diff --git a/404/index.html b/404/index.html
index 311958bf..975f6737 100755
--- a/404/index.html
+++ b/404/index.html
@@ -1,5 +1,4 @@
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Page Not Found</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Page Not Found"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Page Not Found logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>Page Not Found - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
 <i class="fas fa-align-justify"></i></button></div><a href=/><div class=title>Turku Data Science Group</div></a></div><div class="navbar-collapse collapse" id=navigation><ul class="nav navbar-nav navbar-right"><li class=dropdown><li><a href=/>Home</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/research-topics>Research</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/edu-topics>Edu</a></li><li class=dropdown><li><a href=/code/>Code</a></li></li><li class=dropdown><li><a href=/team/>Team</a></li></li><li class=dropdown><li><a href=/contact/>Contact</a></li></li></ul></div><div class="collapse clearfix" id=search><form class=navbar-form role=search><div class=input-group><input type=text class=form-control placeholder=Search>
diff --git a/bio_lahti/index.html b/bio_lahti/index.html
index 9e567ccb..4bc3e96a 100644
--- a/bio_lahti/index.html
+++ b/bio_lahti/index.html
@@ -1,5 +1,4 @@
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title></title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt=" logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>- go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
 <i class="fas fa-align-justify"></i></button></div><a href=/><div class=title>Turku Data Science Group</div></a></div><div class="navbar-collapse collapse" id=navigation><ul class="nav navbar-nav navbar-right"><li class=dropdown><li><a href=/>Home</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/research-topics>Research</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/edu-topics>Edu</a></li><li class=dropdown><li><a href=/code/>Code</a></li></li><li class=dropdown><li><a href=/team/>Team</a></li></li><li class=dropdown><li><a href=/contact/>Contact</a></li></li></ul></div><div class="collapse clearfix" id=search><form class=navbar-form role=search><div class=input-group><input type=text class=form-control placeholder=Search>
diff --git a/blog/index.html b/blog/index.html
index 974a04dc..a62505b5 100755
--- a/blog/index.html
+++ b/blog/index.html
@@ -1,5 +1,4 @@
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Blog</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go,new"><meta name=description content="Twitter feed"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Blog"><meta name=twitter:description content="Twitter feed"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Blog logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>Blog - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
 <i class="fas fa-align-justify"></i></button></div><a href=/><div class=title>Turku Data Science Group</div></a></div><div class="navbar-collapse collapse" id=navigation><ul class="nav navbar-nav navbar-right"><li class=dropdown><li><a href=/>Home</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/research-topics>Research</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/edu-topics>Edu</a></li><li class=dropdown><li><a href=/code/>Code</a></li></li><li class=dropdown><li><a href=/team/>Team</a></li></li><li class=dropdown><li><a href=/contact/>Contact</a></li></li></ul></div><div class="collapse clearfix" id=search><form class=navbar-form role=search><div class=input-group><input type=text class=form-control placeholder=Search>
diff --git a/categories/index.html b/categories/index.html
index b437a71a..6716ff26 100755
--- a/categories/index.html
+++ b/categories/index.html
@@ -1,5 +1,4 @@
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Categories</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Categories"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Categories logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>Categories - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
 <i class="fas fa-align-justify"></i></button></div><a href=/><div class=title>Turku Data Science Group</div></a></div><div class="navbar-collapse collapse" id=navigation><ul class="nav navbar-nav navbar-right"><li class=dropdown><li><a href=/>Home</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/research-topics>Research</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/edu-topics>Edu</a></li><li class=dropdown><li><a href=/code/>Code</a></li></li><li class=dropdown><li><a href=/team/>Team</a></li></li><li class=dropdown><li><a href=/contact/>Contact</a></li></li></ul></div><div class="collapse clearfix" id=search><form class=navbar-form role=search><div class=input-group><input type=text class=form-control placeholder=Search>
diff --git a/categories/page/1/index.html b/categories/page/1/index.html
index ac653a6b..616941b6 100755
--- a/categories/page/1/index.html
+++ b/categories/page/1/index.html
@@ -1,2 +1 @@
-<!doctype html><html lang=en-us><head><title>http://datascience.utu.fi/categories/</title>
-<link rel=canonical href=http://datascience.utu.fi/categories/><meta name=robots content="noindex"><meta charset=utf-8><meta http-equiv=refresh content="0; url=http://datascience.utu.fi/categories/"></head></html>
\ No newline at end of file
+<!doctype html><html lang=en-us><head><title>http://datascience.utu.fi/categories/</title><link rel=canonical href=http://datascience.utu.fi/categories/><meta name=robots content="noindex"><meta charset=utf-8><meta http-equiv=refresh content="0; url=http://datascience.utu.fi/categories/"></head></html>
\ No newline at end of file
diff --git a/code/index.html b/code/index.html
index 64193f75..4624e1b0 100755
--- a/code/index.html
+++ b/code/index.html
@@ -1,5 +1,4 @@
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-<meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go,code"><meta name=description content="Code resources"><meta name=generator content="Hugo 0.136.5"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Code"><meta name=twitter:description content="Code resources"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Code logo" class="hidden-xs hidden-sm university-logo">
+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Code</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go,code"><meta name=description content="Code resources"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Code"><meta name=twitter:description content="Code resources"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Code logo" class="hidden-xs hidden-sm university-logo">
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diff --git a/contact/index.html b/contact/index.html
index 3e7172f9..9b8acb9d 100755
--- a/contact/index.html
+++ b/contact/index.html
@@ -1,5 +1,4 @@
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Contact</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Contact info"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Contact"><meta name=twitter:description content="Contact info"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Contact logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>Contact - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
 <i class="fas fa-align-justify"></i></button></div><a href=/><div class=title>Turku Data Science Group</div></a></div><div class="navbar-collapse collapse" id=navigation><ul class="nav navbar-nav navbar-right"><li class=dropdown><li><a href=/>Home</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/research-topics>Research</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/edu-topics>Edu</a></li><li class=dropdown><li><a href=/code/>Code</a></li></li><li class=dropdown><li><a href=/team/>Team</a></li></li><li class="dropdown active"><li><a href=/contact/>Contact</a></li></li></ul></div><div class="collapse clearfix" id=search><form class=navbar-form role=search><div class=input-group><input type=text class=form-control placeholder=Search>
diff --git a/cost_ca18131/index.html b/cost_ca18131/index.html
index 58af1f7f..e122a3cf 100755
--- a/cost_ca18131/index.html
+++ b/cost_ca18131/index.html
@@ -1,5 +1,4 @@
-<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>COST Action CA18131</title>
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diff --git a/data/index.html b/data/index.html
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diff --git a/edu-topics/index.html b/edu-topics/index.html
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-<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Edu</title>
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Edu</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go,edu"><meta name=description content="Educational resources"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Edu"><meta name=twitter:description content="Educational resources"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Edu logo" class="hidden-xs hidden-sm university-logo">
