From c43bd765858427dafbea0390483fcab275558c05 Mon Sep 17 00:00:00 2001
From: Morten Hjorth-Jensen <morten.hjorth-jensen@fys.uio.no>
Date: Tue, 23 Aug 2022 20:17:30 +0200
Subject: [PATCH] update

---
 doc/pub/week34/html/._week34-bs000.html      |   6 +-
 doc/pub/week34/html/._week34-bs003.html      |   4 -
 doc/pub/week34/html/week34-bs.html           |   6 +-
 doc/pub/week34/html/week34-reveal.html       |  11 +-
 doc/pub/week34/html/week34-solarized.html    |  10 +-
 doc/pub/week34/html/week34.html              |  10 +-
 doc/pub/week34/ipynb/ipynb-week34-src.tar.gz | Bin 103516 -> 103516 bytes
 doc/pub/week34/ipynb/week34.ipynb            | 646 +++++++++----------
 doc/src/week34/week34.do.txt                 |   7 +-
 9 files changed, 337 insertions(+), 363 deletions(-)

diff --git a/doc/pub/week34/html/._week34-bs000.html b/doc/pub/week34/html/._week34-bs000.html
index a0175539d..be8d2e03a 100644
--- a/doc/pub/week34/html/._week34-bs000.html
+++ b/doc/pub/week34/html/._week34-bs000.html
@@ -362,14 +362,14 @@ MathJax.Hub.Config({
 </center>
 <!-- institution(s) -->
 <center>
-[1] <b>Department of Physics, University of Oslo</b>
+[1] <b>Department of Physics and Center for Computing in Science Education, University of Oslo, Norway</b>
 </center>
 <center>
-[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b>
+[2] <b>Department of Physics and Astronomy and Facility for Rare Isotope Beams, Michigan State University, USA</b>
 </center>
 <br>
 <center>
-<h4>Aug 23, 2022</h4>
+<h4>Week 34, August 22-26, 2022</h4>
 </center> <!-- date -->
 <br>
 
diff --git a/doc/pub/week34/html/._week34-bs003.html b/doc/pub/week34/html/._week34-bs003.html
index e0418415d..1482795d6 100644
--- a/doc/pub/week34/html/._week34-bs003.html
+++ b/doc/pub/week34/html/._week34-bs003.html
@@ -357,10 +357,6 @@ MathJax.Hub.Config({
 
 <p><b>Zoom link for lectures</b>: <a href="https://msu.zoom.us/j/91706435521?pwd=Zll6dU1lRVpEbmlMWU9za1dyT0gvQT09" target="_self"><tt>https://msu.zoom.us/j/91706435521?pwd=Zll6dU1lRVpEbmlMWU9za1dyT0gvQT09</tt></a></p>
 
-<ul>
-<li> Meeting ID: 933 1152 9525</li>
-<li> Passcode: 646102</li>
-</ul>
 <p>"Video of Lecture from fall 2021, August 26, 2021":"https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureThursdayAugust26.mp4?vrtx=view-as-webpage</p>
 
 <p>
diff --git a/doc/pub/week34/html/week34-bs.html b/doc/pub/week34/html/week34-bs.html
index a0175539d..be8d2e03a 100644
--- a/doc/pub/week34/html/week34-bs.html
+++ b/doc/pub/week34/html/week34-bs.html
@@ -362,14 +362,14 @@ MathJax.Hub.Config({
 </center>
 <!-- institution(s) -->
 <center>
-[1] <b>Department of Physics, University of Oslo</b>
+[1] <b>Department of Physics and Center for Computing in Science Education, University of Oslo, Norway</b>
 </center>
 <center>
-[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b>
+[2] <b>Department of Physics and Astronomy and Facility for Rare Isotope Beams, Michigan State University, USA</b>
 </center>
 <br>
 <center>
-<h4>Aug 23, 2022</h4>
+<h4>Week 34, August 22-26, 2022</h4>
 </center> <!-- date -->
 <br>
 
diff --git a/doc/pub/week34/html/week34-reveal.html b/doc/pub/week34/html/week34-reveal.html
index ee00c3fb3..c72ac9972 100644
--- a/doc/pub/week34/html/week34-reveal.html
+++ b/doc/pub/week34/html/week34-reveal.html
@@ -177,14 +177,14 @@ MathJax.Hub.Config({
 </center>
 <!-- institution(s) -->
 <center>
-[1] <b>Department of Physics, University of Oslo</b>
+[1] <b>Department of Physics and Center for Computing in Science Education, University of Oslo, Norway</b>
 </center>
 <center>
-[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b>
+[2] <b>Department of Physics and Astronomy and Facility for Rare Isotope Beams, Michigan State University, USA</b>
 </center>
 <br>
 <center>
-<h4>Aug 23, 2022</h4>
+<h4>Week 34, August 22-26, 2022</h4>
 </center> <!-- date -->
 <br>
 
@@ -240,11 +240,6 @@ MathJax.Hub.Config({
 
 <p><b>Zoom link for lectures</b>: <a href="https://msu.zoom.us/j/91706435521?pwd=Zll6dU1lRVpEbmlMWU9za1dyT0gvQT09" target="_blank"><tt>https://msu.zoom.us/j/91706435521?pwd=Zll6dU1lRVpEbmlMWU9za1dyT0gvQT09</tt></a></p>
 
-<ul>
-<p><li> Meeting ID: 933 1152 9525</li>
-<p><li> Passcode: 646102</li>
-</ul>
-<p>
 <p>"Video of Lecture from fall 2021, August 26, 2021":"https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureThursdayAugust26.mp4?vrtx=view-as-webpage</p>
 </section>
 
diff --git a/doc/pub/week34/html/week34-solarized.html b/doc/pub/week34/html/week34-solarized.html
index b2d39227b..47eeb4f5a 100644
--- a/doc/pub/week34/html/week34-solarized.html
+++ b/doc/pub/week34/html/week34-solarized.html
@@ -290,14 +290,14 @@ MathJax.Hub.Config({
 </center>
 <!-- institution(s) -->
 <center>
-[1] <b>Department of Physics, University of Oslo</b>
+[1] <b>Department of Physics and Center for Computing in Science Education, University of Oslo, Norway</b>
 </center>
 <center>
-[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b>
+[2] <b>Department of Physics and Astronomy and Facility for Rare Isotope Beams, Michigan State University, USA</b>
 </center>
 <br>
 <center>
-<h4>Aug 23, 2022</h4>
+<h4>Week 34, August 22-26, 2022</h4>
 </center> <!-- date -->
 <br>
 
@@ -341,10 +341,6 @@ MathJax.Hub.Config({
 
 <p><b>Zoom link for lectures</b>: <a href="https://msu.zoom.us/j/91706435521?pwd=Zll6dU1lRVpEbmlMWU9za1dyT0gvQT09" target="_blank"><tt>https://msu.zoom.us/j/91706435521?pwd=Zll6dU1lRVpEbmlMWU9za1dyT0gvQT09</tt></a></p>
 
