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+++ b/.gitignore
@@ -13,3 +13,6 @@ docs/source/module_index.rst
 
 # the ERSEM setups repo should be cloned each time
 docs/source/ersem-setups
+
+# removing vscode files
+.vscode
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diff --git a/docs/source/tutorials/nemo.rst b/docs/source/tutorials/nemo.rst
index e363ad8..2381d3a 100644
--- a/docs/source/tutorials/nemo.rst
+++ b/docs/source/tutorials/nemo.rst
@@ -1,8 +1,138 @@
 .. _nemo:
 
 
-NEMO + FABM + ERSEM
-~~~~~~~~~~~~~~~~~~~
+#############################
+NEMO: Atlantic Margin Model 7
+#############################
+
+This tutorial gives an end to end example how to install and then use
+NEMO-ERSEM on the Atlantic Margin Model 7 (AMM7) using a high performance computing
+(HPC) machine. We have used
+`ARCHER2 <https://www.archer2.ac.uk/>`__ together with a 
+`singularity container <https://sylabs.io/guides/3.5/user-guide/introduction.html>`__ with
+NEMO-ERSEM install on it.
+
+This tutorial is based on utilising the 
+`container <https://sylabs.io/guides/3.5/user-guide/introduction.html>`_ with the configuration
+scripts container `here <https://github.com/dalepartridge/AMM7-NEMO4-FABM-setup>`_. You will
+also need access to the shared folder within the ARCHER2 project id `n01` to obtain the forcing
+files.
+
+.. note::
+    You will need to get access to the 
+    `NEMO-ERSEM code <https://www.pml.ac.uk/Modelling_at_PML/Access_Code>`_.
+
+Obtain NEMO-ERSEM container
+###########################
+
+The key packages for that are installed into 
+`NEMO-ERSEM container <https://github.com/pmlmodelling/NEMO-container>`_ are:
+
+* `NEMO <https://gitlab.ecosystem-modelling.pml.ac.uk/gle/nemo404>`__ (UK version -- see note)
+* `XIOS <http://forge.ipsl.jussieu.fr/ioserver/svn/XIOS/branchs/xios-2.5>`__
+* `FABM <https://github.com/fabm-model/fabm>`__
+* `ERSEM <https://github.com/pmlmodelling/ersem>`__
+
+ERSEM and FABM are freely available on GitHub and XIOS is available through the NEMO consotium
+svn server, however, for NEMO you will have to register for the code -- see note above. Full instructions 
+how to build the container can be found `here <https://github.com/pmlmodelling/NEMO-container>`__.
+
+Running the container on ARCHER2
+################################
+
+To generate the `slurm <https://slurm.schedmd.com/documentation.html>`__ scheduling scripts to 
+run the model follow the instructions 
+`here <https://docs.archer2.ac.uk/research-software/nemo/nemo/#building-a-run-script>`__. 
+
+The slurm script schedulers, 
+`mkslurm <https://docs.archer2.ac.uk/research-software/nemo/nemo/#building-a-run-script>`__,
+requires two executables, namely `xios_server.exe` and `nemo`. The script below shows an example how
+you set up the singulartiy container, `nemo.sif`, to be used as an executable. 
+
+.. code-block:: bash
+    :caption: Example script to run container, user is required to change `[RUNING-DIR]` and 
+              `[INPUT-DIR]` to the coresponding directories and `[NEMO-XIOS]` to either `nemo`
+              or `xios`.
+
+    #! /bin/bash
+    BIND_OPTS="-B [RUNING-DIR],"
+    BIND_OPTS="${BIND_OPTS}[INPUT-DIR],"
+    BIND_OPTS="${BIND_OPTS}/usr/lib64/liblustreapi.so:/opt/lib64/liblustreapi.so,"