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 <span class=sr-only>Toggle Navigation</span>
 <i class="fas fa-align-justify"></i></button></div><a href=/><div class=title>Turku Data Science Group</div></a></div><div class="navbar-collapse collapse" id=navigation><ul class="nav navbar-nav navbar-right"><li class=dropdown><li><a href=/>Home</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/research-topics>Research</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/edu-topics>Edu</a></li><li class=dropdown><li><a href=/code/>Code</a></li></li><li class=dropdown><li><a href=/team/>Team</a></li></li><li class=dropdown><li><a href=/contact/>Contact</a></li></li></ul></div><div class="collapse clearfix" id=search><form class=navbar-form role=search><div class=input-group><input type=text class=form-control placeholder=Search>
 <span class=input-group-btn><button type=submit class="btn btn-template-main"><i class="fas fa-search"></i></button></span></div></form></div></div></div></header><div id=heading-breadcrumbs><div class=container><div class=row><div class=col-md-12><h1>Edu</h1></div></div></div></div><div id=content><div class=container><div class=row><div class=col-md-12><div><h1 id=courses-and-events>Courses and events</h1><h3 id=topics-for-mscphd-theses>Topics for MSc/PhD theses</h3><p>We supervise study assignments (BSc/MSc/PhD) on the theory, methods,
 and applications of data science related to our ongoing
 research. Welcome to <a href=../../contact/>contact us</a> to discuss
-research/study positions.</p><h3 id=courses-and-events-in-2024>Courses and events in 2024</h3><p>Contact us if you are interested. The admission varies by course but most courses are open to application.</p><ul><li><a href=https://microbiome.github.io/course_2024_oulu/>Microbiome data science & multi-omics with R/Bioconductor</a> (December 18-20, 2024, University of Oulu training school)</li></ul><h3 id=past-courses-and-events>Past courses and events</h3><p><strong>Open science</strong></p><ul><li><a href=https://www.helsinki.fi/en/researchgroups/helsinki-digital-humanities/phos16-conference>Conference on Philosophy and History of Open Science (#PHOS16)</a> - digital collection - 2016 University of Helsinki, Finland</li></ul><p><strong>Computational science and machine learning</strong></p><ul><li><p><a href=https://ncbiinsights.ncbi.nlm.nih.gov/event/2024amrcodeathon/>Resistance is Futile: A codeathon to combat antimicrobial resistance</a> (September, 23-27, 2024, Virtual Course)</p></li><li><p><a href=https://www.ebi.ac.uk/training/events/metagenomics-bioinformatics-mgnify/>Metagenomics bioinformatics at MGnify</a> (September, 23-27, 2024, Virtual Course)</p></li><li><p><a href=https://opas.peppi.utu.fi/fi/opintojakso/TKO_7097/91483>Statistical and Probabilistic Programming (TKO_7097)</a> (5 ECTS; period II; Oct-Dec 2022 - University of Turku, Finland)</p></li><li><p><a href=https://opas.peppi.utu.fi/fi/opintojakso/TKO_3121/3255>Machine Learning and Algorithmics Seminar (TKO_3121)</a> (5 ECTS; period II; with Dr. Matti Ruuskanen; annual course 2020, 2021, 2022 (x2); University of Turku, Finland)</p></li><li><p><a href=https://gitlab.com/openresearchlabs/probabilistic_data_analysis_2020>Research seminar on probabilistic machine learning</a> 2018-2020 - University of Turku, Finland</p></li><li><p>Introduction to probabilistic programming - Lecture slides <a href=https://github.com/openresearchlabs/openresearchlabs.github.io/tree/master/publications/publications/slides/20180226-rstan-VIB.odp>ODP</a>; <a href=https://github.com/openresearchlabs/openresearchlabs.github.io/tree/master/publications/publications/slides/20180226-rstan-VIB.pdf>PDF</a> - 2018 VIB/KU Leuven, Belgium</p></li></ul><p><strong>Microbiome data science</strong></p><ul><li><p><a href=https://sites.utu.fi/microbiomesummerschool/>Nordic Summer School on Computational Microbiome Research</a>; (August 13-15, 2024, Turku, Finland)</p></li><li><p><a href=https://www.ru.nl/en/education/education-for-professionals/overview/brain-bacteria-and-behaviour-understanding-the-gut-brain-axis-rss406>Brain, Bacteria and Behaviour: understanding the gut-brain axis (RSS4.06)</a> (2 ECTS; Summer course; 08 July - 12 July 2024 - Radboud University, Nijmegen, Netherlands)</p></li><li><p><a href=https://norbis.w.uib.no/microbiome-data-science-with-r-bioconductor/>NORBIS: Microbiome data science with R/Bioconductor</a> (Oct 9-12 2023, University of Bergen, Norway)</p></li><li><p><a href=http://msysbiology.com/microbedesign/>Summer School: Design and Control of Microbial Communities</a> (Sep 11-13, Leuven, Belgium)</p></li><li><p><a href="https://twitter.com/antagomir/status/1624025116001574912?s=20&amp;t=k2TA4i7qHnK6JMhgQR1oBg">Brain, Bacteria and Behaviour: Understanding the Gut-Brain Axis</a> including microbiome data science with R/Bioconductor (July 10-14, 2023, Nijmegen, The Netherlands)</p></li><li><p><a href>Microbiome research: analysis and applications</a> including microbiome data science with R/Bioconductor (Feb 21-24, 2023, Pune, India)</p></li><li><p>Microbiome & Machine Learning: ML4microbiome training school (March 6-8, Utrecht)</p></li><li><p><a href>Microbiome data science with R/Bioconductor</a> (March 2023, Turku, Finland; weekly meetings)</p></li><li><p><a href=https://www.vlaggraduateschool.nl/en/courses/course/imha23.htm>VLAG Grad School on Intestinal microbiome of humans and animals</a> (Apr 12-14 2023, Wageningen, The Netherlands)</p></li><li><p><a href=https://www.ml4microbiome.eu/meetings/workshop-advances-in-the-analysis-of-human-microbiome-and-transcriptomics-data-24-may-2022/>ML4Microbiome Workshop - Advances in the analysis of human microbiome and transcriptomics data</a> (May 24, 2022 - University of Tirana, Albania; Lecture)</p></li><li><p><a href=https://microbiome.github.io/course_2022_oulu>Multi-omic data analysis with R/Bioconductor</a> (June 20-23, 2022 - University of Oulu, Finland | <a href=https://github.com/microbiome/course_2022_oulu/raw/main/flyer.pdf>Flyer (PDF)</a>)</p></li><li><p><a href=https://www.ru.nl/radboudsummerschool/courses/2022/brain-bacteria-behaviour-understanding-gut-brain/>Brain, Bacteria and Behaviour: Understanding the Gut-Brain Axis</a> summer school (July 11-15, 2022 - Radboud University Nijmegen, The Netherlands)</p></li><li><p>ML4microbiome training school (October 2022 - Barcelona; by Matti Ruuskanen, Tuomas Borman & Chouaib Benchraka)</p></li><li><p><a href=https://ssl.eventilla.com/microbiomeanalysis>Microbiome data science with R/Bioconductor</a> (Nov 28 - Dec 1, 2022 - CSC, Finland: virtual course)</p></li><li><p>Multi-omics Machine Learning workshop. Jan 13-14, 2022 (virtual - H2020/FindingPheno)</p></li><li><p><a href=http://msysbiology.com/microbialtimeseries/>Workshop on modeling microbial community time series</a>. November 2021 (virtual)</p></li><li><p><a href=https://www.ml4microbiome.eu/the-programme-of-the-goblet-embnet-agm-2021-including-ml4microbiome-events-is-ready-and-available-here/>ML4Microbiome Symposium on Grand Challenges of Data-Intensive Science in microbiome & metagenome data analysis and training</a>. October 2021 (virtual lecture)</p></li><li><p><a href="https://t.co/MJANYOeYmJ?amp=1">Baltic Summer School on Digital Methods</a> in humanities and social sciences, August 2021 (virtual)</p></li><li><p><a href=https://www.ml4microbiome.eu/uppsala-2021>ML4Microbiome Training School</a>, September 2021 (virtual)</p></li><li><p><a href=https://www.ru.nl/radboudsummerschool/courses/2021/brain-bacteria-behaviour/>Brain, Bacteria and Behaviour: Understanding the Gut-Brain Axis</a> online summer school, The Netherlands, July 2021 (virtual)</p></li><li><p><a href=https://norbis.w.uib.no/norbis-summer-school-2021-program/>NORBIS Summer School 2021</a>; National research school in bioinformatics, biostatistics and systems biology, Norway, Aug 2021 (online)</p></li><li><p><a href=https://mdawo.meetinghand.com/>Microbiome Data Analysis Workshop</a> - Hasselt University, Limburg, Belgium, Apr 2021 (online)</p></li><li><p><a href=http://sppudocs.unipune.ac.in/sites/news_events/Lists/News%20and%20Announcements/Attachments/4783/workshop%20flyer_02.122020.pdf>Tools and techniques for skin microbiome research</a> - Savitribai Phule Pune University, Pune, India, Jan 2021</p></li><li><p><a href=https://pbs.twimg.com/media/D-cRz8YUYAEuzNj.jpg>Modern statistics for microbiome bioinformatics</a> - Pune, India, Dec 2019</p></li><li><p><a href=https://www.vlaggraduateschool.nl/nl/cursus/IMHA19.htm#tab0>Intestinal microbiome of humans and animals. VLAG Graduate School course</a> - Wageningen University and Research Center, The Netherlands, Oct 2019</p></li><li><p><a href=http://www.scelse.sg/>Contemporary themes in microbiome data science.