From 8378ccbab6711d60ca4c72555fe8a058fd02112a Mon Sep 17 00:00:00 2001
From: Morten Hjorth-Jensen <morten.hjorth-jensen@fys.uio.no>
Date: Mon, 5 Sep 2022 21:55:06 +0200
Subject: [PATCH] typo in project 1

---
 .../2022/Project1/html/._Project1-bs000.html  |  10 +-
 .../2022/Project1/html/Project1-bs.html       |  10 +-
 doc/Projects/2022/Project1/html/Project1.html |   8 +-
 .../2022/Project1/ipynb/Project1.ipynb        | 106 +++++++++---------
 .../Project1/ipynb/ipynb-Project1-src.tar.gz  | Bin 193 -> 193 bytes
 doc/Projects/2022/Project1/pdf/Project1.p.tex |   4 +-
 doc/Projects/2022/Project1/pdf/Project1.pdf   | Bin 254160 -> 254161 bytes
 doc/Projects/2022/Project1/pdf/Project1.tex   |   4 +-
 .../Projects/2022/Project1/Project1.do.txt    |   4 +-
 9 files changed, 73 insertions(+), 73 deletions(-)

diff --git a/doc/Projects/2022/Project1/html/._Project1-bs000.html b/doc/Projects/2022/Project1/html/._Project1-bs000.html
index 0d3f77bae..27a4b8847 100644
--- a/doc/Projects/2022/Project1/html/._Project1-bs000.html
+++ b/doc/Projects/2022/Project1/html/._Project1-bs000.html
@@ -8,8 +8,8 @@ doconce format html Project1.do.txt --html_style=bootstrap --pygments_html_style
 <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="Project 1 on Machine Learning, deadline October 7, 2021">
-<title>Project 1 on Machine Learning, deadline October 7, 2021</title>
+<meta name="description" content="Project 1 on Machine Learning, deadline October 7, 2022">
+<title>Project 1 on Machine Learning, deadline October 7, 2022</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html Project1.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=Project1-bs -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -116,7 +116,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="Project1-bs.html">Project 1 on Machine Learning, deadline October 7, 2021</a>
+    <a class="navbar-brand" href="Project1-bs.html">Project 1 on Machine Learning, deadline October 7, 2022</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
 <!-- ------------------- main content ---------------------- -->
 <div class="jumbotron">
 <center>
-<h1>Project 1 on Machine Learning, deadline October 7, 2021</h1>
+<h1>Project 1 on Machine Learning, deadline October 7, 2022</h1>
 </center>  <!-- document title -->
 
 <!-- author(s): <a href="http://www.uio.no/studier/emner/matnat/fys/FYS3155/index-eng.html" target="_self">Data Analysis and Machine Learning FYS-STK3155/FYS4155</a> -->
@@ -542,7 +542,7 @@ codes.  We are going to download digital terrain data from the website
 <a href="https://earthexplorer.usgs.gov/" target="_self"><tt>https://earthexplorer.usgs.gov/</tt></a>,
 </p>
 
-<p>Or, if you prefer, we have placed selected datafiles at <a href="https://github.com/CompPhysics/MachineLearning/tree/master/doc/Projects/2021/Project1/DataFiles" target="_self"><tt>https://github.com/CompPhysics/MachineLearning/tree/master/doc/Projects/2021/Project1/DataFiles</tt></a></p>
+<p>Or, if you prefer, we have placed selected datafiles at <a href="https://github.com/CompPhysics/MachineLearning/tree/master/doc/Projects/2022/Project1/DataFiles" target="_self"><tt>https://github.com/CompPhysics/MachineLearning/tree/master/doc/Projects/2022/Project1/DataFiles</tt></a></p>
 
 <p>In order to obtain data for a specific region, you need to register as
 a user (free) at this website and then decide upon which area you want
diff --git a/doc/Projects/2022/Project1/html/Project1-bs.html b/doc/Projects/2022/Project1/html/Project1-bs.html
index 0d3f77bae..27a4b8847 100644
--- a/doc/Projects/2022/Project1/html/Project1-bs.html
+++ b/doc/Projects/2022/Project1/html/Project1-bs.html
@@ -8,8 +8,8 @@ doconce format html Project1.do.txt --html_style=bootstrap --pygments_html_style
 <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="Project 1 on Machine Learning, deadline October 7, 2021">
-<title>Project 1 on Machine Learning, deadline October 7, 2021</title>
+<meta name="description" content="Project 1 on Machine Learning, deadline October 7, 2022">
+<title>Project 1 on Machine Learning, deadline October 7, 2022</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html Project1.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=Project1-bs -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -116,7 +116,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="Project1-bs.html">Project 1 on Machine Learning, deadline October 7, 2021</a>
+    <a class="navbar-brand" href="Project1-bs.html">Project 1 on Machine Learning, deadline October 7, 2022</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
@@ -149,7 +149,7 @@ MathJax.Hub.Config({
 <!-- ------------------- main content ---------------------- -->
 <div class="jumbotron">
 <center>
-<h1>Project 1 on Machine Learning, deadline October 7, 2021</h1>
+<h1>Project 1 on Machine Learning, deadline October 7, 2022</h1>
 </center>  <!-- document title -->
 
 <!-- author(s): <a href="http://www.uio.no/studier/emner/matnat/fys/FYS3155/index-eng.html" target="_self">Data Analysis and Machine Learning FYS-STK3155/FYS4155</a> -->
@@ -542,7 +542,7 @@ codes.  We are going to download digital terrain data from the website
 <a href="https://earthexplorer.usgs.gov/" target="_self"><tt>https://earthexplorer.usgs.gov/</tt></a>,
 </p>
 