-<ul>
-<li> Meeting ID: 933 1152 9525</li>
-<li> Passcode: 646102</li>
-</ul>
 <p>"Video of Lecture from fall 2021, August 26, 2021":"https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureThursdayAugust26.mp4?vrtx=view-as-webpage</p>
 
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
diff --git a/doc/pub/week34/html/week34.html b/doc/pub/week34/html/week34.html
index b107ce81c..4622f0c16 100644
--- a/doc/pub/week34/html/week34.html
+++ b/doc/pub/week34/html/week34.html
@@ -367,14 +367,14 @@ MathJax.Hub.Config({
 </center>
 <!-- institution(s) -->
 <center>
-[1] <b>Department of Physics, University of Oslo</b>
+[1] <b>Department of Physics and Center for Computing in Science Education, University of Oslo, Norway</b>
 </center>
 <center>
-[2] <b>Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University</b>
+[2] <b>Department of Physics and Astronomy and Facility for Rare Isotope Beams, Michigan State University, USA</b>
 </center>
 <br>
 <center>
-<h4>Aug 23, 2022</h4>
+<h4>Week 34, August 22-26, 2022</h4>
 </center> <!-- date -->
 <br>
 
@@ -418,10 +418,6 @@ MathJax.Hub.Config({
 
 <p><b>Zoom link for lectures</b>: <a href="https://msu.zoom.us/j/91706435521?pwd=Zll6dU1lRVpEbmlMWU9za1dyT0gvQT09" target="_blank"><tt>https://msu.zoom.us/j/91706435521?pwd=Zll6dU1lRVpEbmlMWU9za1dyT0gvQT09</tt></a></p>
 
-<ul>
-<li> Meeting ID: 933 1152 9525</li>
-<li> Passcode: 646102</li>
-</ul>
 <p>"Video of Lecture from fall 2021, August 26, 2021":"https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureThursdayAugust26.mp4?vrtx=view-as-webpage</p>
 
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
diff --git a/doc/pub/week34/ipynb/ipynb-week34-src.tar.gz b/doc/pub/week34/ipynb/ipynb-week34-src.tar.gz
index 4f176579b4667401c411e1f35ce986a41d8aac61..143b90fa199aee4eb069c05eb75ff96b35adbbf9 100644
GIT binary patch
delta 21
dcmcb!g6+-<Hg@@L4u%zytc~nj*%?Ep002~N2EqUU