</a> - Singapore Centre for Environmental and Life Science Engineering Sep, 2019</p></li><li><p>Advanced statistical techniques in microbiome bioinformatics - Sep 2019 Nijmegen</p></li><li><p><a href=http://psbweb05.psb.ugent.be/conet/microbemodelschool/index.php>International summer school on microbial community modeling</a> - Sep 2019 KU Leuven, Belgium</p></li><li><p><a href=https://mibwurrepo.github.io/OPEN-REPRODUCIBLE-MICROBIOME-DATA-ANALYSIS-2018/>International spring school on open and reproducible microbiome data analysis</a> - 2018 Wageningen, The Netherlands</p></li><li><p><a href=http://psbweb05.psb.ugent.be/conet/econetschool/index.php>International summer school on microbial network analysis</a> - 2017 KU Leuven, Belgium</p></li></ul><p><strong>Computational humanities</strong></p><ul><li><a href="https://t.co/MJANYOeYmJ?amp=1">Baltic Summer School on Digital Methods</a> in humanities and social sciences. Aug, 2021 (online)</li></ul><h1 id=educational-resources>Educational resources</h1><h3 id=microbiome-data-science-and-multi-omic-data-integration>Microbiome data science and multi-omic data integration</h3><p><strong>Microbiome data science tutorials</strong></p><ul><li><a href=https://microbiome.github.io/OMA>Orchestrating microbiome data science with R/Bioconductor</a> (beta version; based on <em>TreeSummarizedExperiment</em> data container)</li><li><a href=https://microbiome.github.io/tutorials>Introduction to microbiome R package</a> (based on <em>phyloseq</em> data container)</li></ul><p><strong>Videos</strong></p><ul><li><a href="https://www.youtube.com/playlist?list=PLjiXAZO27elAJEptP59BN3whVJ61XIkST">Playlist on microbiome data science video lectures</a></li><li><a href="https://www.youtube.com/watch?v=68a-tMganyQ">Microcosm within us: gut microbiome</a> Science Cafe, Turku, Finland 3/2018</li></ul><h3 id=computational-humanities-and-social-sciences>Computational humanities and social sciences</h3><p><strong>Tutorials</strong></p><ul><li><a href=http://ropengov.org/projects>rOpenGov R tutorials for open government data</a></li><li><a href=https://ropengov.github.io/geofi>Finnish geospatial data visualization in R</a></li></ul><p><strong>Videos</strong></p><ul><li><a href="https://researchdata.springernature.com/users/334226-mikko-tolonen-leo-lahti/posts/56722-integrating-open-science-in-the-humanities-the-case-of-computational-history?fbclid=IwAR0f6C3jluizvZG6krIYMQ8P8VmPJi9lKVCjn62d1Db12eIB7YWIBXoT3l0">Integrating open science in the humanities: the case of computational history</a> Springer-Nature blog post and links to the streamed presentations 11/2019</li></ul><h3 id=teaching-software--publications>Teaching software & publications</h3><ul><li><p><strong>Open access to educational resources</strong> National policy and executive plan by the higher education and research community for 2021-2025 (2020) <a href=https://doi.org/10.23847/isbn.9789525995251>DOI:10.23847/isbn.9789525995251</a></p></li><li><p><a href=https://www.versuslehti.fi/english/>Versus online journal</a> for science popularization.</p></li><li><p><a href=https://ropengov.github.io/edu/>A framework for creating and assessing exercises for R courses</a> (UseR2017!; Markus Kainu)</p></li></ul></div></div></div></div></div><footer id=footer><div class=container><div class="col-md-4 col-sm-6"><h4>About us</h4><p>Turku Data Science Group.</p><hr class="hidden-md hidden-lg hidden-sm"></div><div class="col-md-4 col-sm-6"></div><div class="col-md-4 col-sm-6"><h4>Contact</h4><div class=social><script type=text/javascript>console.log("https://github.com/openresearchlabs/")</script><a href=https://github.com/openresearchlabs/ target=_blank style=opacity:1><i class='fab fa-2x fa-github'></i></a>
+research/study positions.</p><h3 id=courses-and-events-in-2024>Courses and events in 2024</h3><p>Contact us if you are interested. The admission varies by course but most courses are open to application.</p><ul><li><p><a href=https://www.uhasselt.be/MDAW25>Microbiome Data Analysis Workshop 2025</a> (December 16-17, 2024, Hasselt University, Belgium)</p></li><li><p><a href=https://microbiome.github.io/course_2024_oulu/>Microbiome data science & multi-omics with R/Bioconductor</a> (December 18-20, 2024, University of Oulu training school)</p></li></ul><h3 id=past-courses-and-events>Past courses and events</h3><p><strong>Open science</strong></p><ul><li><a href=https://www.helsinki.fi/en/researchgroups/helsinki-digital-humanities/phos16-conference>Conference on Philosophy and History of Open Science (#PHOS16)</a> - digital collection - 2016 University of Helsinki, Finland</li></ul><p><strong>Computational science and machine learning</strong></p><ul><li><p><a href=https://ncbiinsights.ncbi.nlm.nih.gov/event/2024amrcodeathon/>Resistance is Futile: A codeathon to combat antimicrobial resistance</a> (September, 23-27, 2024, Virtual Course)</p></li><li><p><a href=https://www.ebi.ac.uk/training/events/metagenomics-bioinformatics-mgnify/>Metagenomics bioinformatics at MGnify</a> (September, 23-27, 2024, Virtual Course)</p></li><li><p><a href=https://opas.peppi.utu.fi/fi/opintojakso/TKO_7097/91483>Statistical and Probabilistic Programming (TKO_7097)</a> (5 ECTS; period II; Oct-Dec 2022 - University of Turku, Finland)</p></li><li><p><a href=https://opas.peppi.utu.fi/fi/opintojakso/TKO_3121/3255>Machine Learning and Algorithmics Seminar (TKO_3121)</a> (5 ECTS; period II; with Dr. Matti Ruuskanen; annual course 2020, 2021, 2022 (x2); University of Turku, Finland)</p></li><li><p><a href=https://gitlab.com/openresearchlabs/probabilistic_data_analysis_2020>Research seminar on probabilistic machine learning</a> 2018-2020 - University of Turku, Finland</p></li><li><p>Introduction to probabilistic programming - Lecture slides <a href=https://github.com/openresearchlabs/openresearchlabs.github.io/tree/master/publications/publications/slides/20180226-rstan-VIB.odp>ODP</a>; <a href=https://github.com/openresearchlabs/openresearchlabs.github.io/tree/master/publications/publications/slides/20180226-rstan-VIB.pdf>PDF</a> - 2018 VIB/KU Leuven, Belgium</p></li></ul><p><strong>Microbiome data science</strong></p><ul><li><p><a href=https://sites.utu.fi/microbiomesummerschool/>Nordic Summer School on Computational Microbiome Research</a>; (August 13-15, 2024, Turku, Finland)</p></li><li><p><a href=https://www.ru.nl/en/education/education-for-professionals/overview/brain-bacteria-and-behaviour-understanding-the-gut-brain-axis-rss406>Brain, Bacteria and Behaviour: understanding the gut-brain axis (RSS4.06)</a> (2 ECTS; Summer course; 08 July - 12 July 2024 - Radboud University, Nijmegen, Netherlands)</p></li><li><p><a href=https://norbis.w.uib.no/microbiome-data-science-with-r-bioconductor/>NORBIS: Microbiome data science with R/Bioconductor</a> (Oct 9-12 2023, University of Bergen, Norway)</p></li><li><p><a href=http://msysbiology.com/microbedesign/>Summer School: Design and Control of Microbial Communities</a> (Sep 11-13, Leuven, Belgium)</p></li><li><p><a href="https://twitter.com/antagomir/status/1624025116001574912?s=20&amp;t=k2TA4i7qHnK6JMhgQR1oBg">Brain, Bacteria and Behaviour: Understanding the Gut-Brain Axis</a> including microbiome data science with R/Bioconductor (July 10-14, 2023, Nijmegen, The Netherlands)</p></li><li><p><a href>Microbiome research: analysis and applications</a> including microbiome data science with R/Bioconductor (Feb 21-24, 2023, Pune, India)</p></li><li><p>Microbiome & Machine Learning: ML4microbiome training school (March 6-8, Utrecht)</p></li><li><p><a href>Microbiome data science with R/Bioconductor</a> (March 2023, Turku, Finland; weekly meetings)</p></li><li><p><a href=https://www.vlaggraduateschool.nl/en/courses/course/imha23.htm>VLAG Grad School on Intestinal microbiome of humans and animals</a> (Apr 12-14 2023, Wageningen, The Netherlands)</p></li><li><p><a href=https://www.ml4microbiome.eu/meetings/workshop-advances-in-the-analysis-of-human-microbiome-and-transcriptomics-data-24-may-2022/>ML4Microbiome Workshop - Advances in the analysis of human microbiome and transcriptomics data</a> (May 24, 2022 - University of Tirana, Albania; Lecture)</p></li><li><p><a href=https://microbiome.github.io/course_2022_oulu>Multi-omic data analysis with R/Bioconductor</a> (June 20-23, 2022 - University of Oulu, Finland | <a href=https://github.com/microbiome/course_2022_oulu/raw/main/flyer.pdf>Flyer (PDF)</a>)</p></li><li><p><a href=https://www.ru.nl/radboudsummerschool/courses/2022/brain-bacteria-behaviour-understanding-gut-brain/>Brain, Bacteria and Behaviour: Understanding the Gut-Brain Axis</a> summer school (July 11-15, 2022 - Radboud University Nijmegen, The Netherlands)</p></li><li><p>ML4microbiome training school (October 2022 - Barcelona; by Matti Ruuskanen, Tuomas Borman & Chouaib Benchraka)</p></li><li><p><a href=https://ssl.eventilla.com/microbiomeanalysis>Microbiome data science with R/Bioconductor</a> (Nov 28 - Dec 1, 2022 - CSC, Finland: virtual course)</p></li><li><p>Multi-omics Machine Learning workshop. Jan 13-14, 2022 (virtual - H2020/FindingPheno)</p></li><li><p><a href=http://msysbiology.com/microbialtimeseries/>Workshop on modeling microbial community time series</a>. November 2021 (virtual)</p></li><li><p><a href=https://www.ml4microbiome.eu/the-programme-of-the-goblet-embnet-agm-2021-including-ml4microbiome-events-is-ready-and-available-here/>ML4Microbiome Symposium on Grand Challenges of Data-Intensive Science in microbiome & metagenome data analysis and training</a>. October 2021 (virtual lecture)</p></li><li><p><a href="https://t.co/MJANYOeYmJ?amp=1">Baltic Summer School on Digital Methods</a> in humanities and social sciences, August 2021 (virtual)</p></li><li><p><a href=https://www.ml4microbiome.eu/uppsala-2021>ML4Microbiome Training School</a>, September 2021 (virtual)</p></li><li><p><a href=https://www.ru.nl/radboudsummerschool/courses/2021/brain-bacteria-behaviour/>Brain, Bacteria and Behaviour: Understanding the Gut-Brain Axis</a> online summer school, The Netherlands, July 2021 (virtual)</p></li><li><p><a href=https://norbis.w.uib.no/norbis-summer-school-2021-program/>NORBIS Summer School 2021</a>; National research school in bioinformatics, biostatistics and systems biology, Norway, Aug 2021 (online)</p></li><li><p><a href=https://mdawo.meetinghand.com/>Microbiome Data Analysis Workshop</a> - Hasselt University, Limburg, Belgium, Apr 2021 (online)</p></li><li><p><a href=http://sppudocs.unipune.ac.in/sites/news_events/Lists/News%20and%20Announcements/Attachments/4783/workshop%20flyer_02.122020.pdf>Tools and techniques for skin microbiome research</a> - Savitribai Phule Pune University, Pune, India, Jan 2021</p></li><li><p><a href=https://pbs.twimg.com/media/D-cRz8YUYAEuzNj.jpg>Modern statistics for microbiome bioinformatics</a> - Pune, India, Dec 2019</p></li><li><p><a href=https://www.vlaggraduateschool.nl/nl/cursus/IMHA19.htm#tab0>Intestinal microbiome of humans and animals. VLAG Graduate School course</a> - Wageningen University and Research Center, The Netherlands, Oct 2019</p></li><li><p><a href=http://www.scelse.sg/>Contemporary themes in microbiome data science.</a> - Singapore Centre for Environmental and Life Science Engineering Sep, 2019</p></li><li><p>Advanced statistical techniques in microbiome bioinformatics - Sep 2019 Nijmegen</p></li><li><p><a href=http://psbweb05.psb.ugent.be/conet/microbemodelschool/index.php>International summer school on microbial community modeling</a> - Sep 2019 KU Leuven, Belgium</p></li><li><p><a href=https://mibwurrepo.github.io/OPEN-REPRODUCIBLE-MICROBIOME-DATA-ANALYSIS-2018/>International spring school on open and reproducible microbiome data analysis</a> - 2018 Wageningen, The Netherlands</p></li><li><p><a href=http://psbweb05.psb.ugent.be/conet/econetschool/index.php>International summer school on microbial network analysis</a> - 2017 KU Leuven, Belgium</p></li></ul><p><strong>Computational humanities</strong></p><ul><li><a href="https://t.co/MJANYOeYmJ?amp=1">Baltic Summer School on Digital Methods</a> in humanities and social sciences. Aug, 2021 (online)</li></ul><h1 id=educational-resources>Educational resources</h1><h3 id=microbiome-data-science-and-multi-omic-data-integration>Microbiome data science and multi-omic data integration</h3><p><strong>Microbiome data science tutorials</strong></p><ul><li><a href=https://microbiome.github.io/OMA>Orchestrating microbiome data science with R/Bioconductor</a> (beta version; based on <em>TreeSummarizedExperiment</em> data container)</li><li><a href=https://microbiome.github.io/tutorials>Introduction to microbiome R package</a> (based on <em>phyloseq</em> data container)</li></ul><p><strong>Videos</strong></p><ul><li><a href="https://www.youtube.com/playlist?list=PLjiXAZO27elAJEptP59BN3whVJ61XIkST">Playlist on microbiome data science video lectures</a></li><li><a href="https://www.youtube.com/watch?v=68a-tMganyQ">Microcosm within us: gut microbiome</a> Science Cafe, Turku, Finland 3/2018</li></ul><h3 id=computational-humanities-and-social-sciences>Computational humanities and social sciences</h3><p><strong>Tutorials</strong></p><ul><li><a href=http://ropengov.org/projects>rOpenGov R tutorials for open government data</a></li><li><a href=https://ropengov.github.io/geofi>Finnish geospatial data visualization in R</a></li></ul><p><strong>Videos</strong></p><ul><li><a href="https://researchdata.springernature.com/users/334226-mikko-tolonen-leo-lahti/posts/56722-integrating-open-science-in-the-humanities-the-case-of-computational-history?fbclid=IwAR0f6C3jluizvZG6krIYMQ8P8VmPJi9lKVCjn62d1Db12eIB7YWIBXoT3l0">Integrating open science in the humanities: the case of computational history</a> Springer-Nature blog post and links to the streamed presentations 11/2019</li></ul><h3 id=teaching-software--publications>Teaching software & publications</h3><ul><li><p><strong>Open access to educational resources</strong> National policy and executive plan by the higher education and research community for 2021-2025 (2020) <a href=https://doi.org/10.23847/isbn.9789525995251>DOI:10.23847/isbn.9789525995251</a></p></li><li><p><a href=https://www.versuslehti.fi/english/>Versus online journal</a> for science popularization.</p></li><li><p><a href=https://ropengov.github.io/edu/>A framework for creating and assessing exercises for R courses</a> (UseR2017!; Markus Kainu)</p></li></ul></div></div></div></div></div><footer id=footer><div class=container><div class="col-md-4 col-sm-6"><h4>About us</h4><p>Turku Data Science Group.</p><hr class="hidden-md hidden-lg hidden-sm"></div><div class="col-md-4 col-sm-6"></div><div class="col-md-4 col-sm-6"><h4>Contact</h4><div class=social><script type=text/javascript>console.log("https://github.com/openresearchlabs/")</script><a href=https://github.com/openresearchlabs/ target=_blank style=opacity:1><i class='fab fa-2x fa-github'></i></a>
 <script type=text/javascript>console.log("https://twitter.com/openreslabs")</script><a href=https://twitter.com/openreslabs target=_blank style=opacity:1><i class='fab fa-2x fa-twitter'></i></a>
 <script type=text/javascript>console.log("mailto:leo.lahti@utu.fi")</script><a href=mailto:leo.lahti@utu.fi target=_blank style=opacity:1><i class='fas fa-2x fa-envelope'></i></a></div><p class=text-uppercase><strong>Turku Data Science Group</strong><br>University of Turku<br>Department of Computing<br>Turku<br>Finland<br><strong></strong></p><a href=/contact class="btn btn-small btn-template-main">Go to contact page</a><hr class="hidden-md hidden-lg hidden-sm"></div></div></footer><div id=copyright><div class=container><div class=col-md-12><p class=pull-left>Copyright (c) 2020-2024, Leo Lahti; some rights reserved.</p><p class=pull-right>Template by <a href=https://bootstrapious.com/p/universal-business-e-commerce-template>Bootstrapious</a>.
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@@ -1,5 +1,4 @@
-<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Edus</title>
-<meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.136.5"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Edus"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Edus logo" class="hidden-xs hidden-sm university-logo">
+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Edus</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Edus"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Edus logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>Edus - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
 <i class="fas fa-align-justify"></i></button></div><a href=/><div class=title>Turku Data Science Group</div></a></div><div class="navbar-collapse collapse" id=navigation><ul class="nav navbar-nav navbar-right"><li class=dropdown><li><a href=/>Home</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/research-topics>Research</a></li></li><li class="dropdown active"><li class=dropdown-list><a class=dropbtn href=/edu-topics>Edu</a></li><li class=dropdown><li><a href=/code/>Code</a></li></li><li class=dropdown><li><a href=/team/>Team</a></li></li><li class=dropdown><li><a href=/contact/>Contact</a></li></li></ul></div><div class="collapse clearfix" id=search><form class=navbar-form role=search><div class=input-group><input type=text class=form-control placeholder=Search>
diff --git a/edu/old/courses-events/index.html b/edu/old/courses-events/index.html
index 9cc07371..79282583 100644
--- a/edu/old/courses-events/index.html
+++ b/edu/old/courses-events/index.html
@@ -1,5 +1,4 @@
-<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>EDU</title>
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>EDU</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go,Forthcoming,courses,events,tutorial,data,teaching,software,past"><meta name=description content="Courses and events"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="EDU"><meta name=twitter:description content="Courses and events"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="EDU logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>EDU - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