-<p>Or, if you prefer, we have placed selected datafiles at <a href="https://github.com/CompPhysics/MachineLearning/tree/master/doc/Projects/2021/Project1/DataFiles" target="_self"><tt>https://github.com/CompPhysics/MachineLearning/tree/master/doc/Projects/2021/Project1/DataFiles</tt></a></p>
+<p>Or, if you prefer, we have placed selected datafiles at <a href="https://github.com/CompPhysics/MachineLearning/tree/master/doc/Projects/2022/Project1/DataFiles" target="_self"><tt>https://github.com/CompPhysics/MachineLearning/tree/master/doc/Projects/2022/Project1/DataFiles</tt></a></p>
 
 <p>In order to obtain data for a specific region, you need to register as
 a user (free) at this website and then decide upon which area you want
diff --git a/doc/Projects/2022/Project1/html/Project1.html b/doc/Projects/2022/Project1/html/Project1.html
index ae1c3646a..e62ff2afa 100644
--- a/doc/Projects/2022/Project1/html/Project1.html
+++ b/doc/Projects/2022/Project1/html/Project1.html
@@ -8,8 +8,8 @@ doconce format html Project1.do.txt --pygments_html_style=default --html_style=b
 <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="Project 1 on Machine Learning, deadline October 7, 2021">
-<title>Project 1 on Machine Learning, deadline October 7, 2021</title>
+<meta name="description" content="Project 1 on Machine Learning, deadline October 7, 2022">
+<title>Project 1 on Machine Learning, deadline October 7, 2022</title>
 <style type="text/css">
 /* bloodish style */
 body {
@@ -188,7 +188,7 @@ MathJax.Hub.Config({
 
 <!-- ------------------- main content ---------------------- -->
 <center>
-<h1>Project 1 on Machine Learning, deadline October 7, 2021</h1>
+<h1>Project 1 on Machine Learning, deadline October 7, 2022</h1>
 </center>  <!-- document title -->
 
 <!-- author(s): <a href="http://www.uio.no/studier/emner/matnat/fys/FYS3155/index-eng.html" target="_blank">Data Analysis and Machine Learning FYS-STK3155/FYS4155</a> -->
@@ -578,7 +578,7 @@ codes.  We are going to download digital terrain data from the website
 <a href="https://earthexplorer.usgs.gov/" target="_blank"><tt>https://earthexplorer.usgs.gov/</tt></a>,
 </p>
 
-<p>Or, if you prefer, we have placed selected datafiles at <a href="https://github.com/CompPhysics/MachineLearning/tree/master/doc/Projects/2021/Project1/DataFiles" target="_blank"><tt>https://github.com/CompPhysics/MachineLearning/tree/master/doc/Projects/2021/Project1/DataFiles</tt></a></p>
+<p>Or, if you prefer, we have placed selected datafiles at <a href="https://github.com/CompPhysics/MachineLearning/tree/master/doc/Projects/2022/Project1/DataFiles" target="_blank"><tt>https://github.com/CompPhysics/MachineLearning/tree/master/doc/Projects/2022/Project1/DataFiles</tt></a></p>
 
