diff --git a/bin/slurm_calibrate.sh b/bin/slurm_calibrate.sh
index 69d1a1ecbec2cfa732b519ff4f1e8dc102f88dab..9b757db110e6a0ac6024f41e3617bb967cfd2547 100755
--- a/bin/slurm_calibrate.sh
+++ b/bin/slurm_calibrate.sh
@@ -63,4 +63,4 @@ if [ "${final}" == "FINAL" ]
 then
    ${finalize} 
 fi
-killall -9 cal_influx_feeder.sh
+killall -9 cal_influx_feeder.sh || true
diff --git a/docs/source/advanced.rst b/docs/source/advanced.rst
index 7b760fb2c24d7e2e03365322d20a7bdbcdcdb985..c9c707b1fd84ffd2e7136e5f464f75ee2a7caef8 100644
--- a/docs/source/advanced.rst
+++ b/docs/source/advanced.rst
@@ -107,5 +107,5 @@ This can be useful to add user requests while running. For this:
 5. Any runs which did not correct do to failures of the live edit can then be relaunched
    manually, assuming the correction notebook allows run and overwrite paramters::
    
-       python calibrate.py ...... --run XYZ,ZXY-YYS --overwrite
+       xfel-calibrate ...... --run XYZ,ZXY-YYS --overwrite
        
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 5514a507c98919ee1411ea7125ee0f55fb6461f1..2d12d2d83092f961e8ded13adc53f89a069b3996 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -349,7 +349,7 @@ intersphinx_mapping = {'https://docs.python.org/': None}
 
 
 
-# first install pandoc if necessary
+# first install pandoc if necessary, this is mainly meant for the RTD builds
 try:
     from nbconvert.utils.pandoc import check_pandoc_version
     check_pandoc_version()
diff --git a/docs/source/configuration.rst b/docs/source/configuration.rst
index 8d1e5fc4d5aeb8ea78e64e150636abb2a41f1b8c..26d0d8a3c7b313d5dc44cab144859957030f9d29 100644
--- a/docs/source/configuration.rst
+++ b/docs/source/configuration.rst
@@ -47,7 +47,7 @@ A comment is given for the meaning of each configuration parameter.
 Notebooks
 ---------
 
-The `calibrate.py` script will expose any notebooks that are configured here to the
+The `xfel-calibrate` tool will expose any notebooks that are configured here to the
 command line by automatically parsing the parameters given in the notebooks first cell.
 The configuration is to be given in form of a python directory::
 
diff --git a/docs/source/how_it_works.rst b/docs/source/how_it_works.rst
index 82ba28d46a462cc6790e1337ab35a6bff1ade43f..d8246c1883afd9fa8fef9bddeb911b913ab8b156 100644
--- a/docs/source/how_it_works.rst
+++ b/docs/source/how_it_works.rst
@@ -4,7 +4,12 @@ How it Works
 ============
 
 The European XFEL Offline Calibration utilizes the tools nbconvert_ and nbparameterise_
-to expose Jupyter_ notebooks to a command line interface.
+to expose Jupyter_ notebooks to a command line interface. In the process reports are generated
+from these notebooks. The general interface is::
+
+    % xfel-calibrate DETECTOR TYPE
+    
+where `DETECTOR` and `TYPE` specify the task to be performed.
 
 Additionally, it leverages the DESY/XFEL Maxwell cluster to run these jobs in parallel
 via SLURM_.
diff --git a/docs/source/installation.rst b/docs/source/installation.rst
index b329b891faa827520197793037aff8f880345c82..406b7e1d02bb2c1a62249a932758241b43cbe19e 100644
--- a/docs/source/installation.rst
+++ b/docs/source/installation.rst
@@ -12,14 +12,16 @@ Prerequisites
 Prerequisites can be categorized into three types:
 
 1. those required to run the the general tool chain,
-2. and those required by the notebooks themselves,
-3. those required to run notebooks concurrently on a HPC cluster.
+2. those required by the notebooks themselves,
+3. and those required to run notebooks concurrently on a HPC cluster.
 
-Categories 1+2 are Python modules, as given in the `requirements.txt`
+Categories 1+2 are usually Python modules, as given in the `requirements.txt`
 file found in the root directory. Additionally, PyDetLib_ is required.
 It can be installed either as a Karabo dependency or manually.
 