delta 21
dcmcb!g6+-<Hg@@L4u;@`ERF12*%?Ep0033n2J`>`

diff --git a/doc/pub/week34/ipynb/week34.ipynb b/doc/pub/week34/ipynb/week34.ipynb
index 50cc29a60..9efef538c 100644
--- a/doc/pub/week34/ipynb/week34.ipynb
+++ b/doc/pub/week34/ipynb/week34.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "57a51b16",
+   "id": "c5748e5a",
    "metadata": {
     "editable": true
    },
@@ -14,22 +14,20 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7c83c874",
+   "id": "21fba251",
    "metadata": {
     "editable": true
    },
    "source": [
     "# Week 34: Introduction to the course, Logistics and Practicalities\n",
-    "**Morten Hjorth-Jensen**, Department of Physics, University of Oslo and Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University\n",
+    "**Morten Hjorth-Jensen**, Department of Physics and Center for Computing in Science Education, University of Oslo, Norway and Department of Physics and Astronomy and Facility for Rare Isotope Beams, Michigan State University, USA\n",
     "\n",
-    "Date: **Aug 23, 2022**\n",
-    "\n",
-    "Copyright 1999-2022, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license"
+    "Date: **Week 34, August 22-26, 2022**"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "469b2ded",
+   "id": "7a07033f",
    "metadata": {
     "editable": true
    },
@@ -49,7 +47,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "72ac7a10",
+   "id": "d7a14197",
    "metadata": {
     "editable": true
    },
@@ -70,7 +68,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d3ed7298",
+   "id": "0c1f235a",
    "metadata": {
     "editable": true
    },
@@ -81,16 +79,12 @@
     "\n",
     "**Zoom link for lectures**: <https://msu.zoom.us/j/91706435521?pwd=Zll6dU1lRVpEbmlMWU9za1dyT0gvQT09>\n",
     "\n",
-    "* Meeting ID: 933 1152 9525\n",
-    "\n",
-    "* Passcode: 646102\n",
-    "\n",
     "\"Video of Lecture from fall 2021, August 26, 2021\":\"https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureThursdayAugust26.mp4?vrtx=view-as-webpage"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "fec9bfe5",
+   "id": "c3495695",
    "metadata": {
     "editable": true
    },
@@ -112,7 +106,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fa17f171",
+   "id": "cd9d1b61",
    "metadata": {
     "editable": true
    },
@@ -126,7 +120,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5dab24b6",
+   "id": "d9d5bec7",
    "metadata": {
     "editable": true
    },
@@ -150,7 +144,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "574e91cb",
+   "id": "6c83c673",
    "metadata": {
     "editable": true
    },
@@ -183,7 +177,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6954b624",
+   "id": "be65b28b",
    "metadata": {
     "editable": true
    },
@@ -201,7 +195,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3cfa5ddf",
+   "id": "78c66b4a",
    "metadata": {
     "editable": true
    },
@@ -225,7 +219,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "57298dc2",
+   "id": "c8084651",
    "metadata": {
     "editable": true
    },
@@ -245,7 +239,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7b770170",
+   "id": "7224ac01",
    "metadata": {
     "editable": true
    },
@@ -289,7 +283,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6d5b0455",
+   "id": "8433b098",
    "metadata": {
     "editable": true
    },
@@ -324,7 +318,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ee90c672",
+   "id": "406d5440",
    "metadata": {
     "editable": true
    },
@@ -351,7 +345,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8eb01716",
+   "id": "aab27240",
    "metadata": {
     "editable": true
    },
@@ -367,7 +361,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a30f0b89",
+   "id": "9d647a44",
    "metadata": {
     "editable": true
    },
@@ -401,7 +395,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e04953d3",
+   "id": "87f893ef",
    "metadata": {
     "editable": true
    },
@@ -444,7 +438,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2da5ca79",
+   "id": "36ccda38",
    "metadata": {
     "editable": true
    },
@@ -517,7 +511,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d38fe022",
+   "id": "21f936ef",
    "metadata": {
     "editable": true
    },
@@ -546,7 +540,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fde68b65",
+   "id": "3aae756d",
    "metadata": {
     "editable": true
    },
@@ -564,7 +558,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e1e199d8",
+   "id": "df192edb",
    "metadata": {
     "editable": true
    },
@@ -576,7 +570,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7c14109c",
+   "id": "de4446e1",
    "metadata": {
     "editable": true
    },
@@ -611,7 +605,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c7cd1d95",
+   "id": "cac59b7c",
    "metadata": {
     "editable": true
    },
@@ -641,7 +635,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "505c789a",
+   "id": "82ed9e5b",
    "metadata": {
     "editable": true
    },
@@ -672,7 +666,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f207f0a8",
+   "id": "d8eb351d",
    "metadata": {
     "editable": true
    },
@@ -711,7 +705,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f78fe9f6",
+   "id": "5b52cbc1",
    "metadata": {
     "editable": true
    },
@@ -744,7 +738,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6ebed012",
+   "id": "be15a041",
    "metadata": {
     "editable": true
    },
@@ -777,7 +771,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1a43472c",
+   "id": "6364bec4",
    "metadata": {
     "editable": true
    },
@@ -801,7 +795,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c11e0ab7",
+   "id": "ca8ffd80",
    "metadata": {
     "editable": true
    },
@@ -828,7 +822,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "231aa3d1",
+   "id": "5fbfe72d",
    "metadata": {
     "editable": true
    },
@@ -838,7 +832,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c16d96aa",
+   "id": "debd60c6",
    "metadata": {
     "editable": true
    },
@@ -852,7 +846,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e968fddc",
+   "id": "489fbf9a",
    "metadata": {
     "editable": true
    },
@@ -873,7 +867,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1171139d",
+   "id": "bb65222c",
    "metadata": {
     "editable": true
    },
@@ -885,7 +879,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2f172aad",
+   "id": "fd2906e8",
    "metadata": {
     "editable": true
    },
@@ -908,7 +902,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0fc333ca",
+   "id": "89d0938b",
    "metadata": {
     "editable": true
    },
@@ -918,7 +912,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "21f352b1",
+   "id": "d1e03694",
    "metadata": {
     "editable": true
    },
@@ -930,7 +924,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4928202d",
+   "id": "44af267b",
    "metadata": {
     "editable": true
    },
@@ -951,7 +945,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "74984f5c",
+   "id": "2406b6da",
    "metadata": {
     "editable": true
    },
@@ -979,7 +973,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3cb95033",
+   "id": "0ae49a8e",
    "metadata": {
     "editable": true
    },
@@ -1005,7 +999,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "933e1039",
+   "id": "7b378686",
    "metadata": {
     "editable": true
    },
@@ -1017,7 +1011,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "fde26782",
+   "id": "5c7160f5",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1029,7 +1023,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6aebdc0d",
+   "id": "5225a0f2",
    "metadata": {
     "editable": true
    },
@@ -1040,7 +1034,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "9259182c",
+   "id": "1a4575fb",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1054,7 +1048,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aef49e66",
+   "id": "cf4a22b6",
    "metadata": {
     "editable": true
    },
@@ -1066,7 +1060,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "704b2fb0",
+   "id": "52c892ff",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1080,7 +1074,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c5680a52",
+   "id": "ca1580f8",
    "metadata": {
     "editable": true
    },
@@ -1092,7 +1086,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "77d1983a",
+   "id": "535aa59a",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1106,7 +1100,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e06b63c6",
