301565",
+   "id": "038a694a",
    "metadata": {
     "editable": true
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@@ -834,7 +834,7 @@
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   {
    "cell_type": "markdown",
-   "id": "06757d21",
+   "id": "581a37c8",
    "metadata": {
     "editable": true
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@@ -846,7 +846,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bc583653",
+   "id": "8e6ff605",
    "metadata": {
     "editable": true
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@@ -856,7 +856,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dc5b4a64",
+   "id": "07e8c6c7",
    "metadata": {
     "editable": true
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@@ -869,7 +869,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "d227cb61",
+   "id": "82e381c1",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -977,7 +977,7 @@
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   {
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-   "id": "80b0d77c",
+   "id": "cffc710d",
    "metadata": {
     "editable": true
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@@ -989,7 +989,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "29f96f4e",
+   "id": "077523d2",
    "metadata": {
     "editable": true
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@@ -1004,7 +1004,7 @@
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+   "id": "378c1ba1",
    "metadata": {
     "editable": true
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@@ -1016,7 +1016,7 @@
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   {
    "cell_type": "markdown",
-   "id": "3aaa8cb2",
+   "id": "12641f70",
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@@ -1028,7 +1028,7 @@
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   {
    "cell_type": "markdown",
-   "id": "f127a0b4",
+   "id": "72d4d322",
    "metadata": {
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@@ -1045,7 +1045,7 @@
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   {
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+   "id": "218bad85",
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@@ -1059,7 +1059,7 @@
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   {
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+   "id": "7f1151b5",
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@@ -1069,7 +1069,7 @@
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   {
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+   "id": "c31ffe4e",
    "metadata": {
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@@ -1081,7 +1081,7 @@
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   {
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+   "id": "f653cea3",
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@@ -1093,7 +1093,7 @@
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   {
    "cell_type": "markdown",
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+   "id": "d117384a",
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@@ -1105,7 +1105,7 @@
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   {
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-   "id": "e55fc1db",
+   "id": "3f7763f2",
    "metadata": {
     "editable": true
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@@ -1116,7 +1116,7 @@
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   {
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+   "id": "0c5d4782",
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@@ -1128,7 +1128,7 @@
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   {
    "cell_type": "markdown",
-   "id": "0c524099",
+   "id": "e47ac025",
    "metadata": {
     "editable": true
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@@ -1139,7 +1139,7 @@
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   {
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-   "id": "3650ccf4",
+   "id": "0775be1d",
    "metadata": {
     "editable": true
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@@ -1155,7 +1155,7 @@
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   {
    "cell_type": "markdown",
-   "id": "4c4c8aca",
+   "id": "2c6d8021",
    "metadata": {
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@@ -1167,7 +1167,7 @@
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   {
    "cell_type": "markdown",
-   "id": "e4c3881f",
+   "id": "934b3029",
    "metadata": {
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@@ -1177,7 +1177,7 @@
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   {
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+   "id": "5736ce62",
    "metadata": {
     "editable": true
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@@ -1189,7 +1189,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aa0c436c",
+   "id": "24448336",
    "metadata": {
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@@ -1204,7 +1204,7 @@
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   {
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-   "id": "f8ffa13e",
+   "id": "62af3134",
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     "editable": true
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@@ -1216,7 +1216,7 @@
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+   "id": "e75f8b6b",
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@@ -1227,7 +1227,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "77421ac2",
+   "id": "afbcdd5a",
    "metadata": {
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@@ -1239,7 +1239,7 @@
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   {
    "cell_type": "markdown",
-   "id": "b6f7ac07",
+   "id": "6a4b6b7f",
    "metadata": {
     "editable": true
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@@ -1251,7 +1251,7 @@
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   {
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-   "id": "b8d2d928",
+   "id": "0487a05f",
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@@ -1263,7 +1263,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4b37082b",
+   "id": "55d00e90",
    "metadata": {
     "editable": true
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@@ -1273,7 +1273,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5158d23f",
+   "id": "13f16948",
    "metadata": {
     "editable": true
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@@ -1285,7 +1285,7 @@
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   {
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+   "id": "99af8c4d",
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@@ -1299,7 +1299,7 @@
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   {
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-   "id": "394b9ebc",
+   "id": "8ba91bb6",
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@@ -1311,7 +1311,7 @@
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+   "id": "f5833039",
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     "editable": true
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@@ -1321,7 +1321,7 @@
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   {
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-   "id": "1ce428ea",
+   "id": "451f2890",
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@@ -1333,7 +1333,7 @@
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+   "id": "1ae365e3",
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@@ -1343,7 +1343,7 @@
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+   "id": "b3187ffb",
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@@ -1355,7 +1355,7 @@
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   {
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-   "id": "89f8e150",
+   "id": "edc72487",
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@@ -1366,7 +1366,7 @@
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+   "id": "1e550b7a",
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@@ -1389,7 +1389,7 @@
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   {
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+   "id": "dc2781ed",
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@@ -1401,7 +1401,7 @@
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   {
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-   "id": "ec09edd7",
+   "id": "720ee440",
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@@ -1411,7 +1411,7 @@
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   {
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-   "id": "e261070d",
+   "id": "eaa0254a",
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@@ -1423,7 +1423,7 @@
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   {
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+   "id": "f6bc3445",
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@@ -1440,7 +1440,7 @@
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-   "id": "c6c3a8fa",
+   "id": "b25b0241",
    "metadata": {
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@@ -1450,7 +1450,7 @@