 <p>In order to obtain data for a specific region, you need to register as
 a user (free) at this website and then decide upon which area you want
diff --git a/doc/Projects/2022/Project1/ipynb/Project1.ipynb b/doc/Projects/2022/Project1/ipynb/Project1.ipynb
index f138874db..e45c271d8 100644
--- a/doc/Projects/2022/Project1/ipynb/Project1.ipynb
+++ b/doc/Projects/2022/Project1/ipynb/Project1.ipynb
@@ -2,24 +2,24 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ca1c2e24",
+   "id": "7a2ac097",
    "metadata": {
     "editable": true
    },
    "source": [
     "<!-- HTML file automatically generated from DocOnce source (https://github.com/doconce/doconce/)\n",
     "doconce format html Project1.do.txt  -->\n",
-    "<!-- dom:TITLE: Project 1 on Machine Learning, deadline October 7, 2021 -->"
+    "<!-- dom:TITLE: Project 1 on Machine Learning, deadline October 7, 2022 -->"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "02930a2d",
+   "id": "4c81032a",
    "metadata": {
     "editable": true
    },
    "source": [
-    "# Project 1 on Machine Learning, deadline October 7, 2021\n",
+    "# Project 1 on Machine Learning, deadline October 7, 2022\n",
     "**[Data Analysis and Machine Learning FYS-STK3155/FYS4155](http://www.uio.no/studier/emner/matnat/fys/FYS3155/index-eng.html)**, University of Oslo, Norway\n",
     "\n",
     "Date: **Sep 5, 2022**"
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1333230f",
+   "id": "3a6a8595",
    "metadata": {
     "editable": true
    },
@@ -63,7 +63,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3a7fd4e5",
+   "id": "612a16af",
    "metadata": {
     "editable": true
    },
@@ -85,7 +85,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "67295d49",
+   "id": "9acb8af9",
    "metadata": {
     "editable": true
    },
@@ -100,7 +100,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "13e004d0",
+   "id": "1760b791",
    "metadata": {
     "editable": true
    },
@@ -129,7 +129,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "274827d8",
+   "id": "0887069d",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -181,7 +181,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "95e656c7",
+   "id": "6ba1eed9",
    "metadata": {
     "editable": true
    },
@@ -197,7 +197,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "719bdbb4",
+   "id": "b8977dc1",
    "metadata": {
     "editable": true
    },
@@ -209,7 +209,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cd83cea7",
+   "id": "97dbce3f",
    "metadata": {
     "editable": true
    },
@@ -220,7 +220,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3273d0b9",
+   "id": "918c0cbb",
    "metadata": {
     "editable": true
    },
@@ -232,7 +232,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "74550be5",
+   "id": "12ed8d76",
    "metadata": {
     "editable": true
    },
@@ -244,7 +244,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fc4dbadf",
+   "id": "dde5fd1a",
    "metadata": {
     "editable": true
    },
@@ -256,7 +256,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c6afdf2e",
+   "id": "5ab0b041",
    "metadata": {
     "editable": true
    },
@@ -267,7 +267,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5c4dc29b",
+   "id": "d10e8fa5",
    "metadata": {
     "editable": true
    },
@@ -279,7 +279,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "acc5cbf5",
+   "id": "4bde13fb",
    "metadata": {
     "editable": true
    },
@@ -292,7 +292,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d93a6eb5",
+   "id": "8635bca3",
    "metadata": {
     "editable": true
    },
@@ -304,7 +304,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "152d18ff",
+   "id": "da21e635",
    "metadata": {
     "editable": true
    },
@@ -314,7 +314,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b850a49f",
+   "id": "62ce1847",
    "metadata": {
     "editable": true
    },
@@ -326,7 +326,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "542f2716",
+   "id": "8b985826",
    "metadata": {
     "editable": true
    },
@@ -337,7 +337,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "615e0737",
+   "id": "1c015e08",
    "metadata": {
     "editable": true
    },
@@ -359,7 +359,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "786dc334",
+   "id": "ea1b5d0b",
    "metadata": {
     "editable": true
    },
@@ -372,7 +372,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "640d183d",
+   "id": "362e556a",
    "metadata": {
     "editable": true
    },
@@ -384,7 +384,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4ea51524",
+   "id": "e5eeda54",
    "metadata": {
     "editable": true
    },
@@ -396,7 +396,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "de75d17f",
+   "id": "70012504",
    "metadata": {
     "editable": true
    },
@@ -406,7 +406,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "da65f25e",
+   "id": "8d234f27",
    "metadata": {
     "editable": true
    },
@@ -418,7 +418,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "537854a8",
+   "id": "3460f330",
    "metadata": {
     "editable": true
    },
@@ -447,7 +447,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8272e5b5",
+   "id": "2b0214ff",
    "metadata": {
     "editable": true
    },
@@ -479,7 +479,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dc84027a",
+   "id": "ba76c42f",
    "metadata": {
     "editable": true
    },
@@ -491,7 +491,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a3e762aa",
+   "id": "cc9118d1",
    "metadata": {
     "editable": true
    },
@@ -510,7 +510,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "17aab5fa",
+   "id": "f0901443",
    "metadata": {
     "editable": true
    },
@@ -522,7 +522,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ff787790",
+   "id": "128dfd18",
    "metadata": {
     "editable": true
    },
@@ -536,7 +536,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "094a8507",
+   "id": "e5ff09e8",
    "metadata": {
     "editable": true
    },
@@ -548,7 +548,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "44017f87",
+   "id": "a39514b2",
    "metadata": {
     "editable": true
    },
@@ -558,7 +558,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0e4bc241",
+   "id": "4c34a548",
    "metadata": {
     "editable": true
    },
@@ -570,7 +570,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "226339d0",
+   "id": "300bde6a",
    "metadata": {
     "editable": true
    },
@@ -580,7 +580,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "22627a64",
+   "id": "71a2c51a",
    "metadata": {
     "editable": true
    },
@@ -592,7 +592,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e692e756",
+   "id": "f7e980d0",
    "metadata": {
     "editable": true
    },
@@ -611,7 +611,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8dc1e0c1",
+   "id": "ef87f011",
    "metadata": {
     "editable": true
    },
@@ -636,7 +636,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b7e92ecb",
+   "id": "1288c49d",
    "metadata": {
     "editable": true
    },
@@ -656,7 +656,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d5c0bb8b",
+   "id": "8ba58fed",
    "metadata": {
     "editable": true
    },
@@ -673,7 +673,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f253b365",
+   "id": "4b4db7cc",
    "metadata": {
     "editable": true
    },
@@ -687,7 +687,7 @@
     "codes.  We are going to download digital terrain data from the website\n",
     "<https://earthexplorer.usgs.gov/>,\n",
     "\n",
-    "Or, if you prefer, we have placed selected datafiles at <https://github.com/CompPhysics/MachineLearning/tree/master/doc/Projects/2021/Project1/DataFiles>\n",
+    "Or, if you prefer, we have placed selected datafiles at <https://github.com/CompPhysics/MachineLearning/tree/master/doc/Projects/2022/Project1/DataFiles>\n",
     "\n",
     "In order to obtain data for a specific region, you need to register as\n",
     "a user (free) at this website and then decide upon which area you want\n",
@@ -701,7 +701,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "bbd345fb",
+   "id": "daf3d605",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -713,7 +713,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8342b19a",
+   "id": "25e4e3c2",
    "metadata": {
     "editable": true
    },
@@ -725,7 +725,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "adf76147",
+   "id": "045af476",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -751,7 +751,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e7ed037b",
+   "id": "44ca47a4",
    "metadata": {
     "editable": true
    },
@@ -776,7 +776,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5a0572b6",
+   "id": "0bff19b9",
    "metadata": {
     "editable": true
    },
@@ -790,7 +790,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ac2218c8",
+   "id": "f244210d",
    "metadata": {
     "editable": true
    },
@@ -820,7 +820,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "32926fbf",
+   "id": "a44b37da",
    "metadata": {
     "editable": true
    },
@@ -842,7 +842,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c16d8495",
+   "id": "36139a4b",
    "metadata": {
     "editable": true
    },
diff --git a/doc/Projects/2022/Project1/ipynb/ipynb-Project1-src.tar.gz b/doc/Projects/2022/Project1/ipynb/ipynb-Project1-src.tar.gz
index bd1eae7c9ad9f1992afcabddcd0b4f32b0320a40..54c7d870b08b5fa8ba98808a3ea89e6e642d4844 100644
GIT binary patch
literal 193
zcmV;y06za8iwFP?R2E|Z1MSbv3W7io2XN0m#XNz`s;lQ94;=!DUSQ2N*K*f(SID=|
z52#boMIzYW<<Bs~FmuQ@+kF<;yY*Ish)Ep7lxafe#Bix+grq>?2x&}1BncpiXh=Q4
z^-g-}jb(Z~rL7w-4VUlc#<8mUuxEJ%p7|$^wJ@;D2U{x%QdwRob%9)~hMz16L^sF+
vO2y681kG=~&>WZ?fR&}NLP>V@JFU)|wI=X?{f^@}j`O7lP==zn00;m8cmrBL