+   "id": "b61e775f",
    "metadata": {
     "editable": true
    },
@@ -1123,7 +1117,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "9443aff0",
+   "id": "9ff79b8a",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1140,7 +1134,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4874d67f",
+   "id": "4abd2860",
    "metadata": {
     "editable": true
    },
@@ -1152,7 +1146,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "eb16ad52",
+   "id": "ce9c2923",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1166,7 +1160,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d13ab1ba",
+   "id": "93d24884",
    "metadata": {
     "editable": true
    },
@@ -1177,7 +1171,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "16c57091",
+   "id": "a2df3247",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1191,7 +1185,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ccc79489",
+   "id": "1cc4aeb2",
    "metadata": {
     "editable": true
    },
@@ -1202,7 +1196,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "a34997f5",
+   "id": "675d624e",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1216,7 +1210,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8bbd7a18",
+   "id": "bf8794f5",
    "metadata": {
     "editable": true
    },
@@ -1231,7 +1225,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "de251310",
+   "id": "916d7d58",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1245,7 +1239,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd3ae192",
+   "id": "9484b3d3",
    "metadata": {
     "editable": true
    },
@@ -1256,7 +1250,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "ff19d843",
+   "id": "749bd04e",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1271,7 +1265,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "759fda0c",
+   "id": "f72af86e",
    "metadata": {
     "editable": true
    },
@@ -1282,7 +1276,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "f876953c",
+   "id": "c200d1c9",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1297,7 +1291,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fa717f26",
+   "id": "6aef911b",
    "metadata": {
     "editable": true
    },
@@ -1308,7 +1302,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "b4457503",
+   "id": "dcbd8a05",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1324,7 +1318,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "db96f4bc",
+   "id": "54ae5fb3",
    "metadata": {
     "editable": true
    },
@@ -1335,7 +1329,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "9b395548",
+   "id": "3e56e9f4",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1351,7 +1345,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "10099506",
+   "id": "ec783321",
    "metadata": {
     "editable": true
    },
@@ -1362,7 +1356,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "67de407c",
+   "id": "cb3aa43a",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1378,7 +1372,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "842a20f4",
+   "id": "9c499cf6",
    "metadata": {
     "editable": true
    },
@@ -1390,7 +1384,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7469f980",
+   "id": "d102dc3e",
    "metadata": {
     "editable": true
    },
@@ -1405,7 +1399,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d734ce4d",
+   "id": "ce7d8ae9",
    "metadata": {
     "editable": true
    },
@@ -1415,7 +1409,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cb4d60fe",
+   "id": "975af646",
    "metadata": {
     "editable": true
    },
@@ -1427,7 +1421,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "25f258b2",
+   "id": "3a01694d",
    "metadata": {
     "editable": true
    },
@@ -1438,7 +1432,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1560bc5b",
+   "id": "ea9fceab",
    "metadata": {
     "editable": true
    },
@@ -1453,7 +1447,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c8144595",
+   "id": "0d708b37",
    "metadata": {
     "editable": true
    },
@@ -1468,7 +1462,7 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "f4cd31e5",
+   "id": "de600011",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1495,7 +1489,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "77034e7b",
+   "id": "f92ef806",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1519,7 +1513,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "df844d68",
+   "id": "c4c92caa",
    "metadata": {
     "editable": true
    },
@@ -1545,7 +1539,7 @@
   {
    "cell_type": "code",
    "execution_count": 17,
-   "id": "3545117e",
+   "id": "cd4d78d6",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1565,7 +1559,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b1228bc2",
+   "id": "0422ace4",
    "metadata": {
     "editable": true
    },
@@ -1579,7 +1573,7 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "id": "d8bcc3d3",
+   "id": "6c520808",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1592,7 +1586,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6155af5b",
+   "id": "2eabf042",
    "metadata": {
     "editable": true
    },
@@ -1603,7 +1597,7 @@
   {
    "cell_type": "code",
    "execution_count": 19,
-   "id": "3fb30a81",
+   "id": "8121a145",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1615,7 +1609,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8c26d753",
+   "id": "1299bb98",
    "metadata": {
     "editable": true
    },
@@ -1626,7 +1620,7 @@
   {
    "cell_type": "code",
    "execution_count": 20,
-   "id": "8369cf29",
+   "id": "0efcca5f",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1644,7 +1638,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5fb686bb",
+   "id": "f81dc6dc",
    "metadata": {
     "editable": true
    },
@@ -1656,7 +1650,7 @@
   {
    "cell_type": "code",
    "execution_count": 21,
-   "id": "43d0f5ab",
+   "id": "11693610",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1680,7 +1674,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7ccfa81c",
+   "id": "5fc095cf",
    "metadata": {
     "editable": true
    },
@@ -1691,7 +1685,7 @@
   {
    "cell_type": "code",
    "execution_count": 22,
-   "id": "d28f13b3",
+   "id": "d6a650c3",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1720,7 +1714,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c67852aa",
+   "id": "7cb3cda1",
    "metadata": {
     "editable": true
    },
@@ -1731,7 +1725,7 @@
   {
    "cell_type": "code",
    "execution_count": 23,
-   "id": "5f6fb748",
+   "id": "488db3f7",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1746,7 +1740,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bc85f570",
+   "id": "ec0368ed",
    "metadata": {
     "editable": true
    },
@@ -1763,7 +1757,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "49db5651",
+   "id": "b04ad070",
    "metadata": {
     "editable": true
    },
@@ -1777,7 +1771,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a17e5be7",
+   "id": "62a38a7c",
    "metadata": {
     "editable": true
    },
@@ -1808,7 +1802,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0601ccab",
+   "id": "0f179a80",
    "metadata": {
     "editable": true
    },
@@ -1820,7 +1814,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "683ef756",
+   "id": "20475a4e",
    "metadata": {
     "editable": true
    },
@@ -1848,7 +1842,7 @@
   {
    "cell_type": "code",
    "execution_count": 24,
-   "id": "7d89aabe",
+   "id": "fddf6fcf",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1878,7 +1872,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9e6b78fd",
+   "id": "b6dc96c4",
    "metadata": {
     "editable": true
    },
@@ -1895,7 +1889,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ec53ff61",
+   "id": "8a6e6ab0",
    "metadata": {
     "editable": true
    },
@@ -1907,7 +1901,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ec94ca82",
+   "id": "cbde1944",
    "metadata": {
     "editable": true
    },
@@ -1928,7 +1922,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7f1a5ae6",
+   "id": "7546c29f",
    "metadata": {
     "editable": true
    },
@@ -1941,7 +1935,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fee6cfaf",
+   "id": "a3f5e1ce",
    "metadata": {
     "editable": true
    },
@@ -1972,7 +1966,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42a25c01",
+   "id": "0c91ff5d",
    "metadata": {
     "editable": true
    },
@@ -1984,7 +1978,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "72718feb",
+   "id": "bae319d1",
    "metadata": {