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+   "id": "380d3c17",
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@@ -1469,7 +1469,7 @@
   {
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-   "id": "f6da358e",
+   "id": "b1e69471",
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@@ -1539,7 +1539,7 @@
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-   "id": "1d8d1d9f",
+   "id": "e82def1d",
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@@ -1551,7 +1551,7 @@
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+   "id": "325e0956",
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@@ -1566,7 +1566,7 @@
   {
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-   "id": "77d97499",
+   "id": "557868b5",
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@@ -1633,7 +1633,7 @@
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-   "id": "f2f4750d",
+   "id": "72f0779e",
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@@ -1648,7 +1648,7 @@
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+   "id": "e6f83d4a",
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@@ -1668,7 +1668,7 @@
   {
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-   "id": "da22d163",
+   "id": "fadead70",
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@@ -1679,7 +1679,7 @@
      "output_type": "stream",
      "text": [
       "RandomizedSearchCV(estimator=Ridge(), n_iter=100,\n",
-      "                   param_distributions={'alpha': <scipy.stats._distn_infrastructure.rv_frozen object at 0x128a2b580>})\n",
+      "                   param_distributions={'alpha': <scipy.stats._distn_infrastructure.rv_frozen object at 0x1309f4ca0>})\n",
       "Best estimated lambda-value: 0.9849967686928113\n",
       "MSE score: 1.0853136633465326\n",
       "R2 score: -0.0002382102844775691\n"
@@ -1734,7 +1734,7 @@
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@@ -1749,7 +1749,7 @@
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-   "id": "428ce4c8",
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@@ -1800,7 +1800,7 @@
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+   "id": "a86570ee",
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@@ -1814,7 +1814,7 @@
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-   "id": "b8aa57d8",
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     "editable": true
@@ -1888,7 +1888,7 @@
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+   "id": "31db566e",
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@@ -1913,7 +1913,7 @@
   {
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    "execution_count": 10,
-   "id": "3e331b35",
+   "id": "5ddb180b",
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@@ -1925,7 +1925,7 @@
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+   "id": "95c6a55b",
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@@ -1936,7 +1936,7 @@
   {
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-   "id": "02dae1a8",
+   "id": "f3347712",
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@@ -1948,7 +1948,7 @@
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+   "id": "f60362a3",
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@@ -1961,7 +1961,7 @@
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+   "id": "232f7e0d",
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@@ -1972,7 +1972,7 @@
   {
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-   "id": "70658003",
+   "id": "552632a5",
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@@ -2163,7 +2163,7 @@
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-   "id": "cf392404",
+   "id": "7752c5ea",
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@@ -2184,7 +2184,7 @@
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@@ -2201,7 +2201,7 @@
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@@ -2216,7 +2216,7 @@
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+   "id": "9863a96d",
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@@ -2226,7 +2226,7 @@
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+   "id": "69a4b9a3",
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@@ -2242,7 +2242,7 @@
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+   "id": "f3f454ef",
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@@ -2254,7 +2254,7 @@
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+   "id": "8ba81e87",
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@@ -2265,7 +2265,7 @@
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@@ -2277,7 +2277,7 @@
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+   "id": "3de8fc00",
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@@ -2287,7 +2287,7 @@
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+   "id": "a582cfba",
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@@ -2301,7 +2301,7 @@
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+   "id": "7cb1055f",
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@@ -2313,7 +2313,7 @@
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-   "id": "96e31a47",
+   "id": "ecea7f51",
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@@ -2323,7 +2323,7 @@
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+   "id": "f98861e3",
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@@ -2335,7 +2335,7 @@
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+   "id": "4fd11bf8",
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@@ -2347,7 +2347,7 @@
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+   "id": "9b7f27a4",
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@@ -2367,7 +2367,7 @@
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+   "id": "50e2e1f0",
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@@ -2383,7 +2383,7 @@
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   {
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-   "id": "ce01e249",
+   "id": "5605583d",
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@@ -2399,7 +2399,7 @@
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+   "id": "d6ce1a0c",
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@@ -2410,7 +2410,7 @@
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+   "id": "7462cf59",
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@@ -2422,7 +2422,7 @@
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   {
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-   "id": "a10d21c7",
+   "id": "b3609230",
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@@ -2432,7 +2432,7 @@
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-   "id": "911c23ed",
+   "id": "63c5804e",
    "metadata": {
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@@ -2444,7 +2444,7 @@
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   {
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-   "id": "a021ace4",
+   "id": "2f6643d0",
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@@ -2454,7 +2454,7 @@
   },
   {
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-   "id": "6762bf3a",
+   "id": "58afbcf0",
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     "editable": true
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@@ -2466,7 +2466,7 @@
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   {
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-   "id": "f1fa9dbe",
+   "id": "61a12296",
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@@ -2488,7 +2488,7 @@
   },
   {
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-   "id": "4ea539dd",
+   "id": "39144130",
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@@ -2501,7 +2501,7 @@
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   {
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-   "id": "b55586b9",
+   "id": "b98db024",
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@@ -2514,7 +2514,7 @@
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-   "id": "1e3daa87",
+   "id": "79154f84",
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@@ -2524,7 +2524,7 @@
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-   "id": "914b3064",
+   "id": "2b225307",
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@@ -2542,7 +2542,7 @@
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+   "id": "72363dfd",
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@@ -2552,7 +2552,7 @@
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@@ -2567,7 +2567,7 @@
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    "cell_type": "markdown",
-   "id": "41d436ef",
+   "id": "d10f9e88",
    "metadata": {
     "editable": true
    },
@@ -2577,7 +2577,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aed63914",
+   "id": "e8a79127",
    "metadata": {
     "editable": true
    },
@@ -2591,7 +2591,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d76da720",
+   "id": "d8451a71",
    "metadata": {
     "editable": true
    },
@@ -2601,7 +2601,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3bf89cee",
+   "id": "8c2c4387",
    "metadata": {