 Parallel execution is currently supported in a `SLURM_` environment.
+However, sequential execution is available using the `--no-cluster-job`
+parameter when executing `xfel-calibrate`.
 
 .. _Python: http://www.python.org/
 .. _Karabo: https://in.xfel.eu/readthedocs/docs/karabo/en/latest/
@@ -40,4 +42,33 @@ all prerequisites and this tool chain by running::
     pip install -r requirements.txt .
     
 After installation, you should adjust the :ref:`configuration` and settings to
-match your environment.
\ No newline at end of file
+match your environment.
+
+The toolchain is then available via the::
+
+    xfel-calibrate
+    
+command.
+
+Development Installation
+------------------------
+
+For a development installation, which automatically picks up (most) changes,
+first install the dependencies as above, but then install the took-chain 
+separately in development mode::
+
+   pip install -e .
+   
+
+
+Installation of New Notebooks
+-----------------------------
+
+To install new, previously untracked notebooks repeat the installation of
+the the tool-chain, without prerequisites, from the package base directory::
+
+    pip install --upgrade .
+    
+Or, in case you are activily developing::
+
+    pip install -e .
\ No newline at end of file
diff --git a/docs/source/workflow.rst b/docs/source/workflow.rst
index f52794d6d2eb8de9869faa7c786cb5449beba76a..ab3bc6172e8cfda7b87d1bb7154d40f0d2644aa4 100644
--- a/docs/source/workflow.rst
+++ b/docs/source/workflow.rst
@@ -104,8 +104,8 @@ for parallelisation, define your profile name in this variable.
 The excerpt above is from a flat field characterization notebook for AGIPD. The code would lead
 to the following parameters being exposed via the command line::
 
-    % python calibrate.py AGIPD FF --help
-    usage: calibrate_nbc.py [-h] --in-folder str [--modules str [str ...]]
+    % xfel-calibrate AGIPD FF --help
+    usage: xfel-calibrate.py [-h] --in-folder str [--modules str [str ...]]
                             --out-folder str --runs str [str ...]
                             [--sequences str [str ...]] [--cluster-profile str]
                             [--local-output] [--db-output] [--bias-voltage int]
@@ -300,19 +300,25 @@ to the list of notebooks as mentioned in the :ref:`configuration` section.
 Any changes you now make in the notebook will be automatically propagated to the command line.
 Specifically, you should verify that all arguments are parsed correctly, e.g. by calling::
 
-    python calibrate.py DETECTOR NOTEBOOK_TYPE --help
+    xfel-calibrate DETECTOR NOTEBOOK_TYPE --help
     
 From then on, check include if parallel slurm jobs are exectuted correctly and if a report
 is generated at the end.
 
 Finally, you should verify that the report contains the information you'd like to convey and
-is intelegable to people other than you.
+is inteligable to people other than you.
+
+.. note::
+
+    You can run the `xfel-calibrate` command without starting a SLURM cluster job, giving
+    you direct access to console output, by adding the `--no-cluster-job` option.
 
 Documenting
 -----------
 
-Most documentation should be done in the notebook itself. However, please add new notebooks
-to the `available_notebooks.rst` file in the `docs` folder.
+Most documentation should be done in the notebook itself. Any notebooks specified in the
+`notebook.py` file will automatically show up in the :ref:`available_notebooks` section of this
+documentation.
 
 
 .. _nbparameterise: https://github.com/takluyver/nbparameterise
diff --git a/notebooks/LPD/LPD_FlatField_Radial_per_pixel_CI_NBC.ipynb b/notebooks/LPD/LPD_FlatField_Radial_per_pixel_CI_NBC.ipynb
index 56dff9bac624b938ed1df18c80affa99619eb23b..a04caeffedb25943b651fc59d716ccdfe7cfaf69 100644
--- a/notebooks/LPD/LPD_FlatField_Radial_per_pixel_CI_NBC.ipynb
+++ b/notebooks/LPD/LPD_FlatField_Radial_per_pixel_CI_NBC.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# LPD Radial \"Flat Field\" Evaluation #\n",
+    "# LPD Radial X-ray Gain Evaluation #\n",
     "\n",
     "Author: S. Hauf, Version 0.5\n",
     "\n",
@@ -15,7 +15,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 215,
+   "execution_count": 1,
    "metadata": {
     "collapsed": true
    },