     "editable": true
    },
@@ -2002,7 +1996,7 @@
   {
    "cell_type": "code",
    "execution_count": 25,
-   "id": "48f50ec7",
+   "id": "9e410e25",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2029,7 +2023,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fc3278e6",
+   "id": "12289b1b",
    "metadata": {
     "editable": true
    },
@@ -2051,7 +2045,7 @@
   {
    "cell_type": "code",
    "execution_count": 26,
-   "id": "fc358a0a",
+   "id": "269d8008",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2089,7 +2083,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "80829b4c",
+   "id": "77d48101",
    "metadata": {
     "editable": true
    },
@@ -2100,7 +2094,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a36b93b9",
+   "id": "897b8e55",
    "metadata": {
     "editable": true
    },
@@ -2113,7 +2107,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "df129b40",
+   "id": "b62d5b9d",
    "metadata": {
     "editable": true
    },
@@ -2134,7 +2128,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "88d6800b",
+   "id": "2da79f65",
    "metadata": {
     "editable": true
    },
@@ -2146,7 +2140,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0a31ea4f",
+   "id": "8e48ef62",
    "metadata": {
     "editable": true
    },
@@ -2156,7 +2150,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b0806b4f",
+   "id": "9f987c40",
    "metadata": {
     "editable": true
    },
@@ -2168,7 +2162,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f9cb8bae",
+   "id": "6b67809c",
    "metadata": {
     "editable": true
    },
@@ -2180,7 +2174,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ad560de3",
+   "id": "c1024b08",
    "metadata": {
     "editable": true
    },
@@ -2192,7 +2186,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ca3d3e70",
+   "id": "60414570",
    "metadata": {
     "editable": true
    },
@@ -2203,7 +2197,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "231fc821",
+   "id": "f30b09e4",
    "metadata": {
     "editable": true
    },
@@ -2215,7 +2209,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "24db1f9a",
+   "id": "f6e968ab",
    "metadata": {
     "editable": true
    },
@@ -2237,7 +2231,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "00677c4c",
+   "id": "bb8383b7",
    "metadata": {
     "editable": true
    },
@@ -2249,7 +2243,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7fad2e2c",
+   "id": "8b27c165",
    "metadata": {
     "editable": true
    },
@@ -2265,7 +2259,7 @@
   {
    "cell_type": "code",
    "execution_count": 27,
-   "id": "1d0c3a45",
+   "id": "dcbd3a2a",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2306,7 +2300,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "78c94514",
+   "id": "cae7b33c",
    "metadata": {
     "editable": true
    },
@@ -2323,7 +2317,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8924c4ca",
+   "id": "0fc401a2",
    "metadata": {
     "editable": true
    },
@@ -2335,7 +2329,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ae679765",
+   "id": "d90d2a93",
    "metadata": {
     "editable": true
    },
@@ -2345,7 +2339,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4ebb2180",
+   "id": "78a0984a",
    "metadata": {
     "editable": true
    },
@@ -2357,7 +2351,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1306a5c4",
+   "id": "04babe04",
    "metadata": {
     "editable": true
    },
@@ -2367,7 +2361,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ea6ee256",
+   "id": "b0c722e1",
    "metadata": {
     "editable": true
    },
@@ -2379,7 +2373,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c5e93b0e",
+   "id": "bbde4339",
    "metadata": {
     "editable": true
    },
@@ -2389,7 +2383,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b5e751ab",
+   "id": "46bb3242",
    "metadata": {
     "editable": true
    },
@@ -2401,7 +2395,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0c6ac76d",
+   "id": "24bafb93",
    "metadata": {
     "editable": true
    },
@@ -2417,7 +2411,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "700997f0",
+   "id": "0c1ae05e",
    "metadata": {
     "editable": true
    },
@@ -2429,7 +2423,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "983a1d8f",
+   "id": "16aa3409",
    "metadata": {
     "editable": true
    },
@@ -2440,7 +2434,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6be28ac9",
+   "id": "dde5fdf4",
    "metadata": {
     "editable": true
    },
@@ -2452,7 +2446,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0e937e03",
+   "id": "5e13c214",
    "metadata": {
     "editable": true
    },
@@ -2466,7 +2460,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "080fdcb1",
+   "id": "eb2ca3f3",
    "metadata": {
     "editable": true
    },
@@ -2478,7 +2472,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "35868e56",
+   "id": "1f62d7f3",
    "metadata": {
     "editable": true
    },
@@ -2503,7 +2497,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "62de44f5",
+   "id": "b1e698c4",
    "metadata": {
     "editable": true
    },
@@ -2520,7 +2514,7 @@
   {
    "cell_type": "code",
    "execution_count": 28,
-   "id": "13ec7d5f",
+   "id": "579d881b",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2564,7 +2558,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fa98bcb0",
+   "id": "b4a08f34",
    "metadata": {
     "editable": true
    },
@@ -2575,7 +2569,7 @@
   {
    "cell_type": "code",
    "execution_count": 29,
-   "id": "5042b902",
+   "id": "2d827532",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2597,7 +2591,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6ed0150e",
+   "id": "c85325ac",
    "metadata": {
     "editable": true
    },
@@ -2614,7 +2608,7 @@
   {
    "cell_type": "code",
    "execution_count": 30,
-   "id": "1ad06d9c",
+   "id": "8db5eeb8",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2635,7 +2629,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "67ec7aed",
+   "id": "1c84a4e2",
    "metadata": {
     "editable": true
    },
@@ -2649,7 +2643,7 @@
   {
    "cell_type": "code",
    "execution_count": 31,
-   "id": "d653740f",
+   "id": "064d2c40",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2678,7 +2672,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9f235d6e",
+   "id": "7a643eec",
    "metadata": {
     "editable": true
    },
@@ -2698,7 +2692,7 @@
   {
    "cell_type": "code",
    "execution_count": 32,
-   "id": "07e905c8",
+   "id": "69b2344e",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2715,7 +2709,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "53a0daba",
+   "id": "061dc9b9",
    "metadata": {
     "editable": true
    },
@@ -2727,7 +2721,7 @@
   {
    "cell_type": "code",
    "execution_count": 33,
-   "id": "14fc82ec",
+   "id": "2ddd9057",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2745,7 +2739,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "14dc177b",
+   "id": "b93493b2",
    "metadata": {
     "editable": true
    },
@@ -2756,7 +2750,7 @@
   {
    "cell_type": "code",
    "execution_count": 34,
-   "id": "53d8770e",
+   "id": "02dc9c58",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2769,7 +2763,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5578a0b5",
+   "id": "6dbf7405",
    "metadata": {
     "editable": true
    },
@@ -2781,7 +2775,7 @@
   {
    "cell_type": "code",
    "execution_count": 35,
-   "id": "491eecef",
+   "id": "e62026a8",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2812,7 +2806,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cb5f0afb",
+   "id": "9dffefbe",
    "metadata": {
     "editable": true
    },
@@ -2825,7 +2819,7 @@
   {
    "cell_type": "code",
    "execution_count": 36,
-   "id": "d70dd427",
+   "id": "95073bce",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2866,7 +2860,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e2cd6934",
+   "id": "a628f3d2",
    "metadata": {
     "editable": true
    },
@@ -2880,7 +2874,7 @@
   {
    "cell_type": "code",
    "execution_count": 37,
-   "id": "13dea279",
+   "id": "b02d72df",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2920,7 +2914,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8bbb57ba",
+   "id": "afcb3c32",
    "metadata": {
     "editable": true
    },
@@ -2940,7 +2934,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c1153710",
+   "id": "e0a33909",
    "metadata": {
     "editable": true
    },
@@ -2972,7 +2966,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b6098f4b",
