diff --git a/install_tutorial.sh b/install_tutorial.sh
index cd2f391..50e7287 100755
--- a/install_tutorial.sh
+++ b/install_tutorial.sh
@@ -1,31 +1,32 @@
 #!/bin/bash
 
-url=www.student.dtu.dk/~nicpa/sisl/workshop/20
+url=www.student.dtu.dk/~nicpa/sisl/workshop/21
+indir=$HOME/TBT-TS-sisl-workshop
 
 function _help {
     echo "This script may be used to install the dependencies for the"
-    echo "tutorial such as Python, numpy, scipy matplotlib, jupyter and sisl."
+    echo "tutorial such as Python, numpy, scipy matplotlib, jupyter, sisl and z2pack."
     echo ""
     echo "This script is a two-step script. Please read below."
     echo ""
-    echo "If you do not have Python, numpy, scipy, jupyter, matplotlib or sisl installed"
-    echo "you should probably run this script in installation mode:"
+    echo "Running this script in installation mode will download and install conda"
+    echo "conda provides both Siesta executables as well as the sisl and dependency packages"
+    echo "so once installed all required infrastructure is available."
+    echo "It does, however, require a disk space of approximately >4GB"
     echo ""
-    echo "  $0 install"
+    echo "To use the conda framework, run this script in installation mode:"
     echo ""
-    echo "If you have a working Python installation with pip3 you may only need"
-    echo "to run"
+    echo "  $0 install"
     echo ""
-    echo "  pip3 install --upgrade numpy scipy matplotlib netCDF4 jupyter pyamg sisl z2pack"
+    echo "If you can install Siesta 4.1.5 and sisl 0.11.0 and the rest of the dependencies"
+    echo "manually then you won't be needing the above installation procedure."
+    echo "However, we cannot assist installing the packages manually."
     echo ""
-    echo "Once the above steps are fulfilled you should run the download part"
+    echo "Once the above step is fulfilled you should run the download part"
     echo "of the script. It will download the required files for the tutorial:"
     echo ""
     echo "  $0 download"
     echo ""
-    echo "During the download part a new directory will be created:"
-    echo "  $HOME/TBT-TS-sisl-workshop"
-    echo ""
 }
 
 if [ $# -eq 0 ]; then
@@ -55,7 +56,7 @@ case "x$OSTYPE" in
 		os=macos
 		;;
 	    *)
-		echo "Are you using MingGW or FreeBSD? Or a third?"
+		echo "Are you using MingGW or FreeBSD? Or a ($(uname -s))?"
 		echo "Either way this installation script does not work for your distribution..."
 		exit 1
 		;;
@@ -101,110 +102,66 @@ case $1 in
 esac
 
 
-# Function for installation on Linux
-function linux_install {
+function dwn_file {
+    local rname=$1
+    local outname=$1
+    if [ $# -eq 2 ]; then
+	outname=$2
+    fi
+    if [ ! -e $outname ]; then
+	wget -O $outname $url/$(basename $rname)
+	if [ $? -eq 0 ]; then
+	    chmod u+x $outname
+	else
+	    rm -f $outname
+	fi
+    fi
+}
 
-    # Update lists
-    sudo apt-get update
 
-    # First ensure that the correct packages are installed
-    for p in gcc gfortran libhdf5-dev libnetcdf-dev libnetcdff-dev python3-dev python3-tk python3-pip libatlas3-base liblapack3 libfreetype6-dev libpng-dev
-    do
-	sudo apt-get install $p
-    done
-    
-    # Perform the Python installation
-    pip3 install --upgrade six numpy scipy matplotlib netCDF4 jupyter pyamg sisl z2pack
-    if [ $? -ne 0 ]; then
-	echo "pip3 failed to install the packages, will try to install"
-	echo "in your user directory, if this fails you will have to fix it"
-	pip3 install --user --upgrade six numpy scipy matplotlib netCDF4 jupyter pyamg sisl z2pack
-	if [ $? -ne 0 ]; then
-	    echo ""
-	    echo "pip3 failed to install the packages, in either the global or user domain."
-	    echo "Please try and get pip3 to work and re-run the installation proceduce."
-	fi
+function conda_install {
+    local exe=$1 ; shift
+
+    [ ! -e $exe ] && wget -O $exe https://repo.anaconda.com/miniconda/$exe
+
+    if [ -e $indir/miniconda3/etc/profile.d/conda.sh ]; then
+	# it should already be installed
+	source $indir/miniconda3/etc/profile.d/conda.sh
+    else
+	sh ./$exe -b -s -f -p $indir/miniconda3
+	source $indir/miniconda3/etc/profile.d/conda.sh
     fi
 