literal 193
zcmV;y06za8iwFSm6Bc6t1MSaC4uUWc24L2lVopF>D6lq>g$om6yg-p6Md@H$61lxR
z5?yKB5M$DB^H0;sWaf}<w)-rwck8W&5RxzkQ>IBgCkdDLjM5Y+i%87IDxpAV6o;t?
zWWAMMdSkgBS83};C?nLnzOk*UKFnE8foJ}SV=WEr^1;@qK%o@{;stVzjW}5v$Zk*t
vlqk&f30mBGsReK~053~vB`SXPJB??}TNC)dKF4t!$NAC&AJ*N~00;m8KU`F&

diff --git a/doc/Projects/2022/Project1/pdf/Project1.p.tex b/doc/Projects/2022/Project1/pdf/Project1.p.tex
index 15f6d9278..2a080cd07 100644
--- a/doc/Projects/2022/Project1/pdf/Project1.p.tex
+++ b/doc/Projects/2022/Project1/pdf/Project1.p.tex
@@ -112,7 +112,7 @@ final,                   % draft: marks overfull hboxes, figures with paths
 \begin{center}
 {\LARGE\bf
 \begin{spacing}{1.25}
-Project 1 on Machine Learning, deadline October 7, 2021
+Project 1 on Machine Learning, deadline October 7, 2022
 \end{spacing}
 }
 \end{center}
@@ -493,7 +493,7 @@ need first to download the data and prepare properly the inputs to our
 codes.  We are going to download digital terrain data from the website
 \href{{https://earthexplorer.usgs.gov/}}{\nolinkurl{https://earthexplorer.usgs.gov/}},
 
-Or, if you prefer, we have placed selected datafiles at \href{{https://github.com/CompPhysics/MachineLearning/tree/master/doc/Projects/2021/Project1/DataFiles}}{\nolinkurl{https://github.com/CompPhysics/MachineLearning/tree/master/doc/Projects/2021/Project1/DataFiles}}
+Or, if you prefer, we have placed selected datafiles at \href{{https://github.com/CompPhysics/MachineLearning/tree/master/doc/Projects/2022/Project1/DataFiles}}{\nolinkurl{https://github.com/CompPhysics/MachineLearning/tree/master/doc/Projects/2022/Project1/DataFiles}}
 