     "editable": true
    },
@@ -2615,7 +2615,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b3cb9607",
+   "id": "3dc3a90d",
    "metadata": {
     "editable": true
    },
@@ -2630,7 +2630,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f12cccf8",
+   "id": "fee016c8",
    "metadata": {
     "editable": true
    },
@@ -2647,7 +2647,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a872b818",
+   "id": "e4340278",
    "metadata": {
     "editable": true
    },
@@ -2659,7 +2659,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "df8dc1b7",
+   "id": "d2af5812",
    "metadata": {
     "editable": true
    },
@@ -2673,7 +2673,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "47077f1c",
+   "id": "a8237bc8",
    "metadata": {
     "editable": true
    },
@@ -2688,7 +2688,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a99e0558",
+   "id": "079c64d8",
    "metadata": {
     "editable": true
    },
@@ -2700,7 +2700,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "69ca8e78",
+   "id": "08da6b25",
    "metadata": {
     "editable": true
    },
@@ -2711,7 +2711,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ce013df2",
+   "id": "7c1a4917",
    "metadata": {
     "editable": true
    },
@@ -2739,7 +2739,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "712af387",
+   "id": "4d2aabf0",
    "metadata": {
     "editable": true
    },
@@ -2761,7 +2761,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b8a484b6",
+   "id": "7377154c",
    "metadata": {
     "editable": true
    },
@@ -2783,7 +2783,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "af202251",
+   "id": "697326eb",
    "metadata": {
     "editable": true
    },
@@ -2795,7 +2795,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c7bfe7e2",
+   "id": "a532b777",
    "metadata": {
     "editable": true
    },
@@ -2832,7 +2832,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "71875b49",
+   "id": "ad4152f5",
    "metadata": {
     "editable": true
    },
@@ -2860,7 +2860,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5cfcecf6",
+   "id": "e48d339b",
    "metadata": {
     "editable": true
    },
@@ -2890,7 +2890,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "19b80b94",
+   "id": "9ae5c509",
    "metadata": {
     "editable": true
    },
@@ -2914,7 +2914,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "8f73b2a8",
+   "id": "dd182f20",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2939,7 +2939,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9989b8c3",
+   "id": "eef5bc40",
    "metadata": {
     "editable": true
    },
@@ -2950,7 +2950,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "852fe5d5",
+   "id": "2af1247d",
    "metadata": {
     "editable": true
    },
@@ -2962,7 +2962,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "091f8620",
+   "id": "20fcf8f2",
    "metadata": {
     "editable": true
    },
@@ -2972,7 +2972,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0dd232b7",
+   "id": "2b6947aa",
    "metadata": {
     "editable": true
    },
@@ -2984,7 +2984,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3222d227",
+   "id": "c5838344",
    "metadata": {
     "editable": true
    },
@@ -2998,7 +2998,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a59b3f1e",
+   "id": "c5af1dca",
    "metadata": {
     "editable": true
    },
@@ -3014,7 +3014,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "30b95a6d",
+   "id": "f380504f",
    "metadata": {
     "editable": true
    },
@@ -3024,7 +3024,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "11018a2d",
+   "id": "c4e7530e",
    "metadata": {
     "editable": true
    },
@@ -3036,7 +3036,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c14db566",
+   "id": "babaeeee",
    "metadata": {
     "editable": true
    },
@@ -3046,7 +3046,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7b77152c",
+   "id": "1f25dc02",
    "metadata": {
     "editable": true
    },
@@ -3058,7 +3058,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6d7e84ae",
+   "id": "58eb4735",
    "metadata": {
     "editable": true
    },
@@ -3072,7 +3072,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "67b0c185",
+   "id": "32f33b17",
    "metadata": {
     "editable": true
    },
@@ -3082,7 +3082,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "049ced67",
+   "id": "02ffa8c7",
    "metadata": {
     "editable": true
    },
@@ -3093,7 +3093,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "94228d75",
+   "id": "7009c819",
    "metadata": {
     "editable": true
    },
@@ -3108,7 +3108,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3bbb056f",
+   "id": "71cf8211",
    "metadata": {
     "editable": true
    },
@@ -3118,7 +3118,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6644d6e8",
+   "id": "b41b50aa",
    "metadata": {
     "editable": true
    },
@@ -3130,7 +3130,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bcee0d8a",
+   "id": "1b52d696",
    "metadata": {
     "editable": true
    },
@@ -3142,7 +3142,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4ab67fa4",
+   "id": "ef629c8b",
    "metadata": {
     "editable": true
    },
@@ -3157,7 +3157,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b42565b3",
+   "id": "0c30718a",
    "metadata": {
     "editable": true
    },
@@ -3170,7 +3170,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "3654008d",
+   "id": "84f33bde",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3227,7 +3227,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1e30a1cf",
+   "id": "d332552b",
    "metadata": {
     "editable": true
    },
@@ -3238,7 +3238,7 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "c140f1de",
+   "id": "c46612a1",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3265,7 +3265,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7f5519e5",
+   "id": "2aa00fc2",
    "metadata": {
     "editable": true
    },
@@ -3277,7 +3277,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b38c88bf",
+   "id": "c2d248a4",
    "metadata": {
     "editable": true
    },
@@ -3289,7 +3289,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "077beecb",
+   "id": "fa969e77",
    "metadata": {
     "editable": true
    },
@@ -3299,7 +3299,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a995831b",
+   "id": "60d7d114",
    "metadata": {
     "editable": true
    },
@@ -3313,7 +3313,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d2822925",
+   "id": "a281f2c0",
    "metadata": {
     "editable": true
    },
@@ -3323,7 +3323,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d13a3641",
+   "id": "5c40a890",
    "metadata": {
     "editable": true
    },
@@ -3335,7 +3335,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5616c93b",
+   "id": "5e848da6",
    "metadata": {
     "editable": true
    },
@@ -3346,7 +3346,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "11a11f4c",
+   "id": "54b17645",
    "metadata": {
     "editable": true
    },
@@ -3361,7 +3361,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4fbaf22a",
+   "id": "a8bb3901",
    "metadata": {
     "editable": true
    },
@@ -3375,7 +3375,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8023c1cf",
+   "id": "61ab0a41",
    "metadata": {
     "editable": true
    },
@@ -3386,7 +3386,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "08c00808",
+   "id": "630a15e8",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3447,7 +3447,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f4019c2a",
+   "id": "21abaca5",
    "metadata": {
     "editable": true
    },
@@ -3469,7 +3469,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "da1cbe60",
+   "id": "5753b51d",
    "metadata": {
     "editable": true
    },
diff --git a/doc/LectureNotes/_build/jupyter_execute/week38.py b/doc/LectureNotes/_build/jupyter_execute/week38.py
index c18fcbd1d..97564587a 100644
--- a/doc/LectureNotes/_build/jupyter_execute/week38.py
+++ b/doc/LectureNotes/_build/jupyter_execute/week38.py
@@ -3,9 +3,9 @@
 
 # <!-- HTML file automatically generated from DocOnce source (https://github.com/doconce/doconce/)
 # doconce format html week38.do.txt --no_mako -->
-# <!-- dom:TITLE: Week38: Logistic Regression and Optimization -->
+# <!-- dom:TITLE: Week 38: Logistic Regression and Optimization -->
 
-# # Week38: Logistic Regression and Optimization
+# # Week 38: Logistic Regression and Optimization
 # **Morten Hjorth-Jensen**, Department of Physics and Center for Computing in Science Education, University of Oslo and Department of Physics and Astronomy and Facility for Rare Isotope Beams, Michigan State University
 # 
 # Date: **September 18-22**
diff --git a/doc/LectureNotes/week38.ipynb b/doc/LectureNotes/week38.ipynb
index e1272fd7b..a9e42c232 100644
--- a/doc/LectureNotes/week38.ipynb
+++ b/doc/LectureNotes/week38.ipynb
@@ -2,24 +2,24 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "0b494ea6",
+   "id": "92c39815",
    "metadata": {
     "editable": true
    },
    "source": [
     "<!-- HTML file automatically generated from DocOnce source (https://github.com/doconce/doconce/)\n",