 <i class="fas fa-align-justify"></i></button></div><a href=/><div class=title>Turku Data Science Group</div></a></div><div class="navbar-collapse collapse" id=navigation><ul class="nav navbar-nav navbar-right"><li class=dropdown><li><a href=/>Home</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/research-topics>Research</a></li></li><li class="dropdown active"><li class=dropdown-list><a class=dropbtn href=/edu-topics>Edu</a></li><li class=dropdown><li><a href=/code/>Code</a></li></li><li class=dropdown><li><a href=/team/>Team</a></li></li><li class=dropdown><li><a href=/contact/>Contact</a></li></li></ul></div><div class="collapse clearfix" id=search><form class=navbar-form role=search><div class=input-group><input type=text class=form-control placeholder=Search>
diff --git a/edu/page/1/index.html b/edu/page/1/index.html
index 2d95426b..6ee21575 100644
--- a/edu/page/1/index.html
+++ b/edu/page/1/index.html
@@ -1,2 +1 @@
-<!doctype html><html lang=en-us><head><title>http://datascience.utu.fi/edu/</title>
-<link rel=canonical href=http://datascience.utu.fi/edu/><meta name=robots content="noindex"><meta charset=utf-8><meta http-equiv=refresh content="0; url=http://datascience.utu.fi/edu/"></head></html>
\ No newline at end of file
+<!doctype html><html lang=en-us><head><title>http://datascience.utu.fi/edu/</title><link rel=canonical href=http://datascience.utu.fi/edu/><meta name=robots content="noindex"><meta charset=utf-8><meta http-equiv=refresh content="0; url=http://datascience.utu.fi/edu/"></head></html>
\ No newline at end of file
diff --git a/edu/resources/index.html b/edu/resources/index.html
index 18f086cb..f022930b 100644
--- a/edu/resources/index.html
+++ b/edu/resources/index.html
@@ -1,5 +1,4 @@
-<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>EDU</title>
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>EDU</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go,online,resources,video,lectures,interview"><meta name=description content="Resources"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="EDU"><meta name=twitter:description content="Resources"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="EDU logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>EDU - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
 <i class="fas fa-align-justify"></i></button></div><a href=/><div class=title>Turku Data Science Group</div></a></div><div class="navbar-collapse collapse" id=navigation><ul class="nav navbar-nav navbar-right"><li class=dropdown><li><a href=/>Home</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/research-topics>Research</a></li></li><li class="dropdown active"><li class=dropdown-list><a class=dropbtn href=/edu-topics>Edu</a></li><li class=dropdown><li><a href=/code/>Code</a></li></li><li class=dropdown><li><a href=/team/>Team</a></li></li><li class=dropdown><li><a href=/contact/>Contact</a></li></li></ul></div><div class="collapse clearfix" id=search><form class=navbar-form role=search><div class=input-group><input type=text class=form-control placeholder=Search>
diff --git a/edu_resources/index.html b/edu_resources/index.html
index 8adebb1f..75b9bfb0 100755
--- a/edu_resources/index.html
+++ b/edu_resources/index.html
@@ -1,5 +1,4 @@
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diff --git a/edu_resources/microbiome/index.html b/edu_resources/microbiome/index.html
index 8b4cc1b1..add64737 100755
--- a/edu_resources/microbiome/index.html
+++ b/edu_resources/microbiome/index.html
@@ -1,5 +1,4 @@
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diff --git a/edu_resources/page/1/index.html b/edu_resources/page/1/index.html
index 1ce9e885..e349708d 100755
--- a/edu_resources/page/1/index.html
+++ b/edu_resources/page/1/index.html
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diff --git a/edu_resources/probprog/index.html b/edu_resources/probprog/index.html
index 2ec16849..e61d47ae 100755
--- a/edu_resources/probprog/index.html
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index 9843077f..7fc83e50 100755
--- a/edu_resources/seminar_topics/index.html
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@@ -1,5 +1,4 @@
-<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>TKO_3121: Topics</title>
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>TKO_3121: Topics</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="TKO_3121: Topics"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="TKO_3121: Topics logo" class="hidden-xs hidden-sm university-logo">
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index f71bc874..c256cba6 100755
--- a/edu_resources/tko3121/index.html
+++ b/edu_resources/tko3121/index.html
@@ -1,5 +1,4 @@
-<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>TKO_3121: Topics</title>
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>TKO_3121: Topics</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="TKO_3121: Topics"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="TKO_3121: Topics logo" class="hidden-xs hidden-sm university-logo">
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diff --git a/index.html b/index.html
index 0dcfaad4..a5e95668 100755
--- a/index.html
+++ b/index.html
@@ -1,5 +1,4 @@
-<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Recent Publications</title>
-<meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go,papers,,publications"><meta name=description content="Research outputs"><meta name=generator content="Hugo 0.136.5"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Recent Publications"><meta name=twitter:description content="Research outputs"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Recent Publications logo" class="hidden-xs hidden-sm university-logo">
+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Recent Publications</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go,papers,,publications"><meta name=description content="Research outputs"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Recent Publications"><meta name=twitter:description content="Research outputs"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Recent Publications logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>Recent Publications - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
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diff --git a/index.xml b/index.xml
index fd01efae..f049f739 100755
--- a/index.xml
+++ b/index.xml
@@ -130,10 +130,11 @@ research/study positions.&lt;/p>
 &lt;h3 id="courses-and-events-in-2024">Courses and events in 2024&lt;/h3>
 &lt;p>Contact us if you are interested. The admission varies by course but most courses are open to application.&lt;/p>
 &lt;ul>
-&lt;li>&lt;a href="https://microbiome.github.io/course_2024_oulu/">Microbiome data science &amp;amp; multi-omics with R/Bioconductor&lt;/a> (December 18-20, 2024, University of Oulu training school)&lt;/li>
-&lt;/ul>
-&lt;h3 id="past-courses-and-events">Past courses and events&lt;/h3>
-&lt;p>&lt;strong>Open science&lt;/strong>&lt;/p></description></item><item><title>EDU</title><link>http://datascience.utu.fi/edu/old/courses-events/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>http://datascience.utu.fi/edu/old/courses-events/</guid><description>&lt;h2 id="courses-and-events">Courses and events&lt;/h2>
+&lt;li>
+&lt;p>&lt;a href="https://www.uhasselt.be/MDAW25">Microbiome Data Analysis Workshop 2025&lt;/a> (December 16-17, 2024, Hasselt University, Belgium)&lt;/p>
+&lt;/li>
+&lt;li>
+&lt;p>&lt;a href="https://microbiome.github.io/course_2024_oulu/">Microbiome data science &amp;amp; multi-omics with R/Bioconductor&lt;/a> (December 18-20, 2024, University of Oulu training school)&lt;/p></description></item><item><title>EDU</title><link>http://datascience.utu.fi/edu/old/courses-events/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>http://datascience.utu.fi/edu/old/courses-events/</guid><description>&lt;h2 id="courses-and-events">Courses and events&lt;/h2>
 &lt;h3 id="topics-for-mscphd-theses">Topics for MSc/PhD theses&lt;/h3>
 &lt;p>Welcome to &lt;a href="../../contact/">contact us&lt;/a> to discuss research/study positions.&lt;/p>
 &lt;p>We supervise study assignments (BSc/MSc/PhD) on applied statistics / computational science / machine learning / AI theory, methods, and their application to study complex natural and social systems. Active research projects cover scientific data analysis, statistical and probabilistic programming workflows, data visualization, microbial metagenomics, ecological and evolutionary models, multi-omic data integration, spatio-temporal models, computational history, and open government data analysis.&lt;/p></description></item><item><title>EDU</title><link>http://datascience.utu.fi/edu/resources/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>http://datascience.utu.fi/edu/resources/</guid><description>&lt;h2 id="resources">Resources&lt;/h2>
@@ -224,6 +225,56 @@ to spark new applications and further development!&lt;/p>
 
 
 
+&lt;p>
+ 
+ &lt;b>Algorithm 1047: FdeSolver, a Julia package for solving fractional differential equations&lt;/b>
+ &lt;br>
+ 
+
+
+
+
+
+
+
+
+
+
+ 
+ 
+ 
+ Khalighi
+ M,
+ 
+ 
+ 
+ Benedetti
+ G&amp;#32;&amp;amp;&amp;#32;
+ 
+ 
+ 
+ Lahti
+ L.