 In order to obtain data for a specific region, you need to register as
 a user (free) at this website and then decide upon which area you want
diff --git a/doc/Projects/2022/Project1/pdf/Project1.pdf b/doc/Projects/2022/Project1/pdf/Project1.pdf
index 0d300eeeff4631e54bb362232163e2c29bcdb5b3..c39dde934601b14fdca63d51f07a5188c2e630c1 100644
GIT binary patch
delta 3316
zcmV<Q3=8wn!4J{F50E7RH<v-w11OPBpnsK#N_CXWGD#KP^r;?)2iPNG>u_rp7dO<(
zR7%|bhG6hZbmX?t)cyPsWvrqqsdAa4i0iUSWR^v1T_s9n(R~A#{a{7|hnFgT-<$5)
zw;m}So4%ppOR->J5{szYf8VWFYZ2ew{~gZEHb84=FSy*?Y8jQlM;=ryQjt_e8Go%M
zw4xwB{?)fnD_Mcaz8zPxjGy6rE#u)4TNQuu-Ec$Qe-7@1OAY=#U(v^9ySbHfO~@)K
zK>=&DbD@ZVJ9~iRm5Q?)YA0orrvR&2CW9J<E|Rp+(K^o)QI)j)v)wxDeM{buf&R|g
z3{*oMSY!5wj?@SA-i|x+tH#r17k`X`SC%uU)FRU8Fp7Qheg`&@SsCw5+hebYO}nQd
zR2;VBZY5&m1BnAVF({Xu7)Pd=aiINvJT}if#YgT3$JaD=G;K%yrxo7j+TrMFnVV@K
z@I<1)ZH>PPPQQ?*$jeB}JOMW%aoWD_j!n>wtQ2r=sq@LfpmEPcf&clDx;uAYj|T1}
z;@31wKmB+Iji7-U18CAz#eeN-#xzYk5~Fy}u(;3Ht?khV$M)A$>6#)oNg+-b+zb5z
z5R;|?x&h#mVFN$`9Fw90CIJeQ$pgRvER%`^a(|_{hP+@ZU^Het@IG^Pg-R_|ndV8U
zSe0b`BL3|Ns@OAgKnD@Pgk<Mp(kZ5_-~?#rb<={tun$#fI+}kx_BCq&wu4NyYuV-v
zjWN}cJKfN>mjsDbMUCk&X!Dvw%SuBX$ASkYCBPE5#4L2`kmeDtXx>u230By1I;075
zA%EOyJts{dPJjkHPmOOeZX6LqZ%F}X>0$6Jy@;>YKN4`HlB|C?vh55WDLAOG-3_5|
z5c(oQU?wE@u!869H|y%w2iFlC%+Q8n+1f8esVulg7TgwSl7mkIiEmg+zr2%+AR(6`
z6e*VWBmze*98pc0uP8(@s|U{JGYC}9kAFOhNrk+L1}Mv5dilZ|+vxya;qACM5uB{u
z_SA=>#I@h3Z@(f3WSW=#xQ*p{C015}uw0lnmP)kq(?m<f$AdNtAnrqW<8UZww3JXc
zhk^|1ADZyH;n+1a_fpW|jNuK|@EJZ7wlr#;8ypRvc5RIe?1*grRky+?3Z^B7_<wo~
z)e{69=z*eh3g<ljuXO{%`p*PXFgQyr2%DBV{y6ox3Zs=3S8+g{ql{ty5(3B-yN(0>
z;u6eW*Tey*WmAmAp^%tjIui<AAUFo(8<B{!HuxCyX6yjPK|SAp0clu{yd3p9HO#ZK
z)`_h0Ijgs;s*IiKzXY^@3&fXVN`I9I%~qQ$PF*HP6|zEdewO5m>?ENm5!LL8sDJ^e
zniO#}f$N1ffb!N+o$iS?Q;Q7%`)ChSPJqSZ(DNxH*8&pXgQzp!H%?d2-olDs^a|}q
zI(?-EQB?`3ae{L$B(}~R(EUjrW;6lD^dunW^KlGs2O_7J*SP@b!m|;l4u6OQjtOFC
z{#KhmlCKm5V)+sjg@R`}>->k1=nkyeg5KiTjw{gP3Eg2>I4Mj{#z@{y_vb5>hH-$a
ziz|O#l`>`s<Vp)9xPVuF*<%;0?;=!hvOHrUE*`H%pvXn2l<B2Q7U`b*Vc+6=6`o&`
z&PmB#pz*ZI*8CWwHS8(XD}M!~7v2a|4b_xwey667ehII>@ESP#^&kA=ta)ucl|?By
z%?vx2$S**_=T|*BMHQsdl+(d`m`$BBBv%N@NbU@;=fcKvMSg-55+E4X96h>eGwq+2
zyp$V2EUMKClRf4u>ka{5hi)n@k+;6Nmc@iB;0@2;SAvE4jtZ0Ec7K41eYeM=K8Kgw
zEjrP~!%C+R(~n~)b1Dhaq2D~USki212$(hxUF&xNnyRUih0dP8y`ZoiEvC|n7hU66
zX7EsE?N6U@3i^bT%|4#!a&mMHc@%1x;M31UhtF*Ml?@h-meOY5emw?sgC+i0<Axnk