+   "id": "b7685437",
    "metadata": {
     "editable": true
    },
@@ -2994,7 +2988,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9575c32e",
+   "id": "cfb2077e",
    "metadata": {
     "editable": true
    },
@@ -3022,7 +3016,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a37dd2fb",
+   "id": "2f6717d5",
    "metadata": {
     "editable": true
    },
@@ -3037,7 +3031,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cf036467",
+   "id": "5a1b7197",
    "metadata": {
     "editable": true
    },
@@ -3049,7 +3043,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "06374a8a",
+   "id": "dceb61e7",
    "metadata": {
     "editable": true
    },
@@ -3064,7 +3058,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f5fe4d73",
+   "id": "8f2d6755",
    "metadata": {
     "editable": true
    },
@@ -3077,7 +3071,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5f868309",
+   "id": "0c4f7a36",
    "metadata": {
     "editable": true
    },
@@ -3089,7 +3083,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bc2464b6",
+   "id": "06c8b8d6",
    "metadata": {
     "editable": true
    },
@@ -3099,7 +3093,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "668dc2f5",
+   "id": "5d0f2d81",
    "metadata": {
     "editable": true
    },
@@ -3110,7 +3104,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c9258b2a",
+   "id": "58288251",
    "metadata": {
     "editable": true
    },
@@ -3128,7 +3122,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a2adaa65",
+   "id": "000f5599",
    "metadata": {
     "editable": true
    },
@@ -3139,7 +3133,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3567b640",
+   "id": "6d4f643d",
    "metadata": {
     "editable": true
    },
@@ -3151,7 +3145,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "94b1ffeb",
+   "id": "05c1618c",
    "metadata": {
     "editable": true
    },
@@ -3161,7 +3155,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "695eafc1",
+   "id": "74c5a95c",
    "metadata": {
     "editable": true
    },
@@ -3173,7 +3167,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b3730729",
+   "id": "ca56c60d",
    "metadata": {
     "editable": true
    },
@@ -3183,7 +3177,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1ab4c3af",
+   "id": "3d278b96",
    "metadata": {
     "editable": true
    },
@@ -3195,7 +3189,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "808a3613",
+   "id": "358478fe",
    "metadata": {
     "editable": true
    },
@@ -3205,7 +3199,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "808d6279",
+   "id": "1bf40706",
    "metadata": {
     "editable": true
    },
@@ -3224,7 +3218,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "84afe437",
+   "id": "89d8ae42",
    "metadata": {
     "editable": true
    },
@@ -3234,7 +3228,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ed274002",
+   "id": "eb376071",
    "metadata": {
     "editable": true
    },
@@ -3246,7 +3240,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1abbb9f8",
+   "id": "fc4fdbc0",
    "metadata": {
     "editable": true
    },
@@ -3256,7 +3250,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a2ce46c0",
+   "id": "7e9bb586",
    "metadata": {
     "editable": true
    },
@@ -3272,7 +3266,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7a276854",
+   "id": "e82bbf5f",
    "metadata": {
     "editable": true
    },
@@ -3292,7 +3286,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c47d42b4",
+   "id": "e38b0702",
    "metadata": {
     "editable": true
    },
@@ -3302,7 +3296,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "81ad8779",
+   "id": "7ed76be6",
    "metadata": {
     "editable": true
    },
@@ -3313,7 +3307,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5155b746",
+   "id": "aac3b111",
    "metadata": {
     "editable": true
    },
@@ -3332,7 +3326,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b9d4131a",
+   "id": "cfb05ace",
    "metadata": {
     "editable": true
    },
@@ -3342,7 +3336,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "29f4de44",
+   "id": "1d66c7ee",
    "metadata": {
     "editable": true
    },
@@ -3354,7 +3348,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8080eaf2",
+   "id": "b4eda86c",
    "metadata": {
     "editable": true
    },
@@ -3364,7 +3358,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "933c6138",
+   "id": "25a8c42a",
    "metadata": {
     "editable": true
    },
@@ -3375,7 +3369,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dcbcbea4",
+   "id": "e2648ddf",
    "metadata": {
     "editable": true
    },
@@ -3395,7 +3389,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "868468ad",
+   "id": "c4364693",
    "metadata": {
     "editable": true
    },
@@ -3407,7 +3401,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fb5b48be",
+   "id": "abb010cb",
    "metadata": {
     "editable": true
    },
@@ -3422,7 +3416,7 @@
   {
    "cell_type": "code",
    "execution_count": 38,
-   "id": "d2fc68f6",
+   "id": "27d57d19",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3502,7 +3496,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "269a1954",
+   "id": "b2da3b13",
    "metadata": {
     "editable": true
    },
@@ -3512,7 +3506,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d3e8600b",
+   "id": "d15ae7ff",
    "metadata": {
     "editable": true
    },
@@ -3524,7 +3518,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "68d0c433",
+   "id": "a2a385e4",
    "metadata": {
     "editable": true
    },
@@ -3534,7 +3528,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7f6d7298",
+   "id": "6114e384",
    "metadata": {
     "editable": true
    },
@@ -3545,7 +3539,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9aeb41ac",
+   "id": "2085ed25",
    "metadata": {
     "editable": true
    },
@@ -3557,7 +3551,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "23cd9c21",
+   "id": "504f621f",
    "metadata": {
     "editable": true
    },
@@ -3567,7 +3561,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1ff5ff5b",
+   "id": "a30bdeb0",
    "metadata": {
     "editable": true
    },
@@ -3579,7 +3573,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7b1ad9ca",
+   "id": "17443763",
    "metadata": {
     "editable": true
    },
@@ -3589,7 +3583,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a0572f30",
+   "id": "0a453910",
    "metadata": {
     "editable": true
    },
@@ -3601,7 +3595,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1145b418",
+   "id": "c3b78af1",
    "metadata": {
     "editable": true
    },
@@ -3614,7 +3608,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7b3ea012",
+   "id": "7a758bc2",
    "metadata": {
     "editable": true
    },
@@ -3626,7 +3620,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e6bc6f04",
+   "id": "44d1a5f4",
    "metadata": {
     "editable": true
    },
@@ -3636,7 +3630,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8c3a438d",
+   "id": "d1e93530",
    "metadata": {
     "editable": true
    },
@@ -3648,7 +3642,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "48abc73a",
+   "id": "a5cbfacb",
    "metadata": {
     "editable": true
    },
@@ -3660,7 +3654,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3a3f8b69",
+   "id": "c61445f2",
    "metadata": {
     "editable": true
    },
@@ -3671,7 +3665,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ca39f7e1",
+   "id": "a13798f5",
    "metadata": {
     "editable": true
    },
@@ -3683,7 +3677,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dc8bfb4d",
+   "id": "6d9ae8f5",
    "metadata": {
     "editable": true
    },
@@ -3702,7 +3696,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c6b4386d",
+   "id": "a1daf025",
    "metadata": {
     "editable": true
    },
@@ -3715,7 +3709,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "11bb0c86",
+   "id": "27ca9cd6",
    "metadata": {
     "editable": true
    },
@@ -3725,7 +3719,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8c7195c2",
+   "id": "7bb37631",
    "metadata": {
     "editable": true
    },
@@ -3737,7 +3731,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aac36cff",
+   "id": "85926174",
    "metadata": {
     "editable": true
    },
@@ -3747,7 +3741,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2973999b",
+   "id": "522e9307",
    "metadata": {
     "editable": true
    },
@@ -3759,7 +3753,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d70c6630",
+   "id": "8d6d9e04",
    "metadata": {
     "editable": true