+ 
+ 
+ 
+
+&lt;br>ACM Transactions on Mathematical Software 50(3),
+2024&lt;br>
+
+
+
+
+ &lt;a href="https://doi.org/10.1145/3680280">10.1145/3680280&lt;/a>
+
+
+
+&lt;/p>
+ 
+ 
+
+
+
 &lt;p>
  
  &lt;b>Examining the healthy human microbiome concept&lt;/b>
diff --git a/media/index.html b/media/index.html
index cae77365..e98a02dd 100755
--- a/media/index.html
+++ b/media/index.html
@@ -1,5 +1,4 @@
-<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Media</title>
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Media</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go,media"><meta name=description content="Media"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Media"><meta name=twitter:description content="Media"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Media logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>Media - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
 <i class="fas fa-align-justify"></i></button></div><a href=/><div class=title>Turku Data Science Group</div></a></div><div class="navbar-collapse collapse" id=navigation><ul class="nav navbar-nav navbar-right"><li class=dropdown><li><a href=/>Home</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/research-topics>Research</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/edu-topics>Edu</a></li><li class=dropdown><li><a href=/code/>Code</a></li></li><li class=dropdown><li><a href=/team/>Team</a></li></li><li class=dropdown><li><a href=/contact/>Contact</a></li></li></ul></div><div class="collapse clearfix" id=search><form class=navbar-form role=search><div class=input-group><input type=text class=form-control placeholder=Search>
diff --git a/old/aboutwebsite/index.html b/old/aboutwebsite/index.html
index 8537ea84..ae24d7d7 100755
--- a/old/aboutwebsite/index.html
+++ b/old/aboutwebsite/index.html
@@ -1,5 +1,4 @@
-<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>About the website</title>
-<meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.136.5"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="About the website"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="About the website logo" class="hidden-xs hidden-sm university-logo">
+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>About the website</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="About the website"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="About the website logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>About the website - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
 <i class="fas fa-align-justify"></i></button></div><a href=/><div class=title>Turku Data Science Group</div></a></div><div class="navbar-collapse collapse" id=navigation><ul class="nav navbar-nav navbar-right"><li class=dropdown><li><a href=/>Home</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/research-topics>Research</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/edu-topics>Edu</a></li><li class=dropdown><li><a href=/code/>Code</a></li></li><li class=dropdown><li><a href=/team/>Team</a></li></li><li class=dropdown><li><a href=/contact/>Contact</a></li></li></ul></div><div class="collapse clearfix" id=search><form class=navbar-form role=search><div class=input-group><input type=text class=form-control placeholder=Search>
diff --git a/old/allnews/index.html b/old/allnews/index.html
index 22da62c3..6f28e975 100755
--- a/old/allnews/index.html
+++ b/old/allnews/index.html
@@ -1,5 +1,4 @@
-<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>News</title>
-<meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.136.5"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="News"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="News logo" class="hidden-xs hidden-sm university-logo">
+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>News</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="News"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="News logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>News - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
 <i class="fas fa-align-justify"></i></button></div><a href=/><div class=title>Turku Data Science Group</div></a></div><div class="navbar-collapse collapse" id=navigation><ul class="nav navbar-nav navbar-right"><li class=dropdown><li><a href=/>Home</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/research-topics>Research</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/edu-topics>Edu</a></li><li class=dropdown><li><a href=/code/>Code</a></li></li><li class=dropdown><li><a href=/team/>Team</a></li></li><li class=dropdown><li><a href=/contact/>Contact</a></li></li></ul></div><div class="collapse clearfix" id=search><form class=navbar-form role=search><div class=input-group><input type=text class=form-control placeholder=Search>
diff --git a/old/blog/index.html b/old/blog/index.html
index 23005ef8..31dd417b 100755
--- a/old/blog/index.html
+++ b/old/blog/index.html
@@ -1,5 +1,4 @@
-<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Blog</title>
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diff --git a/old/contact/index.html b/old/contact/index.html
index 7d14aad0..ecb0ea01 100755
--- a/old/contact/index.html
+++ b/old/contact/index.html
@@ -1,5 +1,4 @@
-<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title></title>
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title></title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt=" logo" class="hidden-xs hidden-sm university-logo">
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 <span class=sr-only>Toggle Navigation</span>
 <i class="fas fa-align-justify"></i></button></div><a href=/><div class=title>Turku Data Science Group</div></a></div><div class="navbar-collapse collapse" id=navigation><ul class="nav navbar-nav navbar-right"><li class=dropdown><li><a href=/>Home</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/research-topics>Research</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/edu-topics>Edu</a></li><li class=dropdown><li><a href=/code/>Code</a></li></li><li class=dropdown><li><a href=/team/>Team</a></li></li><li class=dropdown><li><a href=/contact/>Contact</a></li></li></ul></div><div class="collapse clearfix" id=search><form class=navbar-form role=search><div class=input-group><input type=text class=form-control placeholder=Search>
diff --git a/old/cv/index.html b/old/cv/index.html
index 94298fc3..f9335310 100755
--- a/old/cv/index.html
+++ b/old/cv/index.html
@@ -1,5 +1,4 @@
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>CV</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="CV"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="CV logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>CV - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
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diff --git a/old/docs/index.html b/old/docs/index.html
index feea4898..6612d901 100755
--- a/old/docs/index.html
+++ b/old/docs/index.html
@@ -1,5 +1,4 @@
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Turku Data Science</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Turku Data Science"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Turku Data Science logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>Turku Data Science - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
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diff --git a/old/home/index.html b/old/home/index.html
index 248365ec..bcac562a 100755
--- a/old/home/index.html
+++ b/old/home/index.html
@@ -1,5 +1,4 @@
-<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Turku Data Science Group - Home</title>
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Turku Data Science Group - Home</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Turku Data Science Group - Home"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Turku Data Science Group - Home logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>Turku Data Science Group - Home - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
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diff --git a/old/index.html b/old/index.html
index bfe71b75..52809775 100755
--- a/old/index.html
+++ b/old/index.html
@@ -1,5 +1,4 @@
-<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Olds</title>
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Olds</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Olds"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Olds logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>Olds - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
 <i class="fas fa-align-justify"></i></button></div><a href=/><div class=title>Turku Data Science Group</div></a></div><div class="navbar-collapse collapse" id=navigation><ul class="nav navbar-nav navbar-right"><li class=dropdown><li><a href=/>Home</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/research-topics>Research</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/edu-topics>Edu</a></li><li class=dropdown><li><a href=/code/>Code</a></li></li><li class=dropdown><li><a href=/team/>Team</a></li></li><li class=dropdown><li><a href=/contact/>Contact</a></li></li></ul></div><div class="collapse clearfix" id=search><form class=navbar-form role=search><div class=input-group><input type=text class=form-control placeholder=Search>
diff --git a/old/leo_lahti/index.html b/old/leo_lahti/index.html
index 9c8813e4..bb8b052b 100755
--- a/old/leo_lahti/index.html
+++ b/old/leo_lahti/index.html
@@ -1,5 +1,4 @@
-<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Leo Lahti</title>
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Leo Lahti</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Leo Lahti"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Leo Lahti logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>Leo Lahti - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
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diff --git a/old/licensing/index.html b/old/licensing/index.html
index 936681d1..8ae7974a 100755
--- a/old/licensing/index.html
+++ b/old/licensing/index.html
@@ -1,5 +1,4 @@
-<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Licensing</title>
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Licensing</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Licensing"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Licensing logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>Licensing - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
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diff --git a/old/page/1/index.html b/old/page/1/index.html
index c1773e9e..ba605057 100755
--- a/old/page/1/index.html
+++ b/old/page/1/index.html
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-<!doctype html><html lang=en-us><head><title>http://datascience.utu.fi/old/</title>
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\ No newline at end of file
+<!doctype html><html lang=en-us><head><title>http://datascience.utu.fi/old/</title><link rel=canonical href=http://datascience.utu.fi/old/><meta name=robots content="noindex"><meta charset=utf-8><meta http-equiv=refresh content="0; url=http://datascience.utu.fi/old/"></head></html>
\ No newline at end of file
diff --git a/old/publications/index.html b/old/publications/index.html
index 291e1e59..af33ba9a 100755
--- a/old/publications/index.html
+++ b/old/publications/index.html
@@ -1,5 +1,4 @@
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title></title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt=" logo" class="hidden-xs hidden-sm university-logo">
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 <span class=sr-only>Toggle Navigation</span>
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diff --git a/old/publishing_code/index.html b/old/publishing_code/index.html
index 88ee38fc..fcd47519 100755
--- a/old/publishing_code/index.html
+++ b/old/publishing_code/index.html
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diff --git a/old/research/index.html b/old/research/index.html
index d49ec3ff..d44e7173 100644
--- a/old/research/index.html
+++ b/old/research/index.html
@@ -1,5 +1,4 @@
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diff --git a/old/seminar/index.html b/old/seminar/index.html
index 4f444df2..4ac9e6ee 100755
--- a/old/seminar/index.html
+++ b/old/seminar/index.html