     "doconce format html week38.do.txt --no_mako -->\n",
-    "<!-- dom:TITLE: Week38: Logistic Regression and Optimization -->"
+    "<!-- dom:TITLE: Week 38: Logistic Regression and Optimization -->"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "90da9d2b",
+   "id": "c28ac15e",
    "metadata": {
     "editable": true
    },
    "source": [
-    "# Week38: Logistic Regression and Optimization\n",
+    "# Week 38: Logistic Regression and Optimization\n",
     "**Morten Hjorth-Jensen**, Department of Physics and Center for Computing in Science Education, University of Oslo and Department of Physics and Astronomy and Facility for Rare Isotope Beams, Michigan State University\n",
     "\n",
     "Date: **September 18-22**"
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c3a6f1f1",
+   "id": "04bf16b5",
    "metadata": {
     "editable": true
    },
@@ -68,7 +68,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2e6697dc",
+   "id": "e47b1a7c",
    "metadata": {
     "editable": true
    },
@@ -78,7 +78,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2c3857b9",
+   "id": "1ad44c38",
    "metadata": {
     "editable": true
    },
@@ -103,7 +103,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "898f5fbd",
+   "id": "48181efc",
    "metadata": {
     "editable": true
    },
@@ -119,7 +119,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "125ee9e7",
+   "id": "62106e79",
    "metadata": {
     "editable": true
    },
@@ -135,7 +135,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d2ff91ea",
+   "id": "7d392fb4",
    "metadata": {
     "editable": true
    },
@@ -149,7 +149,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0405c112",
+   "id": "883c8ba9",
    "metadata": {
     "editable": true
    },
@@ -177,7 +177,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d9f25fad",
+   "id": "2db06c8a",
    "metadata": {
     "editable": true
    },
@@ -190,7 +190,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "4ab6ce4c",
+   "id": "7487b649",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -292,7 +292,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5e114f13",
+   "id": "3d38a274",
    "metadata": {
     "editable": true
    },
@@ -302,7 +302,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c60627a6",
+   "id": "53cb96b0",
    "metadata": {
     "editable": true
    },
@@ -324,7 +324,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "60b88002",
+   "id": "6120b1c7",
    "metadata": {
     "editable": true
    },
@@ -350,7 +350,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "167ecda4",
+   "id": "936083c0",
    "metadata": {
     "editable": true
    },
@@ -374,7 +374,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bbd29f6f",
+   "id": "32780c62",
    "metadata": {
     "editable": true
    },
@@ -399,7 +399,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9c222482",
+   "id": "20d08abd",
    "metadata": {
     "editable": true
    },
@@ -411,7 +411,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dfb0f83c",
+   "id": "58b3452f",
    "metadata": {
     "editable": true
    },
@@ -429,7 +429,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e90ec9af",
+   "id": "7f605f89",
    "metadata": {
     "editable": true
    },
@@ -447,7 +447,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "859f730d",
+   "id": "40905342",
    "metadata": {
     "editable": true
    },
@@ -458,7 +458,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "997ef897",
+   "id": "77f09c4f",
    "metadata": {
     "editable": true
    },
@@ -485,7 +485,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f0c5fe42",
+   "id": "4eea9d16",
    "metadata": {
     "editable": true
    },
@@ -498,7 +498,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "2bec70c4",
+   "id": "fdccf16e",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -563,7 +563,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "30a17325",
+   "id": "3db91831",
    "metadata": {
     "editable": true
    },
@@ -576,7 +576,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "db0681f4",
+   "id": "b570a592",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -595,7 +595,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aab92dce",
+   "id": "45e5a12a",
    "metadata": {
     "editable": true
    },
@@ -606,7 +606,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f7e032e8",
+   "id": "21d22b13",
    "metadata": {
     "editable": true
    },
@@ -618,7 +618,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "88cffa5f",
+   "id": "e6b2b13a",
    "metadata": {
     "editable": true
    },
@@ -637,7 +637,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "df301565",
+   "id": "038a694a",
    "metadata": {
     "editable": true
    },
@@ -659,7 +659,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "06757d21",
+   "id": "581a37c8",
    "metadata": {
     "editable": true
    },
@@ -671,7 +671,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bc583653",
+   "id": "8e6ff605",
    "metadata": {
     "editable": true
    },
@@ -681,7 +681,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dc5b4a64",
+   "id": "07e8c6c7",
    "metadata": {
     "editable": true
    },
@@ -694,7 +694,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "d227cb61",
+   "id": "82e381c1",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -759,7 +759,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "80b0d77c",
+   "id": "cffc710d",
    "metadata": {
     "editable": true
    },
@@ -771,7 +771,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "29f96f4e",
+   "id": "077523d2",
    "metadata": {
     "editable": true
    },
@@ -786,7 +786,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cb5b89a3",
+   "id": "378c1ba1",
    "metadata": {
     "editable": true
    },
@@ -798,7 +798,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3aaa8cb2",
+   "id": "12641f70",
    "metadata": {
     "editable": true
    },
@@ -810,7 +810,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f127a0b4",
+   "id": "72d4d322",
    "metadata": {
     "editable": true
    },
@@ -827,7 +827,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "756c95da",
+   "id": "218bad85",
    "metadata": {
     "editable": true
    },
@@ -841,7 +841,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "51bd5d67",
+   "id": "7f1151b5",
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@@ -851,7 +851,7 @@
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@@ -863,7 +863,7 @@
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@@ -875,7 +875,7 @@
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@@ -887,7 +887,7 @@
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@@ -898,7 +898,7 @@
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@@ -910,7 +910,7 @@
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@@ -921,7 +921,7 @@
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@@ -937,7 +937,7 @@
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@@ -949,7 +949,7 @@
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@@ -959,7 +959,7 @@
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@@ -971,7 +971,7 @@
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@@ -986,7 +986,7 @@
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@@ -998,7 +998,7 @@
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@@ -1009,7 +1009,7 @@
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@@ -1021,7 +1021,7 @@
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@@ -1033,7 +1033,7 @@
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@@ -1045,7 +1045,7 @@
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@@ -1055,7 +1055,7 @@
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@@ -1067,7 +1067,7 @@
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@@ -1081,7 +1081,7 @@
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@@ -1093,7 +1093,7 @@
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@@ -1103,7 +1103,7 @@
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@@ -1115,7 +1115,7 @@
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@@ -1125,7 +1125,7 @@
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@@ -1137,7 +1137,7 @@
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@@ -1148,7 +1148,7 @@
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@@ -1171,7 +1171,7 @@
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@@ -1183,7 +1183,7 @@
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@@ -1193,7 +1193,7 @@
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@@ -1205,7 +1205,7 @@
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@@ -1222,7 +1222,7 @@
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@@ -1232,7 +1232,7 @@
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@@ -1251,7 +1251,7 @@
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@@ -1306,7 +1306,7 @@
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@@ -1318,7 +1318,7 @@
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@@ -1333,7 +1333,7 @@
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@@ -1386,7 +1386,7 @@