z!ECUyc7yk8&^|s>+7)yCjw||R19|wZuZ<t>-~A6sn9)A73ki2Ve@VihB<3-*&57*~
zAl+??vc0CB6XOnwh+`2KtoaW;`Gc`bUoo8eAIv@sWRPg?qqjkoK~wzi*vpz0!ER{H
z>NSK@_WA?btJf}k`_bovn<FhEz|QQ>xbK~|&;2wJIn+vNSqhn?BnqUrcm;4`nuD#F
zKL`497=#jrjENkFe@J}ffEBR&o~D){$dZ@$B%0x+r%l_SC>!1kft^N20mC6s5MaFF
z3m95i>49pEaHbDtF9e~q$c4;VPscz}$df=(Btb7Qje!CpQdY#IR#-%}THa)6iqj@d
z)(@SgX<FvQMl%~G3MV8N5fy?S>KD>f5dS4f@>C>})x_%0e_}=@KCz$GfmbL$`H`jp
z8l8-`Vcu=bzGFT?qE`zfl_-&cYn<KX{?oKdqs2!E<FSg~*=BaH8-pg1#!2+PGY^!w
zUv{cAmqNxDBBD{f1VxsJBnwJC&j-0=aq|&#7<qTV@9Xj<X(E)8=LfvkX7S<nbqSI(
z7YhE)Hd53?e`A8Exd=HoPy7OwR65+s>hb11joe_U0){adsXrVcx{e><5|<aJ50DjJ
zM;$`hvt8KyP=G&6bt#g^Afh5N@?r8pEVpY;xJSRh0&2^SZ#kLxnks}WY?|nEcNjK?
z8SH$qzqa-Eq9Gb%^D#!BWg56#1}P(fJXCUQcTKxHe~4}C8qsdOOI~ets>|4}%0j4u
zlhlveaz8^=U{1F#xbmg(&i4n$u4W`UipDiO6kNQAAgl<&!iNlZ(KtZ~G4P>WwTu}A
zM!uxE))c|rL1C;=w?9=>NaTM7&~q?BT7yDnNf!0{?e0KBbSyu$yOv$4>caJQTd#F%
z!q1V{e^E2z=Ir^2V3P<&*FK2d0Y~Sj@4Dd{hvV^}sxN~v-S6$-#1<K-<@39|`>LJ#
z;ZHb?H+jCl*@nFkCo4%?|3Pa%`S64zuS!4Q40HuJUXn!k?I~24p>OU#Ek1rhQ~2_4
zW1s577b(EsZ+zCia(%wT{l+}~g*)&j09CBofA!vCF%ZAR8mWeM=seNQA|zGhZ5}ag
z;)pIuV|nu$t9A=X=?QrS2;K&4>)p3E5Eu@x?*H1=54!Vr`OkC0{785>68`s9j^RFm
z=Fe+GnPoysek=Ka&jK<%7B{KPeB#9fu%ut^*||o?8K@DUsMtE%i-6+yG}ZaO2q(QN
ze{s)P-T2v{2)_>u<t@HR6rmB|#40Z{t4tM?OC03k67-gUt$`0eP)cx5TGAs@49zV*
z1yOGhNBf>iB^8Q}q#7d@mLJ`?Oo7tBGWaBcB|6PW-@D7`=bker%(cuvv~l$Qpkl6&
z$9}22lt)RC#H@;@Gmd*8%0OjwKX5aIe=l?Wnl4vz=U#cc^>ygf*WZ4PqjMEPG9UpX
zOLHGTt0H#9Zs=+G-P9N0!|FHPb=;5DYwl5BJgdwiaW%S2SwXsH72W#x4bATwSh#bO
z%Ndr?g`~3&PmTw#yU>NxYfO0PIJVB}_;@wu2k25Oq4Er(8#ML+wRe%?jOL$<2RHu*
z?$C#EvP>go0qe6QvFr*2oWSl9m+{pB6N4wbhbO!NhbO!Ow<o*<EEfhcF*P(bG?!V^
z104o3F*P(bG`D=y1NI71Fhw{;L^(q-FgHRmMMXk1Ge$WuLPRx0Ff~OtH#I^<J|H|W
zML0!7IYTipH$pK*MM5+)MmaD-L^VV(HAOc!H9|!`T?#KuWo~D5XdpB+I3Sln)B`Ag
zCDO@GR6!KR@$;RcX_`SAK@l6p0Yq>BR0I`q00)ps&;|z-bmP*cD-)N5q?SGbD|`YI
zS1w3QTp8oam>3^K`5!mGe0{6x)VY1Gnb}`AbCYdP8cE=gpa4Z^lv#6Zse{rkc|Yuf
z1JKSwJ?S8+25O;!XFa55Xp)sGQECr=3!QKbDsUK%v)TgO;bmFdRGer7uJpao%4VMB
zNJroh9EC2nL@({K&ebSDr{2LTIJbF4*7rG9>BTAFl=2hMB^w!!Rho1vd-T^0@meRL
z4+h~Z^vWhS<Jf691O0G{%cJrToQKOWAe$-2iD9@1BXABz;R0NuKwLfs*WrqPtlAN0
z$Ke`Wg_|$|lW+@e!yTB18?v>YIC~eSU>feh49vnD_r~A8Kx!i0CzVNyq!`%}DJJ~@
z9zqqCVFezsh3Wfacmhvh6`sL!Sc7%htJl%r3)#lcNH1ldx=GoTz86gzT8y8P-hYVX
z($?EZN!s}nsYd#tNCo-&??|;l^6e;^i%Nwzk?NGj`XiN;rr$-XSE_!D)S&d`e`<tY
y;1kGv0+}J_7&3#;3_kNk<N+8|`u26V=U*-M4}T&~vzMpf10e`E3MC~)Peuyx*Erz-