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Research seminar</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Research seminar"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Research seminar logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>Research seminar - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
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diff --git a/old/vacancies/index.html b/old/vacancies/index.html
index d32f82f4..febfec46 100755
--- a/old/vacancies/index.html
+++ b/old/vacancies/index.html
@@ -1,5 +1,4 @@
-<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Vacancies</title>
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Vacancies</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Vacancies"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Vacancies logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>Vacancies - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
 <i class="fas fa-align-justify"></i></button></div><a href=/><div class=title>Turku Data Science Group</div></a></div><div class="navbar-collapse collapse" id=navigation><ul class="nav navbar-nav navbar-right"><li class=dropdown><li><a href=/>Home</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/research-topics>Research</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/edu-topics>Edu</a></li><li class=dropdown><li><a href=/code/>Code</a></li></li><li class=dropdown><li><a href=/team/>Team</a></li></li><li class=dropdown><li><a href=/contact/>Contact</a></li></li></ul></div><div class="collapse clearfix" id=search><form class=navbar-form role=search><div class=input-group><input type=text class=form-control placeholder=Search>
diff --git a/publication_resources/assignments/readme/index.html b/publication_resources/assignments/readme/index.html
index 6626e0e5..86c70bc3 100755
--- a/publication_resources/assignments/readme/index.html
+++ b/publication_resources/assignments/readme/index.html
@@ -1,5 +1,4 @@
-<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title></title>
-<meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.136.5"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt=" logo" class="hidden-xs hidden-sm university-logo">
+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title></title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt=" logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>- go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
 <i class="fas fa-align-justify"></i></button></div><a href=/><div class=title>Turku Data Science Group</div></a></div><div class="navbar-collapse collapse" id=navigation><ul class="nav navbar-nav navbar-right"><li class=dropdown><li><a href=/>Home</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/research-topics>Research</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/edu-topics>Edu</a></li><li class=dropdown><li><a href=/code/>Code</a></li></li><li class=dropdown><li><a href=/team/>Team</a></li></li><li class=dropdown><li><a href=/contact/>Contact</a></li></li></ul></div><div class="collapse clearfix" id=search><form class=navbar-form role=search><div class=input-group><input type=text class=form-control placeholder=Search>
diff --git a/publication_resources/index.html b/publication_resources/index.html
index 554a4681..b95b4c00 100755
--- a/publication_resources/index.html
+++ b/publication_resources/index.html
@@ -1,5 +1,4 @@
-<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Publication_resources</title>
-<meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.136.5"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Publication_resources"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Publication_resources logo" class="hidden-xs hidden-sm university-logo">
+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Publication_resources</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Publication_resources"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Publication_resources logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>Publication_resources - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
 <i class="fas fa-align-justify"></i></button></div><a href=/><div class=title>Turku Data Science Group</div></a></div><div class="navbar-collapse collapse" id=navigation><ul class="nav navbar-nav navbar-right"><li class=dropdown><li><a href=/>Home</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/research-topics>Research</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/edu-topics>Edu</a></li><li class=dropdown><li><a href=/code/>Code</a></li></li><li class=dropdown><li><a href=/team/>Team</a></li></li><li class=dropdown><li><a href=/contact/>Contact</a></li></li></ul></div><div class="collapse clearfix" id=search><form class=navbar-form role=search><div class=input-group><input type=text class=form-control placeholder=Search>
diff --git a/publication_resources/page/1/index.html b/publication_resources/page/1/index.html
index f8ed55cf..444afc56 100755
--- a/publication_resources/page/1/index.html
+++ b/publication_resources/page/1/index.html
@@ -1,2 +1 @@
-<!doctype html><html lang=en-us><head><title>http://datascience.utu.fi/publication_resources/</title>
-<link rel=canonical href=http://datascience.utu.fi/publication_resources/><meta name=robots content="noindex"><meta charset=utf-8><meta http-equiv=refresh content="0; url=http://datascience.utu.fi/publication_resources/"></head></html>
\ No newline at end of file
+<!doctype html><html lang=en-us><head><title>http://datascience.utu.fi/publication_resources/</title><link rel=canonical href=http://datascience.utu.fi/publication_resources/><meta name=robots content="noindex"><meta charset=utf-8><meta http-equiv=refresh content="0; url=http://datascience.utu.fi/publication_resources/"></head></html>
\ No newline at end of file
diff --git a/publication_resources/readme/index.html b/publication_resources/readme/index.html
index 4df0ab4d..cf1a8105 100755
--- a/publication_resources/readme/index.html
+++ b/publication_resources/readme/index.html
@@ -1,5 +1,4 @@
-<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title></title>
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diff --git a/publications/index.html b/publications/index.html
index 0e47806a..5b372129 100755
--- a/publications/index.html
+++ b/publications/index.html
@@ -1,5 +1,4 @@
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diff --git a/recruit/2017-sa-eng/index.html b/recruit/2017-sa-eng/index.html
index f739628b..a2c552fe 100755
--- a/recruit/2017-sa-eng/index.html
+++ b/recruit/2017-sa-eng/index.html
@@ -1,5 +1,4 @@
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diff --git a/recruit/2017-sa-fin/index.html b/recruit/2017-sa-fin/index.html
index 414c81c0..5c8184e0 100755
--- a/recruit/2017-sa-fin/index.html
+++ b/recruit/2017-sa-fin/index.html
@@ -1,5 +1,4 @@
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title></title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt=" logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>- go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
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diff --git a/recruit/index.html b/recruit/index.html
index 9bffeac1..db09f25f 100755
--- a/recruit/index.html
+++ b/recruit/index.html
@@ -1,5 +1,4 @@
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Open positions</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go,positions"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Open positions"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Open positions logo" class="hidden-xs hidden-sm university-logo">
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diff --git a/research-topics/index.html b/research-topics/index.html
index 8ad61a87..2f249463 100644
--- a/research-topics/index.html
+++ b/research-topics/index.html
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Research Topics</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="List of all topics of research"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Research Topics"><meta name=twitter:description content="List of all topics of research"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Research Topics logo" class="hidden-xs hidden-sm university-logo">
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diff --git a/research/all/index.html b/research/all/index.html
index 9a47bd15..9ecb539f 100644
--- a/research/all/index.html
+++ b/research/all/index.html
@@ -1,5 +1,4 @@
-<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Research</title>
-<meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go,All,publications"><meta name=description content="All publications"><meta name=generator content="Hugo 0.136.5"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Research"><meta name=twitter:description content="All publications"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Research logo" class="hidden-xs hidden-sm university-logo">
+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Research</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go,All,publications"><meta name=description content="All publications"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Research"><meta name=twitter:description content="All publications"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Research logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>Research - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
 <i class="fas fa-align-justify"></i></button></div><a href=/><div class=title>Turku Data Science Group</div></a></div><div class="navbar-collapse collapse" id=navigation><ul class="nav navbar-nav navbar-right"><li class=dropdown><li><a href=/>Home</a></li></li><li class="dropdown active"><li class=dropdown-list><a class=dropbtn href=/research-topics>Research</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/edu-topics>Edu</a></li><li class=dropdown><li><a href=/code/>Code</a></li></li><li class=dropdown><li><a href=/team/>Team</a></li></li><li class=dropdown><li><a href=/contact/>Contact</a></li></li></ul></div><div class="collapse clearfix" id=search><form class=navbar-form role=search><div class=input-group><input type=text class=form-control placeholder=Search>
@@ -11,7 +10,13 @@
 learning/AI, probabilistic programming, statistical ecology, and data
 science, and drive open developer communities that help to translate
 latest theoretical advances into accessible methods to inform
-modeling, experimentation, and decision-making. For a full list of publications check <a href=http://datascience.utu.fi/research-topics/>this page</a>.</div><div id=post-content><h1 id=all-publications>All publications</h1><p><b>Examining the healthy human microbiome concept</b><br>Joos
+modeling, experimentation, and decision-making. For a full list of publications check <a href=http://datascience.utu.fi/research-topics/>this page</a>.</div><div id=post-content><h1 id=all-publications>All publications</h1><p><b>Algorithm 1047: FdeSolver, a Julia package for solving fractional differential equations</b><br>Khalighi
+M,
+Benedetti
+G & 
+Lahti
+L.<br>ACM Transactions on Mathematical Software 50(3),
+2024<br><a href=https://doi.org/10.1145/3680280>10.1145/3680280</a></p><p><b>Examining the healthy human microbiome concept</b><br>Joos
 R,
 Boucher
 K,
@@ -295,13 +300,7 @@
 P & 
 Hannukainen
 J.<br>Biomolecules 14(9),
-2024<br><a href=https://doi.org/10.3390/biom14091070>10.3390/biom14091070</a></p><p><b>FdeSolver, a Julia package for solving fractional differential equations</b><br>Khalighi
-M,
-Benedetti
-G & 
-Lahti
-L.<br>ACM Transactions on Mathematical Software
-2024<br><a href=https://doi.org/10.1145/3680280>10.1145/3680280</a></p><p><b>A cohort study in family triads: Impact of gut microbiota composition and early life exposures on intestinal resistome during the first two years of life</b><br>Jokela
+2024<br><a href=https://doi.org/10.3390/biom14091070>10.3390/biom14091070</a></p><p><b>A cohort study in family triads: Impact of gut microbiota composition and early life exposures on intestinal resistome during the first two years of life</b><br>Jokela
 R,
 Pärnänen
 K,
diff --git a/research/computational-and-data-science/index.html b/research/computational-and-data-science/index.html
index 7bc36a2f..f3e7666d 100644
--- a/research/computational-and-data-science/index.html
+++ b/research/computational-and-data-science/index.html
@@ -1,5 +1,4 @@