-    # Figure out the local pip3 version
-    # Note that sometimes this may be wrong since Python should be `python3`.
-    local py_v=$(pip3 -V | awk '{print $NF}' | tr -d ')')
+    conda install -c conda-forge -y siesta=4.1.5 sisl=0.11.0 matplotlib jupyter pyamg
+
+    # remove unused tarballs (no need for them to be around)
+    conda clean -t -y
 
     echo ""
-    echo "This script assumes you are using Python $py_v"
+    echo "Before you can run exercises etc. you should execute the following:"
     echo ""
-    
-    # You probably need to add to the path, this is a simplistic way of
-    # adding the default ubuntu installation directories
-    grep "/.local/bin" ~/.bashrc > /dev/null
-    if [ $? -eq 1 ]; then
-	echo "" >> ~/.bashrc
-	echo "export PATH=\$HOME/.local/bin:\$PATH" >> ~/.bashrc
-	echo ""
-	echo "PLEASE RESTART YOUR SHELL!"
-    fi
-    grep "/.local/lib/python$py_v" ~/.bashrc > /dev/null
-    if [ $? -eq 1 ]; then
-	echo "" >> ~/.bashrc
-	echo "export PYTHONPATH=\$HOME/.local/lib/python$py_v/site-packages:\$PYTHONPATH" >> ~/.bashrc
-	echo ""
-	echo "PLEASE RESTART YOUR SHELL!"
-    fi
-}
+    echo " source $indir/setup.sh"
+    echo ""
+    {
+	echo "#!/bin/bash"
+	echo "source $indir/miniconda3/etc/profile.d/conda.sh"
+	echo "conda activate"
+    } > $indir/setup.sh
 
+    source $indir/setup.sh
 
-# Function for installation on Linux
-function my_brew {
-    brew $@
-    if [ $? -ne 0 ]; then
-	echo "Running:"
-	echo "   brew $@"
-	echo "failed."
-	echo "If this requests you should do a link brew:"
-	echo "   brew link ..."
-	echo "then most probably your write access to this folder is prohibited:"
-	echo "   /usr/local/include/Frameworks"
-	echo "If the folder does not exist, create it."
-	exit 1
-    fi
+    # now install packages not part of conda-forge
+    pip install z2pack
 }
-	
-function macos_install {
 
-    # Check that brew is installed?
-    which brew 2>/dev/null
-    if [ $? -ne 0 ]; then
-	echo "You have not installed brew, this script requires that you have brew installed"
-	exit 1
-    fi
-    
-    # First we need to install xcode-select
-    xcode-select --install
-
-    # Now try and install gcc (it should also include gfortran)
-    my_brew install gcc
-    # Ensure wget is installed
-    my_brew install wget --with-libressl
-
-    # Add the science tap (it HAS been deprecated, so probably not needed
-    #my_brew tap homebrew/science
+# Function for installation on Linux
+function linux_install {
+    conda_install Miniconda3-latest-Linux-x86_64.sh
+}
 
-    my_brew install szip hdf5
-    my_brew install netcdf --with-fortran
-    my_brew install python3
-    sudo easy_install pip3
 
-    pip3 install --upgrade six numpy scipy matplotlib netCDF4 jupyter pyamg sisl z2pack
-    if [ $? -ne 0 ]; then
-	echo "pip3 failed to install the packages, will try to install"
-	echo "in your user directory, if this fails you will have to fix it"
-	pip3 install --user --upgrade six numpy scipy matplotlib netCDF4 jupyter pyamg sisl z2pack
-	if [ $? -ne 0 ]; then
-	    echo ""
-	    echo "pip3 failed to install the packages, in either the global or user domain."
-	    echo "Please try and get pip3 to work and re-run the installation proceduce."
-	fi
-    fi
+function macos_install {
+    conda_install Miniconda3-latest-MacOSX-x86_64.sh
 }
 
 function install_warning {
@@ -215,70 +172,54 @@ function install_warning {
     echo ""
     echo "  CTRL+^C"
     echo ""
+    echo "Please ensure you have more than 5 GB of disk space available!"
+    echo ""
     sleep 3
 }
 