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@@ -1401,7 +1401,7 @@
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@@ -1421,7 +1421,7 @@
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@@ -1475,7 +1475,7 @@
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@@ -1490,7 +1490,7 @@
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@@ -1517,7 +1517,7 @@
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@@ -1531,7 +1531,7 @@
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@@ -1576,7 +1576,7 @@
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@@ -1601,7 +1601,7 @@
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@@ -1613,7 +1613,7 @@
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@@ -1624,7 +1624,7 @@
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@@ -1636,7 +1636,7 @@
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@@ -1649,7 +1649,7 @@
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@@ -1660,7 +1660,7 @@
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@@ -1703,7 +1703,7 @@
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@@ -1724,7 +1724,7 @@
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@@ -1741,7 +1741,7 @@
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@@ -1756,7 +1756,7 @@
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@@ -1766,7 +1766,7 @@
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@@ -1782,7 +1782,7 @@
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@@ -1794,7 +1794,7 @@
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@@ -1805,7 +1805,7 @@
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@@ -1817,7 +1817,7 @@
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@@ -1827,7 +1827,7 @@
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@@ -1841,7 +1841,7 @@
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@@ -1853,7 +1853,7 @@
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@@ -1863,7 +1863,7 @@
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@@ -1875,7 +1875,7 @@
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@@ -1887,7 +1887,7 @@
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@@ -1907,7 +1907,7 @@
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@@ -1923,7 +1923,7 @@
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@@ -1939,7 +1939,7 @@
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@@ -1950,7 +1950,7 @@
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@@ -1962,7 +1962,7 @@
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@@ -1972,7 +1972,7 @@
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@@ -1984,7 +1984,7 @@
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@@ -1994,7 +1994,7 @@
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@@ -2006,7 +2006,7 @@
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@@ -2028,7 +2028,7 @@
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@@ -2041,7 +2041,7 @@
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@@ -2054,7 +2054,7 @@
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@@ -2064,7 +2064,7 @@
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@@ -2082,7 +2082,7 @@
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@@ -2092,7 +2092,7 @@
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@@ -2107,7 +2107,7 @@
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@@ -2117,7 +2117,7 @@
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@@ -2131,7 +2131,7 @@
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@@ -2141,7 +2141,7 @@
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@@ -2155,7 +2155,7 @@
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@@ -2170,7 +2170,7 @@
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@@ -2187,7 +2187,7 @@
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@@ -2199,7 +2199,7 @@
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@@ -2213,7 +2213,7 @@
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@@ -2228,7 +2228,7 @@
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@@ -2240,7 +2240,7 @@
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@@ -2251,7 +2251,7 @@
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@@ -2279,7 +2279,7 @@
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@@ -2301,7 +2301,7 @@
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@@ -2323,7 +2323,7 @@
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@@ -2335,7 +2335,7 @@
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@@ -2372,7 +2372,7 @@
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@@ -2400,7 +2400,7 @@
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@@ -2430,7 +2430,7 @@
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@@ -2454,7 +2454,7 @@
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@@ -2467,7 +2467,7 @@
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@@ -2478,7 +2478,7 @@
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   {
    "cell_type": "markdown",
-   "id": "852fe5d5",
+   "id": "2af1247d",
    "metadata": {
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@@ -2490,7 +2490,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "091f8620",
+   "id": "20fcf8f2",
    "metadata": {
     "editable": true
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@@ -2500,7 +2500,7 @@
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   {
    "cell_type": "markdown",
-   "id": "0dd232b7",
+   "id": "2b6947aa",
    "metadata": {
     "editable": true
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@@ -2512,7 +2512,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3222d227",
+   "id": "c5838344",
    "metadata": {
     "editable": true
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@@ -2526,7 +2526,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a59b3f1e",
+   "id": "c5af1dca",
    "metadata": {
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@@ -2542,7 +2542,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "30b95a6d",
+   "id": "f380504f",
    "metadata": {
     "editable": true
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@@ -2552,7 +2552,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "11018a2d",
+   "id": "c4e7530e",
    "metadata": {
     "editable": true
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@@ -2564,7 +2564,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c14db566",
+   "id": "babaeeee",
    "metadata": {
     "editable": true
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@@ -2574,7 +2574,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7b77152c",
+   "id": "1f25dc02",
    "metadata": {
     "editable": true
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@@ -2586,7 +2586,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6d7e84ae",
+   "id": "58eb4735",
    "metadata": {
     "editable": true
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@@ -2600,7 +2600,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "67b0c185",
+   "id": "32f33b17",
    "metadata": {
     "editable": true
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@@ -2610,7 +2610,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "049ced67",
+   "id": "02ffa8c7",
    "metadata": {
     "editable": true
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@@ -2621,7 +2621,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "94228d75",
+   "id": "7009c819",
    "metadata": {
     "editable": true
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@@ -2636,7 +2636,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3bbb056f",
+   "id": "71cf8211",
    "metadata": {
     "editable": true
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@@ -2646,7 +2646,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6644d6e8",
+   "id": "b41b50aa",
    "metadata": {
     "editable": true
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@@ -2658,7 +2658,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bcee0d8a",
+   "id": "1b52d696",
    "metadata": {
     "editable": true
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@@ -2670,7 +2670,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4ab67fa4",
+   "id": "ef629c8b",
    "metadata": {
     "editable": true
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@@ -2685,7 +2685,7 @@
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   {
    "cell_type": "markdown",
-   "id": "b42565b3",
+   "id": "0c30718a",
    "metadata": {
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@@ -2698,7 +2698,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "3654008d",
+   "id": "84f33bde",
    "metadata": {
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     "editable": true
@@ -2755,7 +2755,7 @@
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   {
    "cell_type": "markdown",
-   "id": "1e30a1cf",
+   "id": "d332552b",
    "metadata": {
     "editable": true
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@@ -2766,7 +2766,7 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "c140f1de",