+    BIND_OPTS="${BIND_OPTS}/usr/lib64/liblustreapi.so.1:/opt/lib64/liblustreapi.so.1,"
+    BIND_OPTS="${BIND_OPTS}/usr/lib64/liblustreapi.so.1.0.0:/opt/lib64/liblustreapi.so.1.0.0,"
+    BIND_OPTS="${BIND_OPTS}/opt/cray/libfabric/1.11.0.4.71/lib64/:/opt/fabric,"
+    BIND_OPTS="${BIND_OPTS}/usr/lib64/libpals.a:/opt/lib64/libpals.a,"
+    BIND_OPTS="${BIND_OPTS}/usr/lib64/libpals.so:/opt/lib64/libpals.so,"
+    BIND_OPTS="${BIND_OPTS}/usr/lib64/libpals.so.0:/opt/lib64/libpals.so.0,"
+    BIND_OPTS="${BIND_OPTS}/usr/lib64/libpals.so.0.0.0:/opt/lib64/libpals.so.0.0.0,"
+    BIND_OPTS="${BIND_OPTS}/opt/cray/pe/mpich/8.1.9/ofi/gnu/9.1:/opt/mpi/install/,"
+    BIND_OPTS="${BIND_OPTS}/opt/cray/pe/pmi/6.0.13/lib,"
+    BIND_OPTS="${BIND_OPTS}/var/spool/slurmd/mpi_cray_shasta"
+    
+    export SINGULARITYENV_LD_LIBRARY_PATH=/opt/hdf5/install/lib:$SINGULARITYENV_LD_LIBRARY_PATH
+    export SINGULARITYENV_LD_LIBRARY_PATH=/opt/mpi/install/lib-abi-mpich:$SINGULARITYENV_LD_LIBRARY_PATH
+    export SINGULARITYENV_LD_LIBRARY_PATH=/.singularity.d/libs:$SINGULARITYENV_LD_LIBRARY_PATH
+    export SINGULARITYENV_LD_LIBRARY_PATH=/opt/cray/pe/pmi/6.0.13/lib:$SINGULARITYENV_LD_LIBRARY_PATH
+    export SINGULARITYENV_LD_LIBRARY_PATH=/opt/lib64:$SINGULARITYENV_LD_LIBRARY_PATH
+    export SINGULARITYENV_LD_LIBRARY_PATH=/opt/fabric:$SINGULARITYENV_LD_LIBRARY_PATH
+    export LD_LIBRARY_PATH=/opt/hdf5/install/lib
+    export OMP_NUM_THREADS=1
+    
+    singularity run ${BIND_OPTS} --home [RUNING-DIR] nemo.sif [NEMO-XIOS]
+
+The CoNES `documentation <https://cones.readthedocs.io/en/latest/?badge=latest>`__ gives additional 
+information how to run NEMO singularity containers.
+
+
+Example output from NEMO-ERSEM
+##############################
+
+To visualise NEMO output, we recomend using `nctoolkit <https://github.com/pmlmodelling/nctoolkit>`__.
+A basic example of how to use `nctoolkit` is given below. Within the 
+`documentation <https://nctoolkit.readthedocs.io/en/latest/>`__ of `nctoolkit` one will find additional
+example uses.
+
+.. code-block:: python
+    :caption: Example plotting script using `nctoolkit`, user is required to change `[PATH_TO_NETCDF_FILE]` and 
+            `[VARIABLE]` to the exact location of the NEMO output and the variable to be plotted, respectively.
+
+    import nctoolkit as nc
+
+    ff = [PATH_TO_NETCDF_FILE]
+    ds = nc.open_data(ff)
+    plot = ds.plot([VARIABLE])
+
+The following plots represent a months output of a NEMO-ERSEM simulation on the AMM7 domain.
+
+.. dropdown:: Potential temperature
+
+	.. image:: ../../images/NEMO_temp.gif
+
+.. dropdown::  Salinity
+
+	.. image:: ../../images/NEMO_sal.gif
+
+.. dropdown:: Phosphate phosphorus
+
+	.. image:: ../../images/NEMO_N1_p.gif
+
+.. dropdown::  Nitrate nitrogen
+
+	.. image:: ../../images/NEMO_N3_n.gif
+
+.. dropdown:: Carbonate total dissolved inorganic carbon
+
+	.. image:: ../../images/NEMO_O3_c.gif
+
+.. dropdown:: Diatoms chlorophyll
+
+	.. image:: ../../images/NEMO_P1_Chl.gif
+
+.. dropdown:: Medium-sized POM carbon
+
+	.. image:: ../../images/NEMO_R6_c.gif
+
+.. dropdown:: Oxygen
+
+	.. image:: ../../images/NEMO_O2_o.gif
 
-.. warning::
-    Tutorial under construction