    },
@@ -3769,7 +3763,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "925bf35a",
+   "id": "2c681614",
    "metadata": {
     "editable": true
    },
@@ -3781,7 +3775,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9f811b9e",
+   "id": "8b72a7fe",
    "metadata": {
     "editable": true
    },
@@ -3792,7 +3786,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1613d3e7",
+   "id": "edab10e6",
    "metadata": {
     "editable": true
    },
@@ -3804,7 +3798,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "16de024a",
+   "id": "b98106be",
    "metadata": {
     "editable": true
    },
@@ -3814,7 +3808,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "018d40b8",
+   "id": "c0601a50",
    "metadata": {
     "editable": true
    },
@@ -3826,7 +3820,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dbea64f8",
+   "id": "248f7e55",
    "metadata": {
     "editable": true
    },
@@ -3836,7 +3830,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c0fef677",
+   "id": "c12b0ac5",
    "metadata": {
     "editable": true
    },
@@ -3848,7 +3842,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "943912af",
+   "id": "a0843de2",
    "metadata": {
     "editable": true
    },
@@ -3869,7 +3863,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e086d98e",
+   "id": "3d96e480",
    "metadata": {
     "editable": true
    },
@@ -3882,7 +3876,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "82a00ce8",
+   "id": "e1b995f1",
    "metadata": {
     "editable": true
    },
@@ -3894,7 +3888,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d32bc6c8",
+   "id": "59cdd183",
    "metadata": {
     "editable": true
    },
@@ -3906,7 +3900,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a186ce39",
+   "id": "22488196",
    "metadata": {
     "editable": true
    },
@@ -3918,7 +3912,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2a791a4a",
+   "id": "12c504bd",
    "metadata": {
     "editable": true
    },
@@ -3930,7 +3924,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "77c2404a",
+   "id": "92e29cf4",
    "metadata": {
     "editable": true
    },
@@ -3941,7 +3935,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "54354b50",
+   "id": "bb191a17",
    "metadata": {
     "editable": true
    },
@@ -3953,7 +3947,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a9c7e704",
+   "id": "114c613b",
    "metadata": {
     "editable": true
    },
@@ -3963,7 +3957,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "028bc9cf",
+   "id": "483006ea",
    "metadata": {
     "editable": true
    },
@@ -3975,7 +3969,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "de4ad5f9",
+   "id": "e9c03d1f",
    "metadata": {
     "editable": true
    },
@@ -3985,7 +3979,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "12cec9ae",
+   "id": "062454d5",
    "metadata": {
     "editable": true
    },
@@ -3997,7 +3991,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3134c141",
+   "id": "4aa38383",
    "metadata": {
     "editable": true
    },
@@ -4009,7 +4003,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5da6f832",
+   "id": "6b896ac0",
    "metadata": {
     "editable": true
    },
@@ -4023,7 +4017,7 @@
   {
    "cell_type": "code",
    "execution_count": 39,
-   "id": "75e299d8",
+   "id": "49d24797",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4038,7 +4032,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "60b0382a",
+   "id": "370a35d3",
    "metadata": {
     "editable": true
    },
@@ -4049,7 +4043,7 @@
   {
    "cell_type": "code",
    "execution_count": 40,
-   "id": "4d51ed59",
+   "id": "5cc4573e",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4062,7 +4056,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "10846bdc",
+   "id": "30e152eb",
    "metadata": {
     "editable": true
    },
@@ -4073,7 +4067,7 @@
   {
    "cell_type": "code",
    "execution_count": 41,
-   "id": "e9fc8984",
+   "id": "6aa84742",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4096,7 +4090,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "73a472ec",
+   "id": "16b49868",
    "metadata": {
     "editable": true
    },
@@ -4110,7 +4104,7 @@
   {
    "cell_type": "code",
    "execution_count": 42,
-   "id": "e1e5a9c6",
+   "id": "7bffa728",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4123,7 +4117,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ecdb8bdb",
+   "id": "711ad8b6",
    "metadata": {
     "editable": true
    },
@@ -4134,7 +4128,7 @@
   {
    "cell_type": "code",
    "execution_count": 43,
-   "id": "329cce2a",
+   "id": "e830f693",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4146,7 +4140,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e517e64a",
+   "id": "a7598929",
    "metadata": {
     "editable": true
    },
@@ -4157,7 +4151,7 @@
   {
    "cell_type": "code",
    "execution_count": 44,
-   "id": "2a7826d0",
+   "id": "291e46a6",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4173,7 +4167,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "be5cf165",
+   "id": "6f3b1120",
    "metadata": {
     "editable": true
    },
@@ -4184,7 +4178,7 @@
   {
    "cell_type": "code",
    "execution_count": 45,
-   "id": "6d281990",
+   "id": "597df9e9",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4198,7 +4192,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "32fded0d",
+   "id": "3e90bd75",
    "metadata": {
     "editable": true
    },
@@ -4220,7 +4214,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9228f2f1",
+   "id": "d0d03878",
    "metadata": {
     "editable": true
    },
@@ -4232,7 +4226,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "def1150b",
+   "id": "e5660400",
    "metadata": {
     "editable": true
    },
@@ -4242,7 +4236,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0e78dcd6",
+   "id": "bd2ed910",
    "metadata": {
     "editable": true
    },
@@ -4254,7 +4248,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "59d9e5ea",
+   "id": "be7821cb",
    "metadata": {
     "editable": true
    },
@@ -4266,7 +4260,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ad18ce39",
+   "id": "c7002700",
    "metadata": {
     "editable": true
    },
@@ -4276,7 +4270,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2340a766",
+   "id": "dc4ff986",
    "metadata": {
     "editable": true
    },
@@ -4288,7 +4282,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7572b061",
+   "id": "e23324ce",
    "metadata": {
     "editable": true
    },
@@ -4298,7 +4292,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9c8b3260",
+   "id": "04488e1f",
    "metadata": {
     "editable": true
    },
@@ -4310,7 +4304,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ad6bcfd9",
+   "id": "e69d8465",
    "metadata": {
     "editable": true
    },
@@ -4320,7 +4314,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "afe4d873",
+   "id": "07a8431a",
    "metadata": {
     "editable": true
    },
@@ -4332,7 +4326,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2db31a21",
+   "id": "01166b54",
    "metadata": {
     "editable": true
    },
@@ -4344,7 +4338,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "acd642d8",
+   "id": "e2e03cb8",
    "metadata": {
     "editable": true
    },
@@ -4354,7 +4348,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3e40c979",
+   "id": "dd6a1f8b",
    "metadata": {
     "editable": true
    },
@@ -4366,7 +4360,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7f1583ff",
+   "id": "02c34c4f",
    "metadata": {
     "editable": true
    },
@@ -4376,7 +4370,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a143f4c1",
+   "id": "63b6749e",
    "metadata": {
     "editable": true
    },
@@ -4388,7 +4382,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "456d4bc9",
+   "id": "ba367592",
    "metadata": {
     "editable": true
    },
@@ -4400,7 +4394,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0d5f00d2",
+   "id": "eec15c5d",
    "metadata": {
     "editable": true
    },
@@ -4412,7 +4406,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ff64eda6",
+   "id": "545167d7",
    "metadata": {
     "editable": true
    },
@@ -4422,7 +4416,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4315f0bb",
+   "id": "eb97ea30",
    "metadata": {
     "editable": true
    },
@@ -4434,7 +4428,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "911beee2",
+   "id": "c00e49c2",
    "metadata": {
     "editable": true
    },
@@ -4444,7 +4438,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "407d9b52",