+   "id": "c46612a1",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2793,7 +2793,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7f5519e5",
+   "id": "2aa00fc2",
    "metadata": {
     "editable": true
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@@ -2805,7 +2805,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b38c88bf",
+   "id": "c2d248a4",
    "metadata": {
     "editable": true
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@@ -2817,7 +2817,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "077beecb",
+   "id": "fa969e77",
    "metadata": {
     "editable": true
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@@ -2827,7 +2827,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a995831b",
+   "id": "60d7d114",
    "metadata": {
     "editable": true
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@@ -2841,7 +2841,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d2822925",
+   "id": "a281f2c0",
    "metadata": {
     "editable": true
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@@ -2851,7 +2851,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d13a3641",
+   "id": "5c40a890",
    "metadata": {
     "editable": true
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@@ -2863,7 +2863,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5616c93b",
+   "id": "5e848da6",
    "metadata": {
     "editable": true
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@@ -2874,7 +2874,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "11a11f4c",
+   "id": "54b17645",
    "metadata": {
     "editable": true
    },
@@ -2889,7 +2889,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4fbaf22a",
+   "id": "a8bb3901",
    "metadata": {
     "editable": true
    },
@@ -2903,7 +2903,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8023c1cf",
+   "id": "61ab0a41",
    "metadata": {
     "editable": true
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@@ -2914,7 +2914,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "08c00808",
+   "id": "630a15e8",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2975,7 +2975,7 @@
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   {
    "cell_type": "markdown",
-   "id": "f4019c2a",
+   "id": "21abaca5",
    "metadata": {
     "editable": true
    },
@@ -2997,7 +2997,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "da1cbe60",
+   "id": "5753b51d",
    "metadata": {
     "editable": true
    },
diff --git a/doc/pub/week38/html/._week38-bs000.html b/doc/pub/week38/html/._week38-bs000.html
index aa6e18b71..d43a9b66b 100644
--- a/doc/pub/week38/html/._week38-bs000.html
+++ b/doc/pub/week38/html/._week38-bs000.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
@@ -309,7 +309,7 @@ MathJax.Hub.Config({
 <!-- ------------------- main content ---------------------- -->
 <div class="jumbotron">
 <center>
-<h1>Week38: Logistic Regression and Optimization</h1>
+<h1>Week 38: Logistic Regression and Optimization</h1>
 </center>  <!-- document title -->
 
 <!-- author(s): Morten Hjorth-Jensen -->
diff --git a/doc/pub/week38/html/._week38-bs001.html b/doc/pub/week38/html/._week38-bs001.html
index aa07bcec8..b21adf5a0 100644
--- a/doc/pub/week38/html/._week38-bs001.html
+++ b/doc/pub/week38/html/._week38-bs001.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs002.html b/doc/pub/week38/html/._week38-bs002.html
index cb9136c83..5f67d06ee 100644
--- a/doc/pub/week38/html/._week38-bs002.html
+++ b/doc/pub/week38/html/._week38-bs002.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs003.html b/doc/pub/week38/html/._week38-bs003.html
index 86e202961..c1d331831 100644
--- a/doc/pub/week38/html/._week38-bs003.html
+++ b/doc/pub/week38/html/._week38-bs003.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs004.html b/doc/pub/week38/html/._week38-bs004.html
index 1b99d8502..448fb6c4d 100644
--- a/doc/pub/week38/html/._week38-bs004.html
+++ b/doc/pub/week38/html/._week38-bs004.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs005.html b/doc/pub/week38/html/._week38-bs005.html
index a983d8b0f..ee6df67da 100644
--- a/doc/pub/week38/html/._week38-bs005.html
+++ b/doc/pub/week38/html/._week38-bs005.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs006.html b/doc/pub/week38/html/._week38-bs006.html
index 678bc97d6..039379297 100644
--- a/doc/pub/week38/html/._week38-bs006.html
+++ b/doc/pub/week38/html/._week38-bs006.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs007.html b/doc/pub/week38/html/._week38-bs007.html
index 72cc6a686..266d8a8e9 100644
--- a/doc/pub/week38/html/._week38-bs007.html
+++ b/doc/pub/week38/html/._week38-bs007.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs008.html b/doc/pub/week38/html/._week38-bs008.html
index 6073898fc..df8419c98 100644
--- a/doc/pub/week38/html/._week38-bs008.html
+++ b/doc/pub/week38/html/._week38-bs008.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs009.html b/doc/pub/week38/html/._week38-bs009.html
index 2abe5f71e..1e4937f49 100644
--- a/doc/pub/week38/html/._week38-bs009.html
+++ b/doc/pub/week38/html/._week38-bs009.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs010.html b/doc/pub/week38/html/._week38-bs010.html
index b19d73831..dcc95f7a8 100644
--- a/doc/pub/week38/html/._week38-bs010.html
+++ b/doc/pub/week38/html/._week38-bs010.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs011.html b/doc/pub/week38/html/._week38-bs011.html
index 0d5e39a15..de4d3f35e 100644
--- a/doc/pub/week38/html/._week38-bs011.html
+++ b/doc/pub/week38/html/._week38-bs011.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs012.html b/doc/pub/week38/html/._week38-bs012.html
index abf17c360..9463f2bc4 100644
--- a/doc/pub/week38/html/._week38-bs012.html
+++ b/doc/pub/week38/html/._week38-bs012.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs013.html b/doc/pub/week38/html/._week38-bs013.html
index 69ffba8e6..d22733103 100644
--- a/doc/pub/week38/html/._week38-bs013.html
+++ b/doc/pub/week38/html/._week38-bs013.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs014.html b/doc/pub/week38/html/._week38-bs014.html
index df3cc263a..624b7521e 100644
--- a/doc/pub/week38/html/._week38-bs014.html
+++ b/doc/pub/week38/html/._week38-bs014.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs015.html b/doc/pub/week38/html/._week38-bs015.html
index 7e58eb6c5..59ca0123b 100644
--- a/doc/pub/week38/html/._week38-bs015.html
+++ b/doc/pub/week38/html/._week38-bs015.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs016.html b/doc/pub/week38/html/._week38-bs016.html
index ae4063a1f..fe4204f7c 100644
--- a/doc/pub/week38/html/._week38-bs016.html
+++ b/doc/pub/week38/html/._week38-bs016.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs017.html b/doc/pub/week38/html/._week38-bs017.html
index 9006ffa6f..3d83c1a4b 100644
--- a/doc/pub/week38/html/._week38-bs017.html
+++ b/doc/pub/week38/html/._week38-bs017.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs018.html b/doc/pub/week38/html/._week38-bs018.html
index ff5f53fed..e478791bf 100644
--- a/doc/pub/week38/html/._week38-bs018.html
+++ b/doc/pub/week38/html/._week38-bs018.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs019.html b/doc/pub/week38/html/._week38-bs019.html
index f8d0b9dc7..19f5497d5 100644
--- a/doc/pub/week38/html/._week38-bs019.html
+++ b/doc/pub/week38/html/._week38-bs019.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs020.html b/doc/pub/week38/html/._week38-bs020.html
index c4b457fb8..5fcde5396 100644
--- a/doc/pub/week38/html/._week38-bs020.html
+++ b/doc/pub/week38/html/._week38-bs020.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs021.html b/doc/pub/week38/html/._week38-bs021.html
index 5d682bfe5..1757278b3 100644
--- a/doc/pub/week38/html/._week38-bs021.html
+++ b/doc/pub/week38/html/._week38-bs021.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs022.html b/doc/pub/week38/html/._week38-bs022.html
index a043379e1..3171e83b9 100644
--- a/doc/pub/week38/html/._week38-bs022.html
+++ b/doc/pub/week38/html/._week38-bs022.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs023.html b/doc/pub/week38/html/._week38-bs023.html
index 657ab3702..725f7d336 100644
--- a/doc/pub/week38/html/._week38-bs023.html
+++ b/doc/pub/week38/html/._week38-bs023.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs024.html b/doc/pub/week38/html/._week38-bs024.html
index 6e94685d2..0066cebcc 100644
--- a/doc/pub/week38/html/._week38-bs024.html
+++ b/doc/pub/week38/html/._week38-bs024.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs025.html b/doc/pub/week38/html/._week38-bs025.html
index 14bdce2ba..7bcb642bb 100644
--- a/doc/pub/week38/html/._week38-bs025.html
+++ b/doc/pub/week38/html/._week38-bs025.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs026.html b/doc/pub/week38/html/._week38-bs026.html
index 97876f408..b56b2bc16 100644
--- a/doc/pub/week38/html/._week38-bs026.html
+++ b/doc/pub/week38/html/._week38-bs026.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs027.html b/doc/pub/week38/html/._week38-bs027.html
index 16bd2097b..d5cd79830 100644
--- a/doc/pub/week38/html/._week38-bs027.html