-<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Research</title>
-<meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go,Computational,data,science"><meta name=description content="Computational and data science"><meta name=generator content="Hugo 0.136.5"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Research"><meta name=twitter:description content="Computational and data science"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Research logo" class="hidden-xs hidden-sm university-logo">
+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Research</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go,Computational,data,science"><meta name=description content="Computational and data science"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Research"><meta name=twitter:description content="Computational and data science"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Research logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>Research - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
 <i class="fas fa-align-justify"></i></button></div><a href=/><div class=title>Turku Data Science Group</div></a></div><div class="navbar-collapse collapse" id=navigation><ul class="nav navbar-nav navbar-right"><li class=dropdown><li><a href=/>Home</a></li></li><li class="dropdown active"><li class=dropdown-list><a class=dropbtn href=/research-topics>Research</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/edu-topics>Edu</a></li><li class=dropdown><li><a href=/code/>Code</a></li></li><li class=dropdown><li><a href=/team/>Team</a></li></li><li class=dropdown><li><a href=/contact/>Contact</a></li></li></ul></div><div class="collapse clearfix" id=search><form class=navbar-form role=search><div class=input-group><input type=text class=form-control placeholder=Search>
@@ -55,12 +54,12 @@
 M & 
 Biecek
 P.<br>The R Journal 9(1),
-2017<br><a href=https://github.com/openresearchlabs/openresearchlabs.github.io/blob/master/content/publication_resources/papers/2017-Lahti-RJournal.pdf>PDF</a></p><h3 id=more-publications-in-computational-and-data-science>More publications in computational and data science</h3><p><a href=/research/all><strong>All publications</strong></a></p><p><b>FdeSolver, a Julia package for solving fractional differential equations</b><br>Khalighi
+2017<br><a href=https://github.com/openresearchlabs/openresearchlabs.github.io/blob/master/content/publication_resources/papers/2017-Lahti-RJournal.pdf>PDF</a></p><h3 id=more-publications-in-computational-and-data-science>More publications in computational and data science</h3><p><a href=/research/all><strong>All publications</strong></a></p><p><b>Algorithm 1047: FdeSolver, a Julia package for solving fractional differential equations</b><br>Khalighi
 M,
 Benedetti
 G & 
 Lahti
-L.<br>ACM Transactions on Mathematical Software
+L.<br>ACM Transactions on Mathematical Software 50(3),
 2024<br><a href=https://doi.org/10.1145/3680280>10.1145/3680280</a></p><p><b>Epidemic transmission modeling with fractional derivatives and environmental pathogens</b><br>Khalighi
 M,
 Lahti
diff --git a/research/computational-humanities/index.html b/research/computational-humanities/index.html
index 37aa24d3..4a543fe8 100644
--- a/research/computational-humanities/index.html
+++ b/research/computational-humanities/index.html
@@ -1,5 +1,4 @@
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Research</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go,Computational,humanities"><meta name=description content="Computational humanities"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Research"><meta name=twitter:description content="Computational humanities"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Research logo" class="hidden-xs hidden-sm university-logo">
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index 55ec891d..9c63af49 100644
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diff --git a/research/index.html b/research/index.html
index d17cbbb6..4a71a6f1 100755
--- a/research/index.html
+++ b/research/index.html
@@ -1,5 +1,4 @@
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Researches</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Researches"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Researches logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>Researches - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
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 <i class="fas fa-align-justify"></i></button></div><a href=/><div class=title>Turku Data Science Group</div></a></div><div class="navbar-collapse collapse" id=navigation><ul class="nav navbar-nav navbar-right"><li class=dropdown><li><a href=/>Home</a></li></li><li class="dropdown active"><li class=dropdown-list><a class=dropbtn href=/research-topics>Research</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/edu-topics>Edu</a></li><li class=dropdown><li><a href=/code/>Code</a></li></li><li class=dropdown><li><a href=/team/>Team</a></li></li><li class=dropdown><li><a href=/contact/>Contact</a></li></li></ul></div><div class="collapse clearfix" id=search><form class=navbar-form role=search><div class=input-group><input type=text class=form-control placeholder=Search>
diff --git a/research/index.xml b/research/index.xml
index d1499d40..fef5ab14 100644
--- a/research/index.xml
+++ b/research/index.xml
@@ -5,6 +5,56 @@
 
 
 
+&lt;p>
+ 
+ &lt;b>Algorithm 1047: FdeSolver, a Julia package for solving fractional differential equations&lt;/b>
+ &lt;br>
+ 
+
+
+
+
+
+
+
+
+
+
+ 
+ 
+ 
+ Khalighi
+ M,
+ 
+ 
+ 
+ Benedetti
+ G&amp;#32;&amp;amp;&amp;#32;
+ 
+ 
+ 
+ Lahti
+ L.
+ 
+ 
+ 
+
+&lt;br>ACM Transactions on Mathematical Software 50(3),
+2024&lt;br>
+
+
+
+
+ &lt;a href="https://doi.org/10.1145/3680280">10.1145/3680280&lt;/a>
+
+
+
+&lt;/p>
+ 
+ 
+
+
+
 &lt;p>
  
  &lt;b>Examining the healthy human microbiome concept&lt;/b>
diff --git a/research/microbiome-data-science/index.html b/research/microbiome-data-science/index.html
index af97b308..d9fb51e5 100644
--- a/research/microbiome-data-science/index.html
+++ b/research/microbiome-data-science/index.html
@@ -1,5 +1,4 @@
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diff --git a/research/open-science/index.html b/research/open-science/index.html
index 36b68ce5..a0dbb2d1 100644
--- a/research/open-science/index.html
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+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Tags</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Tags"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Tags logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>Tags - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
 <i class="fas fa-align-justify"></i></button></div><a href=/><div class=title>Turku Data Science Group</div></a></div><div class="navbar-collapse collapse" id=navigation><ul class="nav navbar-nav navbar-right"><li class=dropdown><li><a href=/>Home</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/research-topics>Research</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/edu-topics>Edu</a></li><li class=dropdown><li><a href=/code/>Code</a></li></li><li class=dropdown><li><a href=/team/>Team</a></li></li><li class=dropdown><li><a href=/contact/>Contact</a></li></li></ul></div><div class="collapse clearfix" id=search><form class=navbar-form role=search><div class=input-group><input type=text class=form-control placeholder=Search>
diff --git a/tags/page/1/index.html b/tags/page/1/index.html
index 8d5e0949..98feb2b5 100755
--- a/tags/page/1/index.html
+++ b/tags/page/1/index.html
@@ -1,2 +1 @@
-<!doctype html><html lang=en-us><head><title>http://datascience.utu.fi/tags/</title>
-<link rel=canonical href=http://datascience.utu.fi/tags/><meta name=robots content="noindex"><meta charset=utf-8><meta http-equiv=refresh content="0; url=http://datascience.utu.fi/tags/"></head></html>
\ No newline at end of file
+<!doctype html><html lang=en-us><head><title>http://datascience.utu.fi/tags/</title><link rel=canonical href=http://datascience.utu.fi/tags/><meta name=robots content="noindex"><meta charset=utf-8><meta http-equiv=refresh content="0; url=http://datascience.utu.fi/tags/"></head></html>
\ No newline at end of file
diff --git a/team/index.html b/team/index.html
index 2d0fdd57..d50b47a3 100755
--- a/team/index.html
+++ b/team/index.html
@@ -1,5 +1,4 @@
-<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Team</title>
-<meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go,team"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.136.5"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Team"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Team logo" class="hidden-xs hidden-sm university-logo">
+<!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=robots content="all,follow"><meta name=googlebot content="index,follow,snippet,archive"><meta name=viewport content="width=device-width,initial-scale=1"><title>Team</title><meta name=author content="DevCows"><meta name=keywords content="devows,hugo,go,team"><meta name=description content="Site template made by devcows using hugo"><meta name=generator content="Hugo 0.139.0"><link href='//fonts.googleapis.com/css?family=Roboto:400,100,100italic,300,300italic,500,700,800' rel=stylesheet type=text/css><link rel=stylesheet href=//use.fontawesome.com/releases/v5.11.2/css/all.css><link rel=stylesheet href=//maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css integrity=sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u crossorigin=anonymous><link href=/css/animate.css rel=stylesheet><link href=/css/style.default.css rel=stylesheet id=theme-stylesheet><link href=/css/custom.css rel=stylesheet><!--[if lt IE 9]><script src=https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js></script><script src=https://oss.maxcdn.com/respond/1.4.2/respond.min.js></script><![endif]--><link rel="shortcut icon" href=/img/favicon.ico type=image/x-icon><link rel=apple-touch-icon href=/img/apple-touch-icon.png><link href=/css/owl.carousel.css rel=stylesheet><link href=/css/owl.theme.css rel=stylesheet><link rel=alternate href=http://datascience.utu.fi/index.xml type=application/rss+xml title="Turku Data Science Group"><meta name=twitter:card content="summary"><meta name=twitter:site content="@GoHugoIO"><meta name=twitter:title content="Team"><meta name=twitter:description content="Site template made by devcows using hugo"><script async src="https://www.googletagmanager.com/gtag/js?id=G-3FJ60G61DS"></script><script>window.dataLayer=window.dataLayer||[];function gtag(){dataLayer.push(arguments)}gtag("js",new Date),gtag("config","G-3FJ60G61DS"),console.log("Test Google Analytics")</script><script type=text/javascript>_mtm=window._mtm=window._mtm||[],_mtm.push({"mtm.startTime":(new Date).getTime(),event:"mtm.Start"});var _mtm,d=document,g=d.createElement("script"),s=d.getElementsByTagName("script")[0];g.type="text/javascript",g.async=!0,g.src="https://analytics.utu.fi/js/container_5AYuB7oa.js",s.parentNode.insertBefore(g,s)</script></head><body><div id=all><header class=navbar-affixed-top data-spy=affix data-offset-top=62><div class="navbar navbar-default yamm" role=navigation style=padding-left:0 id=navbar><div class=container><div class=navbar-header><a class="navbar-brand home" href=/><img src=/img/logopic/university_turku.png alt="Team logo" class="hidden-xs hidden-sm university-logo">
 <span class=sr-only>Team - go to homepage</span></a><div class=navbar-buttons><button type=button class="navbar-toggle btn-template-main" data-toggle=collapse data-target=#navigation>
 <span class=sr-only>Toggle Navigation</span>
 <i class="fas fa-align-justify"></i></button></div><a href=/><div class=title>Turku Data Science Group</div></a></div><div class="navbar-collapse collapse" id=navigation><ul class="nav navbar-nav navbar-right"><li class=dropdown><li><a href=/>Home</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/research-topics>Research</a></li></li><li class=dropdown><li class=dropdown-list><a class=dropbtn href=/edu-topics>Edu</a></li><li class=dropdown><li><a href=/code/>Code</a></li></li><li class="dropdown active"><li><a href=/team/>Team</a></li></li><li class=dropdown><li><a href=/contact/>Contact</a></li></li></ul></div><div class="collapse clearfix" id=search><form class=navbar-form role=search><div class=input-group><input type=text class=form-control placeholder=Search>