delta 3312
zcmV<M3=i|s!4J^E50E7RIg?=&D3MN}e^p7UqFk2Pgo{4a<M04mL~I@I%;MsPTA50L
zyWfxteu<9UHk!JhKca|LR3%j|bChshLcbKzT33k@S#;mPWj~nFz~QBe-}k0__N_-s
z$EI&+_);nun4}`=_TP8w)mp@N_kV{ovklN1+6yi>w^~Le@R0{ii&P|4QATSCf2}Bp
zkAL;;(@It#vTw(gEaPW5U(0xS#8$<hd^g-s_n(71;ZlQt&sX$u*=}y-TobZNN>IQW
z&0HvA;LaZ4c%|a(hFVaz#KXx^fYmIML5)HeNm}S=o#%<DO4|O}Zk_eMC1=P$e`jq5
zs-X_7G5bSD>H~Uj#~ry<<LR;se@4M6%b8DV5ouK>O0i4c@4zN9E91Rsd+ZglY4<dQ
zio<r?twfA`AaOt+2IZ0u<H$5K4z%Bo$L5)*_{ja>_?pI!rtPTzw8Gn5I~+YNb2AMD
zo=7yft?@U(=NHlxc^PS$C*VdTPTSYru?f17l>*K!bv`*5H13%w@IOCNJNNGE(ZHQV
z{F-LzryuX25i~Gk08N^z_^&<9n5Jn*VifNg7WetOwLSXa*#4R-T~oj&X{wjp3;lu*
zlcoZ?0pF8h13&>3lcEDA0S1%F1Hb_*lZpg#e-%ms$W0ea1&qdw2i|ASu289^D$_hE
z6|0i0U&Oy1K^1#u4(K2Pn2_vTOghDs6`TO=ylz?$81|tmO-J*O$G&C_z;=+Sb}iey
zp)sa9a;F>G_L3m6s;Ds?25nw*Xjy5f<5=*(qy$*vmY9W39nw6)70p|!H^B;fPKPu>
ze=dYOt>>f(#0k)V=c(~6#*HIl=q)MWEIkaKr5Ewl`bPqeRFd@%N4A~8BLxQ)w!0w|
z4nki<2+V}!9#-(Y{bpU=`rtZ(gBjXTEL;19D3t}*$b#DfO>*!_An^@L>6dqM5hUbN
zgd)Y#o<!iNg(Ip-^A&|CX7#|?d<KEafBBI|F{zL@(Ew!`OfO$}V>=zdE4&>SCxVl;
z+n)MRl(_aA_3c;WfK2nUAGfhwuf)pWVaA4O8%rhH`Dvo1;^RS^1rYZkym2@bG+Iii
zn?pec^$$(>-Eiz0ntLheaK`WkYxoQw3R@br&JB)+PrJ5826jZY{;FHy69v-}e?xpd
zhUy6d4)j3LIfZi`|JS;KVf|+UDHxn37KBYp9e<p9T!qofimN!F&QZp&e+dEPie1Nn
zesKwAuWRCf)3PZ>;!sFTF`Ws8E)X08@{LHuSsQ!|dNX!_;-H@IzkoC>M_!J4of_uZ
zS?fer`JC0;RaM5$^j`wnzXjq;e=(&>gl4PF6{jwfqY7CeIX_GCMRt-<l!$8fL{z{4
zR85MwnZWfz8$fyMs807po2kVHfPJ)wDJQ_<ap?J!k!t~o??KcV?;EG9XK!J}FM5Uc
zBb~ldgQ%(m)HuO87ZO`%4(R@*4l|knV|o%0^Z7W2w*!&W%j;YKbm7^Ee^UoU0>=cg
zGk>eiAIVn=0<nAvibBD&oOS*~NOT9*Y(Z~vY{wPo@r3R$ESwZ3Cu1aUr~C7jO2at7
z)y0)RuSyv+1ahSX5?sJ5zwEJ#)prr9H(8#s5EqZvB2eTaRLb<yC5v>={jhKGy$a7S
zN#~^GF3@;dWov$n(Hi!Yf9jP2(hF|{s)lOHHosHTN56zuUw93i{rV4nan`)Hp30&W
zoMwidOXL@z;Pb1VoT3U+Y0Bx~J<O&~8Imi6WF&Wn*K=WGxgtM73JDMlYmOe>w3+r#
zOJ2$iAQshXg~=ZCm34=JuR}MLmdIP*T+3oY74U}V?<>K=d`E@Je{efM#lG8PQJ=$0
z?iQWs;$fvzi0Q{MlsT0I>CkVUS}bX{Gz3hWhpzRz08Q0Y$wFt(-(FDIjuumC#fz?S
zEHij0v-YP?I0b#e$z~r<bU8V?hCB*2Oz`PvqQhr4{>lamM@wn5Z@(S`y1^2EtZ~DR
zs9-i&S-ZjeHE1877b)$ze#aGkvw=MP*4M@l_wW7(G(yo3vk3`zK7WznPZIN(+2+Ld
z2axWzMcH0c&xvsdMZ~d)3)cLHp8UbsrLP!H{SRgz1~N!A_tD#+%AhI!ckE?Ni(ogj
zX7w7vDSQ0^?bT}+zWwO)!Of8t5nyL_XWaKr+vk3oh#YFAv@C^8QW6EyTf71|G0nkN
z%%1~&ISfJxL&ijoLw_Vba=;4MeNR(M5M;^AdlJp?($l7GP?QaChQLmvqk!QMC<rj#
z@C6L5tn@&&MmW<4vloI;TI53Jtfyn3DC9|?D3YKTn8rW>5h*KTQY$Q?S}kufG{tF?
zChLbz(=;t}VxyT26NM9!i--zA5A_RaDv1A*BzY<l$!cQtXMZuH5}(-5>cA_MpZrME
z0F6#Y+c57oX5TTNAknJ@l1h}wz%|b9a{p;srP1Oegz;EK?`$)>*Ns7wNaG}W-<bzW
z+%G#-noA+$3lY(%UV<V^M3M!ip67#Hvbgz(IgGqJ;P-X;k~9%Y$@2r=YqR)p`?>^4
znF|GfXB#PMqJJ?#)Lev|n<st&ODY|1W%YRTo<?pkQ~|>njMN{F5M9R)aEZ%{(+9{3
zucHp3?Ab1Cekj17rMeW!V-Qgh8Tl~zAeP%TC)}f7U;(vd$G4nJd`%TX7B)@vxjPIS
z!wh!5*k9Xvd(jY$vH2LI&oT{ME`yYjKprYNw!5a?9e>2Ob&Y7Z-X*WLI@M)tS7jko
z!Aa^zZMmPJDln&87hL($c<1|rV^=d09Yy0B9ttkrLl9O3Vc|oDyJ(!Cgc$fxu3E+n
z0wZ72Tx*Kp?w~MMsN0_^DkSp10_ZuIAgw_mvm}f9{dRYtAv%_y+Fi@8RCVEcyRFx{
zHR0#T>wl=3adY<kM6gK&qiY|;?tr87(|6r)jl=PHP}P^gnC|y>aAJ!L)bjaV-hI_h
z{qQH8#+y9f-)zHPh?AA1t^c64pL}@2kyoW3a0a>p94|>C{Pq+o%+NRYpB5j#pecO$
zx3N$4;foaD?>9bcU%5Wt;eKPD{=yx26M!mK?SFc2u^5P7VvSToJ9M7tW)YGq@-~l{
zHgQCkq_Mntja9par1XTm0t9aZw)O7Y8wd=CSNDJI>IdEVyZq-lVSXe$90~vXD#vi2
zK=bFdq0BNNCBKz?z-IxO9*dh)W<K#^0$9>7_v~Dw;|$aYP*iLk?L|QGdz$KeUxbrh
zm4CQrtZw{lP=wzHhVmBQB#O`oaAK90nN_9=$|Vl+a0z-#z}CQrA1EcbCoSm_DTd}2
zpMt12h@*W^rIHFoM^cRu3(JpgT&6(jUm1Loz!IHir0?Bj^mES{6XsgxAKEy2e^4=3
z$YZ}$Udp4SNMcq+(;3G-5M`h;x*xb1!he^!eodDvxpS|)-TFFo>g#X6#?iS7AsLW>
zk)^qhpH&e%VmI`({BG(C@L~0v?mF(r>NWSMFP>Fqk+>S&rK})bvx;v0`-bLs4J_Qb
z$>j`7=t9!jhbPB_*Inqs=`|)ibR1h}b$q-U^8<9Ll~8#G(G41VfZDrAaYpmc#Rr@J
z1L0qXaI^kPBV_@rvm&wV3IrGc?hlvI#sL(ACcK9xya9(MyaKl-yaOv21~E4>F)}ch
zSJML>1~E4>F)}c>deZ~;3Q<8eIYL1(GBG$eGB83iL_;?)IX5{%H#I~?L^CosGebTg
zJV7=&LP0SyF*r9eFhVj!LpLxvH#tH#HAF^4Gcq?bLq1&!FHB`_XLM*FG&D7r!QKNa
zf4NdrK@`UE^POgZVG#rrbU<8?0Y%wVP*FBTSzN(!7tqAm(8wwy0z32xjHvPnB&4V^
zF|aH{63gdM{)gmO-`ws#eeRrVX7<m`++>?`MiMwAC_oJ~$gC;0)IxEOd>9Tv2eh+L
zM><NXf@-Me*=bS}G|GxyQR)B-op2ILe{c*=v3d}=!<%Joi*ce2xYApomCZcMk&Z(b
zoPch&L@({K&ebSDr+$Q0aBlOGtbaRJ>BTAFl=5EamW@rtDor|-J^Jf`c&$F@haor*
zW!dbfI5q(1;0&DQ@~Auvqi_WVWlJq_;v!svF&KeyxB!<a5SLHD6kL^6N^$l&e@wzP
zn1NZi0XJa|Zoxg6maUcJ>}{Bb1z3b7xC3{&H~#kfq(;&MQZwlxDMq$Tib=1)BdEY*
zcmhw^!u0(aJck$X5?;Y7tiihM?YrpjwQOTI(i_=UFDaYSucArAEAdm(=dY1m`tl)C
zl6L+^s*--ENCo-&pGej6%_y2{Jd_IWBh@NR3`8m_Eqshrr&ReCsb1;(erkX+@Cjr-
ufy|I|44J`a2A}yN@*oT;{rs`l^KPsC2f%7h>zAnD10e`G3MC~)PeuxDF*;fR