+   "id": "b42100fb",
    "metadata": {
     "editable": true
    },
@@ -4456,7 +4450,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c3cf0d44",
+   "id": "bda0ebaa",
    "metadata": {
     "editable": true
    },
@@ -4466,7 +4460,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6b6e2716",
+   "id": "2ea64d8e",
    "metadata": {
     "editable": true
    },
@@ -4478,7 +4472,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e28d4404",
+   "id": "69080444",
    "metadata": {
     "editable": true
    },
@@ -4489,7 +4483,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6341b7cc",
+   "id": "917f986b",
    "metadata": {
     "editable": true
    },
@@ -4501,7 +4495,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "95ba2486",
+   "id": "f24dcba6",
    "metadata": {
     "editable": true
    },
@@ -4511,7 +4505,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0c0d9d1f",
+   "id": "ffeb2c16",
    "metadata": {
     "editable": true
    },
@@ -4523,7 +4517,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9f94abe8",
+   "id": "0d12ae57",
    "metadata": {
     "editable": true
    },
@@ -4533,7 +4527,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f9e710ec",
+   "id": "1900a9ba",
    "metadata": {
     "editable": true
    },
@@ -4545,7 +4539,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8b5534a8",
+   "id": "e5076789",
    "metadata": {
     "editable": true
    },
@@ -4558,7 +4552,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "47a00f03",
+   "id": "b56202b4",
    "metadata": {
     "editable": true
    },
@@ -4570,7 +4564,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8c956ee6",
+   "id": "2951d928",
    "metadata": {
     "editable": true
    },
@@ -4582,7 +4576,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ac1fef63",
+   "id": "441b1e25",
    "metadata": {
     "editable": true
    },
@@ -4594,7 +4588,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "203e4b40",
+   "id": "806138e1",
    "metadata": {
     "editable": true
    },
@@ -4606,7 +4600,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f7bb5258",
+   "id": "aaef74c0",
    "metadata": {
     "editable": true
    },
@@ -4618,7 +4612,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "83716b1c",
+   "id": "acebb89d",
    "metadata": {
     "editable": true
    },
@@ -4628,7 +4622,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9f1c4a9a",
+   "id": "249d47b7",
    "metadata": {
     "editable": true
    },
@@ -4640,7 +4634,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6cf5dda2",
+   "id": "50b3822d",
    "metadata": {
     "editable": true
    },
@@ -4652,7 +4646,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5859d60e",
+   "id": "14d9d3f0",
    "metadata": {
     "editable": true
    },
@@ -4665,7 +4659,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "39334c69",
+   "id": "ebc23d75",
    "metadata": {
     "editable": true
    },
@@ -4692,7 +4686,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2f123177",
+   "id": "f1e43270",
    "metadata": {
     "editable": true
    },
@@ -4703,7 +4697,7 @@
   {
    "cell_type": "code",
    "execution_count": 46,
-   "id": "4e45793d",
+   "id": "939ec0ab",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4799,7 +4793,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6a8cc640",
+   "id": "d53665c7",
    "metadata": {
     "editable": true
    },
@@ -4814,7 +4808,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b6058735",
+   "id": "38cfeb1a",
    "metadata": {
     "editable": true
    },
@@ -4836,7 +4830,7 @@
   {
    "cell_type": "code",
    "execution_count": 47,
-   "id": "da6eea92",
+   "id": "0cc79bfc",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4911,7 +4905,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a84d628f",
+   "id": "abeffca6",
    "metadata": {
     "editable": true
    },
@@ -4922,7 +4916,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fa5ebaa3",
+   "id": "23f85c82",
    "metadata": {
     "editable": true
    },
@@ -4991,7 +4985,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f2109f49",
+   "id": "3133edee",
    "metadata": {
     "editable": true
    },
@@ -5005,7 +4999,7 @@
   {
    "cell_type": "code",
    "execution_count": 48,
-   "id": "42b2de40",
+   "id": "136cc4b6",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5018,7 +5012,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "95f7c4ec",
+   "id": "2ae5c7a9",
    "metadata": {
     "editable": true
    },
@@ -5032,7 +5026,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1f5c02b9",
+   "id": "e3f135c9",
    "metadata": {
     "editable": true
    },
@@ -5045,7 +5039,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b27f86ee",
+   "id": "6b2d959d",
    "metadata": {
     "editable": true
    },
@@ -5056,7 +5050,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c99d24eb",
+   "id": "c4935c8f",
    "metadata": {
     "editable": true
    },
@@ -5068,7 +5062,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ef0d86af",
+   "id": "77f77135",
    "metadata": {
     "editable": true
    },
@@ -5078,7 +5072,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0fbd1bc4",
+   "id": "d8554611",
    "metadata": {
     "editable": true
    },
@@ -5090,7 +5084,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5b71ee10",
+   "id": "70414036",
    "metadata": {
     "editable": true
    },
@@ -5106,7 +5100,7 @@
   {
    "cell_type": "code",
    "execution_count": 49,
-   "id": "48a18177",
+   "id": "c2b91031",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5157,7 +5151,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "43b07a9e",
+   "id": "2373f2e8",
    "metadata": {
     "editable": true
    },
@@ -5167,7 +5161,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4445f8b2",
+   "id": "96365277",
    "metadata": {
     "editable": true
    },
@@ -5213,7 +5207,7 @@
   {
    "cell_type": "code",
    "execution_count": 50,
-   "id": "ada0105d",
+   "id": "7120e5a1",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5226,7 +5220,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9f2c4431",
+   "id": "4a04ab5f",
    "metadata": {
     "editable": true
    },
@@ -5237,7 +5231,7 @@
   {
    "cell_type": "code",
    "execution_count": 51,
-   "id": "c453190f",
+   "id": "b51d079a",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5252,7 +5246,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2d989338",
+   "id": "f627aee3",
    "metadata": {
     "editable": true
    },
@@ -5270,7 +5264,7 @@
   {
    "cell_type": "code",
    "execution_count": 52,
-   "id": "fa4d2430",
+   "id": "517556fa",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5287,7 +5281,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "137137a9",
+   "id": "f7003639",
    "metadata": {
     "editable": true
    },
@@ -5297,7 +5291,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "46646e33",
+   "id": "949bacb4",
    "metadata": {
     "editable": true
    },
@@ -5308,7 +5302,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "35edf336",
+   "id": "eb9bd114",
    "metadata": {
     "editable": true
    },
@@ -5319,7 +5313,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "320281e0",
+   "id": "535c8388",
    "metadata": {
     "editable": true
    },
diff --git a/doc/src/week34/week34.do.txt b/doc/src/week34/week34.do.txt
index b8b0c4fc1..10237c8fa 100644
--- a/doc/src/week34/week34.do.txt
+++ b/doc/src/week34/week34.do.txt
@@ -1,6 +1,6 @@
 TITLE: Week 34: Introduction to the course, Logistics and Practicalities
-AUTHOR: Morten Hjorth-Jensen  {copyright, 1999-present|CC BY-NC} at Department of Physics, University of Oslo & Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University
-DATE: today
+AUTHOR: Morten Hjorth-Jensen  {copyright, 1999-present|CC BY-NC} at Department of Physics and Center for Computing in Science Education, University of Oslo, Norway & Department of Physics and Astronomy and Facility for Rare Isotope Beams, Michigan State University, USA
+DATE: Week 34, August 22-26, 2022
 
 
 
@@ -41,9 +41,6 @@ The lectures will be recorded and updated videos will be posted after the lectur
 
 _Zoom link for lectures_: URL:"https://msu.zoom.us/j/91706435521?pwd=Zll6dU1lRVpEbmlMWU9za1dyT0gvQT09"
 
-* Meeting ID: 933 1152 9525
-* Passcode: 646102
-
 
 "Video of Lecture from fall 2021, August 26, 2021":"https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureThursdayAugust26.mp4?vrtx=view-as-webpage