+++ b/doc/pub/week38/html/._week38-bs027.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs028.html b/doc/pub/week38/html/._week38-bs028.html
index f85f42ccf..7742ee7b1 100644
--- a/doc/pub/week38/html/._week38-bs028.html
+++ b/doc/pub/week38/html/._week38-bs028.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs029.html b/doc/pub/week38/html/._week38-bs029.html
index 513053288..fea4aeda2 100644
--- a/doc/pub/week38/html/._week38-bs029.html
+++ b/doc/pub/week38/html/._week38-bs029.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs030.html b/doc/pub/week38/html/._week38-bs030.html
index a2e19bf00..2e698108c 100644
--- a/doc/pub/week38/html/._week38-bs030.html
+++ b/doc/pub/week38/html/._week38-bs030.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs031.html b/doc/pub/week38/html/._week38-bs031.html
index 7016e2b89..43ed578c9 100644
--- a/doc/pub/week38/html/._week38-bs031.html
+++ b/doc/pub/week38/html/._week38-bs031.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs032.html b/doc/pub/week38/html/._week38-bs032.html
index 32a235ed9..6c83d815f 100644
--- a/doc/pub/week38/html/._week38-bs032.html
+++ b/doc/pub/week38/html/._week38-bs032.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs033.html b/doc/pub/week38/html/._week38-bs033.html
index 03ee638e5..adbfa233f 100644
--- a/doc/pub/week38/html/._week38-bs033.html
+++ b/doc/pub/week38/html/._week38-bs033.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs034.html b/doc/pub/week38/html/._week38-bs034.html
index 9bc2bfac8..6d750cce5 100644
--- a/doc/pub/week38/html/._week38-bs034.html
+++ b/doc/pub/week38/html/._week38-bs034.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs035.html b/doc/pub/week38/html/._week38-bs035.html
index f38dbc326..f453766ab 100644
--- a/doc/pub/week38/html/._week38-bs035.html
+++ b/doc/pub/week38/html/._week38-bs035.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs036.html b/doc/pub/week38/html/._week38-bs036.html
index 9e8588a77..7892f87f8 100644
--- a/doc/pub/week38/html/._week38-bs036.html
+++ b/doc/pub/week38/html/._week38-bs036.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs037.html b/doc/pub/week38/html/._week38-bs037.html
index 5a1bc878c..d31f699bf 100644
--- a/doc/pub/week38/html/._week38-bs037.html
+++ b/doc/pub/week38/html/._week38-bs037.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week38-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week38-bs.html">Week38: Logistic Regression and Optimization</a>
+    <a class="navbar-brand" href="week38-bs.html">Week 38: Logistic Regression and Optimization</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week38/html/._week38-bs038.html b/doc/pub/week38/html/._week38-bs038.html
index cc0b8ef14..05b49a189 100644
--- a/doc/pub/week38/html/._week38-bs038.html
+++ b/doc/pub/week38/html/._week38-bs038.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Week38: Logistic Regression and Optimization">
-<title>Week38: Logistic Regression and Optimization</title>
+<meta name="description" content="Week 38: Logistic Regression and Optimization">
+<title>Week 38: Logistic Regression and Optimization</title>
 <!-- Bootstrap style: bootstrap -->
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     "**Morten Hjorth-Jensen**, Department of Physics and Center for Computing in Science Education, University of Oslo and Department of Physics and Astronomy and Facility for Rare Isotope Beams, Michigan State University\n",
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     "Date: **September 18-22**"
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@@ -786,7 +786,7 @@
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@@ -798,7 +798,7 @@
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@@ -810,7 +810,7 @@
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@@ -827,7 +827,7 @@
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@@ -841,7 +841,7 @@
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@@ -851,7 +851,7 @@
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@@ -863,7 +863,7 @@
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@@ -875,7 +875,7 @@
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@@ -887,7 +887,7 @@
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@@ -898,7 +898,7 @@
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@@ -910,7 +910,7 @@
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@@ -921,7 +921,7 @@
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@@ -937,7 +937,7 @@
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@@ -949,7 +949,7 @@
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@@ -959,7 +959,7 @@
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@@ -971,7 +971,7 @@
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@@ -986,7 +986,7 @@
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@@ -998,7 +998,7 @@
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@@ -1009,7 +1009,7 @@
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@@ -1021,7 +1021,7 @@
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@@ -1033,7 +1033,7 @@
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@@ -1045,7 +1045,7 @@
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@@ -1055,7 +1055,7 @@
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@@ -1067,7 +1067,7 @@
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@@ -1081,7 +1081,7 @@
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@@ -1093,7 +1093,7 @@
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@@ -1103,7 +1103,7 @@
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@@ -1115,7 +1115,7 @@
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@@ -1125,7 +1125,7 @@
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@@ -1137,7 +1137,7 @@
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@@ -1148,7 +1148,7 @@
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@@ -1171,7 +1171,7 @@
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@@ -1183,7 +1183,7 @@
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@@ -1193,7 +1193,7 @@
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@@ -1205,7 +1205,7 @@
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@@ -1222,7 +1222,7 @@
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@@ -1232,7 +1232,7 @@
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@@ -1251,7 +1251,7 @@
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@@ -1306,7 +1306,7 @@
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@@ -1318,7 +1318,7 @@
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@@ -1333,7 +1333,7 @@
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@@ -1386,7 +1386,7 @@
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@@ -1401,7 +1401,7 @@
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@@ -1421,7 +1421,7 @@
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@@ -1475,7 +1475,7 @@
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@@ -1490,7 +1490,7 @@
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@@ -1517,7 +1517,7 @@
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@@ -1531,7 +1531,7 @@
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@@ -1576,7 +1576,7 @@
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@@ -1601,7 +1601,7 @@
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@@ -1613,7 +1613,7 @@
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@@ -1624,7 +1624,7 @@
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@@ -1636,7 +1636,7 @@
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@@ -1649,7 +1649,7 @@
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@@ -1660,7 +1660,7 @@
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@@ -1703,7 +1703,7 @@
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@@ -1724,7 +1724,7 @@
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@@ -1741,7 +1741,7 @@
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@@ -1756,7 +1756,7 @@
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@@ -1766,7 +1766,7 @@
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@@ -1782,7 +1782,7 @@
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@@ -1794,7 +1794,7 @@
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@@ -1805,7 +1805,7 @@
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@@ -1817,7 +1817,7 @@
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@@ -1827,7 +1827,7 @@
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@@ -1841,7 +1841,7 @@
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@@ -1853,7 +1853,7 @@
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@@ -1863,7 +1863,7 @@
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@@ -1875,7 +1875,7 @@
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@@ -1887,7 +1887,7 @@
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@@ -1907,7 +1907,7 @@
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@@ -1923,7 +1923,7 @@
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@@ -1939,7 +1939,7 @@
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@@ -1950,7 +1950,7 @@
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@@ -1962,7 +1962,7 @@
