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 bd1eae7c9..54c7d870b 100644
Binary files a/doc/Projects/2022/Project1/ipynb/ipynb-Project1-src.tar.gz and b/doc/Projects/2022/Project1/ipynb/ipynb-Project1-src.tar.gz differ
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 0d300eeef..c39dde934 100644
Binary files a/doc/Projects/2022/Project1/pdf/Project1.pdf and b/doc/Projects/2022/Project1/pdf/Project1.pdf differ
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