+# Now create a common folder in the top-home directory
+
+function download_warning {
+    echo ""
+    echo "This script will create a folder in your $HOME directory:"
+    echo "  $HOME/TBT-TS-sisl-workshop"
+    echo "where all the tutorials and executable files will be downloaded."
+    echo ""
+}
+
 function install_test_sisl {
     echo ""
     echo " Will try and run sisl"
-    echo "    import sisl ; print(sisl.geom.graphene())"
-    python3 -c "import sisl ; print(sisl.geom.graphene())"
+    echo "    import sisl ; print(sisl.__version__, sisl.__file__)"
+    python -c "import sisl ; print(sisl.__version__, sisl.__file__)"
     if [ $? -ne 0 ]; then
 	echo "Failed running sisl, please mail the organizer with the error message (unless some of the installations failed)"
     fi
 }
 
+# create installation directory
+mkdir -p $indir
+pushd $indir
+
 if [ $action == install ]; then
     # os will be download
+    download_warning
+    install_warning
     case $os in
 	linux)
-	    install_warning
 	    linux_install
 	    ;;
 	macos)
-	    install_warning
 	    macos_install
 	    ;;
     esac
     install_test_sisl
 
     exit 0
+else
+    download_warning
 fi
 
-# Now create a common folder in the top-home directory
-
-function download_warning {
-    echo ""
-    echo "This script will create a folder in your $HOME directory:"
-    echo "  $HOME/TBT-TS-sisl-workshop"
-    echo "where all the tutorials and executable files will be downloaded."
-    echo ""
-}
-
-function dwn_file {
-    local rname=$1
-    local outname=$1
-    if [ $# -eq 2 ]; then
-	outname=$2
-    fi
-    if [ ! -e $outname ]; then
-	wget -O $outname $url/$(basename $rname)
-	if [ $? -eq 0 ]; then
-	    chmod u+x $outname
-	else
-	    rm -f $outname
-	fi
-    fi
-}
-
-download_warning
-
-indir=$HOME/TBT-TS-sisl-workshop
-mkdir -p $indir
-pushd $indir
-
-# Now download the executables
-mkdir -p bin
 
 # Download latest tutorial files
 if [ -e sisl-TBT-TS.tar.gz ]; then
@@ -286,46 +227,16 @@ if [ -e sisl-TBT-TS.tar.gz ]; then
 fi
 dwn_file sisl-TBT-TS.tar.gz
 
-# Determine the optimization level for the current architecture
-_suffix=
-case $os in
-    linux)
-	# Figure out if the user has AVX
-	if $(grep "avx2" /proc/cpuinfo > /dev/null) ; then
-	    _suffix=_avx2
-	elif $(grep "avx" /proc/cpuinfo > /dev/null) ; then
-	    _suffix=_avx
-	elif $(grep "sse2" /proc/cpuinfo > /dev/null) ; then
-	    _suffix=_sse
-	fi
-	;;
-esac
-
-case $os in
-    linux)
-	dwn_file bin/siesta$_suffix bin/siesta
-	dwn_file bin/tbtrans$_suffix bin/tbtrans
-	;;
-    macos)
-	dwn_file bin/siesta_mac bin/siesta
-	dwn_file bin/tbtrans_mac bin/tbtrans
-	;;
-esac
-
-# We will simply add it if it does not exist
-# We also assume the SHELL is BASH
-if ! `grep $indir ~/.bashrc` ; then
-    echo "" >> ~/.bashrc
-    echo "# Variable for the TBT-TS-sisl workshop" >> ~/.bashrc
-    echo "export PATH=$indir/bin:\$PATH" >> ~/.bashrc
-    echo "" >> ~/.bashrc
-fi
-
 echo ""
 echo "In folder"
 echo "   $indir"
-echo "you will find everything needed for the tutorial"
-echo "If you use BASH (most likely) you should have siesta and tbtrans in your path."
+echo "you will find everything needed for the tutorial."
+echo "If you are using the conda installation provided by this script"
+echo "please always start your sessions by executing:"
+echo ""
+echo "  source $indir/setup.sh"
+echo ""
+echo "which will correctly setup the environment for you."
 echo "Run (after you have restarted your shell):"
 echo "  which tbtrans"
-echo "and check it returns $indir/bin/tbtrans"
+echo "and check it returns $indir/miniconda3/bin/tbtrans"
diff --git a/presentations/01/electrodes.tex b/presentations/01/electrodes.tex
index 7d405ed..33d49c6 100644
--- a/presentations/01/electrodes.tex
+++ b/presentations/01/electrodes.tex
@@ -413,10 +413,10 @@ \subsection{Electrodes}
         }
         \uncover<3->{
             \fill (.5,0) circle (\mysize) node[above right] {1};
-            \fill (1.5,0) circle (\mysize) node[above right] {2};
-            \fill (2.5,0) circle (\mysize) node[above right] {3};
-            \fill (.5,1) circle (\mysize) node[above right] {4};
-            \fill (1.5,1) circle (\mysize) node[above right] {5};
+            \fill (1.5,0) circle (\mysize) node[above right] {3};
+            \fill (2.5,0) circle (\mysize) node[above right] {5};
+            \fill (.5,1) circle (\mysize) node[above right] {2};
+            \fill (1.5,1) circle (\mysize) node[above right] {4};
             \fill (2.5,1) circle (\mysize) node[above right] {6};
         }
         \foreach \x in {-2.5,-1.5,-.5,3.5,4.5,5.5} {
diff --git a/presentations/01/negf.tex b/presentations/01/negf.tex
index 9bd4f56..8ac1724 100644
--- a/presentations/01/negf.tex
+++ b/presentations/01/negf.tex
@@ -150,8 +150,8 @@ \subsection{Transmission}
 