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@@ -1972,7 +1972,7 @@
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@@ -1984,7 +1984,7 @@
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@@ -1994,7 +1994,7 @@
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@@ -2006,7 +2006,7 @@
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@@ -2028,7 +2028,7 @@
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@@ -2041,7 +2041,7 @@
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@@ -2054,7 +2054,7 @@
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@@ -2064,7 +2064,7 @@
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@@ -2082,7 +2082,7 @@
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@@ -2092,7 +2092,7 @@
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@@ -2107,7 +2107,7 @@
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@@ -2117,7 +2117,7 @@
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@@ -2131,7 +2131,7 @@
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@@ -2141,7 +2141,7 @@
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@@ -2155,7 +2155,7 @@
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@@ -2170,7 +2170,7 @@
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@@ -2187,7 +2187,7 @@
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@@ -2199,7 +2199,7 @@
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@@ -2213,7 +2213,7 @@
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@@ -2228,7 +2228,7 @@
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@@ -2240,7 +2240,7 @@
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@@ -2251,7 +2251,7 @@
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@@ -2279,7 +2279,7 @@
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@@ -2301,7 +2301,7 @@
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@@ -2323,7 +2323,7 @@
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@@ -2335,7 +2335,7 @@
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@@ -2372,7 +2372,7 @@
   },
   {
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-   "id": "71875b49",
+   "id": "ad4152f5",
    "metadata": {
     "editable": true
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@@ -2400,7 +2400,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5cfcecf6",
+   "id": "e48d339b",
    "metadata": {
     "editable": true
    },
@@ -2430,7 +2430,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "19b80b94",
+   "id": "9ae5c509",
    "metadata": {
     "editable": true
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@@ -2454,7 +2454,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "8f73b2a8",
+   "id": "dd182f20",
    "metadata": {
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     "editable": true
@@ -2467,7 +2467,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9989b8c3",
+   "id": "eef5bc40",
    "metadata": {
     "editable": true
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@@ -2478,7 +2478,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "852fe5d5",
+   "id": "2af1247d",
    "metadata": {
     "editable": true
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@@ -2490,7 +2490,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "091f8620",
+   "id": "20fcf8f2",
    "metadata": {
     "editable": true
    },
@@ -2500,7 +2500,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0dd232b7",
+   "id": "2b6947aa",
    "metadata": {
     "editable": true
    },
@@ -2512,7 +2512,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3222d227",
+   "id": "c5838344",
    "metadata": {
     "editable": true
    },
@@ -2526,7 +2526,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a59b3f1e",
+   "id": "c5af1dca",
    "metadata": {
     "editable": true
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@@ -2542,7 +2542,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "30b95a6d",
+   "id": "f380504f",
    "metadata": {
     "editable": true
    },
@@ -2552,7 +2552,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "11018a2d",
+   "id": "c4e7530e",
    "metadata": {
     "editable": true
    },
@@ -2564,7 +2564,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c14db566",
+   "id": "babaeeee",
    "metadata": {
     "editable": true
    },
@@ -2574,7 +2574,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7b77152c",
+   "id": "1f25dc02",
    "metadata": {
     "editable": true
    },
@@ -2586,7 +2586,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6d7e84ae",
+   "id": "58eb4735",
    "metadata": {
     "editable": true
    },
@@ -2600,7 +2600,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "67b0c185",
+   "id": "32f33b17",
    "metadata": {
     "editable": true
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@@ -2610,7 +2610,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "049ced67",
+   "id": "02ffa8c7",
    "metadata": {
     "editable": true
    },
@@ -2621,7 +2621,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "94228d75",
+   "id": "7009c819",
    "metadata": {
     "editable": true
    },
@@ -2636,7 +2636,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3bbb056f",
+   "id": "71cf8211",
    "metadata": {
     "editable": true
    },
@@ -2646,7 +2646,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6644d6e8",
+   "id": "b41b50aa",
    "metadata": {
     "editable": true
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@@ -2658,7 +2658,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bcee0d8a",
+   "id": "1b52d696",
    "metadata": {
     "editable": true
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@@ -2670,7 +2670,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4ab67fa4",
+   "id": "ef629c8b",
    "metadata": {
     "editable": true
    },
@@ -2685,7 +2685,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b42565b3",
+   "id": "0c30718a",
    "metadata": {
     "editable": true
    },
@@ -2698,7 +2698,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "3654008d",
+   "id": "84f33bde",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2755,7 +2755,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1e30a1cf",
+   "id": "d332552b",
    "metadata": {
     "editable": true
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@@ -2766,7 +2766,7 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "c140f1de",
+   "id": "c46612a1",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2793,7 +2793,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7f5519e5",
+   "id": "2aa00fc2",
    "metadata": {
     "editable": true
    },
@@ -2805,7 +2805,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b38c88bf",
+   "id": "c2d248a4",
    "metadata": {
     "editable": true
    },
@@ -2817,7 +2817,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "077beecb",
+   "id": "fa969e77",
    "metadata": {
     "editable": true
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@@ -2827,7 +2827,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a995831b",
+   "id": "60d7d114",
    "metadata": {
     "editable": true
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@@ -2841,7 +2841,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d2822925",
+   "id": "a281f2c0",
    "metadata": {
     "editable": true
    },
@@ -2851,7 +2851,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d13a3641",
+   "id": "5c40a890",
    "metadata": {
     "editable": true
    },
@@ -2863,7 +2863,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5616c93b",
+   "id": "5e848da6",
    "metadata": {
     "editable": true
    },
@@ -2874,7 +2874,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "11a11f4c",
+   "id": "54b17645",
    "metadata": {
     "editable": true
    },
@@ -2889,7 +2889,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4fbaf22a",
+   "id": "a8bb3901",
    "metadata": {
     "editable": true
    },
@@ -2903,7 +2903,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8023c1cf",
+   "id": "61ab0a41",
    "metadata": {
     "editable": true
    },
@@ -2914,7 +2914,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "08c00808",
+   "id": "630a15e8",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2975,7 +2975,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f4019c2a",
+   "id": "21abaca5",
    "metadata": {
     "editable": true
    },
@@ -2997,7 +2997,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "da1cbe60",
+   "id": "5753b51d",
    "metadata": {
     "editable": true
    },
diff --git a/doc/src/week38/week38.do.txt b/doc/src/week38/week38.do.txt
index d411a0ab9..2e6ce1aca 100644
--- a/doc/src/week38/week38.do.txt
+++ b/doc/src/week38/week38.do.txt
@@ -1,4 +1,4 @@
-TITLE: Week38: Logistic Regression and Optimization
+TITLE: Week 38: Logistic Regression and Optimization
 AUTHOR: Morten Hjorth-Jensen {copyright, 1999-present|CC BY-NC} at Department of Physics and Center for Computing in Science Education, University of Oslo & Department of Physics and Astronomy and Facility for Rare Isotope Beams, Michigan State University
 DATE: September 18-22