diff --git a/doc/Projects/2022/Project1/pdf/Project1.tex b/doc/Projects/2022/Project1/pdf/Project1.tex
index 4dce85388..c7a997eb9 100644
--- a/doc/Projects/2022/Project1/pdf/Project1.tex
+++ b/doc/Projects/2022/Project1/pdf/Project1.tex
@@ -82,7 +82,7 @@ final,                   % draft: marks overfull hboxes, figures with paths
 \begin{center}
 {\LARGE\bf
 \begin{spacing}{1.25}
-Project 1 on Machine Learning, deadline October 7, 2021
+Project 1 on Machine Learning, deadline October 7, 2022
 \end{spacing}
 }
 \end{center}
@@ -463,7 +463,7 @@ need first to download the data and prepare properly the inputs to our
 codes.  We are going to download digital terrain data from the website
 \href{{https://earthexplorer.usgs.gov/}}{\nolinkurl{https://earthexplorer.usgs.gov/}},
 
-Or, if you prefer, we have placed selected datafiles at \href{{https://github.com/CompPhysics/MachineLearning/tree/master/doc/Projects/2021/Project1/DataFiles}}{\nolinkurl{https://github.com/CompPhysics/MachineLearning/tree/master/doc/Projects/2021/Project1/DataFiles}}
+Or, if you prefer, we have placed selected datafiles at \href{{https://github.com/CompPhysics/MachineLearning/tree/master/doc/Projects/2022/Project1/DataFiles}}{\nolinkurl{https://github.com/CompPhysics/MachineLearning/tree/master/doc/Projects/2022/Project1/DataFiles}}
 
 In order to obtain data for a specific region, you need to register as
 a user (free) at this website and then decide upon which area you want
diff --git a/doc/src/Projects/2022/Project1/Project1.do.txt b/doc/src/Projects/2022/Project1/Project1.do.txt
index 2a7da10ed..02837463c 100644
--- a/doc/src/Projects/2022/Project1/Project1.do.txt
+++ b/doc/src/Projects/2022/Project1/Project1.do.txt
@@ -1,4 +1,4 @@
-TITLE: Project 1 on Machine Learning, deadline October 7, 2021
+TITLE: Project 1 on Machine Learning, deadline October 7, 2022
 AUTHOR: "Data Analysis and Machine Learning FYS-STK3155/FYS4155":"http://www.uio.no/studier/emner/matnat/fys/FYS3155/index-eng.html" at University of Oslo, Norway
 DATE: today
 
@@ -370,7 +370,7 @@ need first to download the data and prepare properly the inputs to our
 codes.  We are going to download digital terrain data from the website
 URL:"https://earthexplorer.usgs.gov/",
 
-Or, if you prefer, we have placed selected datafiles at URL:"https://github.com/CompPhysics/MachineLearning/tree/master/doc/Projects/2021/Project1/DataFiles"
+Or, if you prefer, we have placed selected datafiles at URL:"https://github.com/CompPhysics/MachineLearning/tree/master/doc/Projects/2022/Project1/DataFiles"
 
 In order to obtain data for a specific region, you need to register as
 a user (free) at this website and then decide upon which area you want