     The sum of bond-currents crossing \emph{any} device cross-section is equal to the
     current between the leads. Without the prefactor $e/h$ this also applies for the
-    bond-transmissions\footnote{TBtrans calculates bond-\emph{transmissions}, although
-        they are named \emph{currents}.}.
+    bond-transmissions\footnote{TBtrans calculates bond-\emph{transmissions} (without the
+        prefactor $e/h$), although they are named \emph{currents}.}.
 
     The bond-currents obey Kirchoff's laws.
     
diff --git a/presentations/01/se.tex b/presentations/01/se.tex
index 878615f..3384012 100644
--- a/presentations/01/se.tex
+++ b/presentations/01/se.tex
@@ -46,7 +46,7 @@ \subsection{Semi-infinity}
     Describes interaction of a system to a semi-infinite region
     
     \item%
-    Self-energy calculations \emph{require} no more than nearest neighbour interactions between unit-cells!
+    Self-energy calculations \emph{require} no more than nearest neighbour interactions between unit-cells
 
     \begin{align*}
       \SE_{\mrc 11}(E) &= \VV^\dagger\big[E+\im\eta-\HH\big]^{-1}\VV
diff --git a/presentations/02/sisl.tex b/presentations/02/sisl.tex
index 13defcf..99f1d4d 100644
--- a/presentations/02/sisl.tex
+++ b/presentations/02/sisl.tex
@@ -101,7 +101,7 @@ \subsection{Calculating DOS}
 
 \begin{verbatim}
     H = sisl.Hamiltonian.read('RUN.fdf')
-    mp = sisl.MonkhorstPack(H, [nx, ny, nz]).asaverage()
+    mp = sisl.MonkhorstPack(H, [nx, ny, nz]).apply.average
     E = np.linspace(-4, 4, 1000)
     DOS = mp.DOS(E)
 \end{verbatim}
diff --git a/presentations/04/hartree.tex b/presentations/04/hartree.tex
index 0affa43..075ca1a 100644
--- a/presentations/04/hartree.tex
+++ b/presentations/04/hartree.tex
@@ -73,7 +73,7 @@ \subsection{Boundary conditions}
 
   \begin{block}<+->{Boundary conditions}
 
-    The electrode Hartree potential are the boundary conditions.
+    The electrode Hartree potential is the boundary condition.
 
     In TranSiesta this is accomplished by fixing the electrostatic potential at one of the
     electrode planes.
diff --git a/siesta.pdf b/siesta.pdf
index d2c3642..4abae9d 100644
Binary files a/siesta.pdf and b/siesta.pdf differ
diff --git a/tbtrans.pdf b/tbtrans.pdf
index 114d994..5deea32 100644
Binary files a/tbtrans.pdf and b/tbtrans.pdf differ