diff --git a/BioExcel_SeqQC.png b/BioExcel_SeqQC.png
new file mode 100644
index 0000000..f07b60e
Binary files /dev/null and b/BioExcel_SeqQC.png differ
diff --git a/README.md b/README.md
index 4ba8fb9..587d334 100644
--- a/README.md
+++ b/README.md
@@ -63,7 +63,7 @@ $ bioexcel_seqqc -h
 An example of basic usage of the pipeline is:
 
 ```bash
-$ bioexcel_seqqc --files in1.fa in2.fa --threads 4 --outdir ./output
+$ bxcl_seqqc --files in1.fa in2.fa --threads 4 --outdir ./output
 ```
 
 ### Editing configuration for checkFastQC stage
@@ -74,7 +74,7 @@ changed. First, output an example configuration file (which contains the
 default values):
 
 ```bash
-$ bioexcel_seqqc --printconfig
+$ bxcl_seqqc --printconfig
 ```
 
 The file lists the summary outputs from FastQC, and what decisions to make 
@@ -102,4 +102,24 @@ fqc.wait()
 
 trim_process = rt.trimQC(infiles, trimdir, threads):
 trim_process.wait()
+```
+
+## Stages
+
+Our pipeline consists of three main stages: runfastqc, checkfastqc and runtrim. 
+Each stage exists as a python module as shown above. Each module contains 
+specific functions that execute the tools listed. The diagram below shows 
+each of these stages, with colour coding to show which tools are used in each 
+module, as well as useful output files. For this work, the module checkfastqc
+was developed specifically to remove the human intervention required to check 
+output from fastqc before continuing with trimming/further analysis.
+
+![alt text](./BioExcel_SeqQC.png "BioExcel_SeqQC workflow")
+
+Each module can also be executed independently of the main executable workflow. 
+For example, if a situation occurs that causes cutadapt to fail, the runtrim 
+stage can be executed from the command line as 
+
+```bash
+$ python -m bioexcel_align.runtrim <arguments>
 ```
\ No newline at end of file
diff --git a/bioexcel_seqqc/checkfastqc.py b/bioexcel_seqqc/checkfastqc.py
index 3e61e7e..79a6f54 100755
--- a/bioexcel_seqqc/checkfastqc.py
+++ b/bioexcel_seqqc/checkfastqc.py
@@ -72,7 +72,6 @@ def get_qc(fqcdir, passthrough, qcconf):
             #qclist.append(splitline[0]) #Store Pass/Warn/Fail in list
 
             # Check for dependance on 1st or 2nd pass through
-            
 
     print(qcpass, qtrim, atrim, recheck)
     return qcpass, qtrim, atrim, recheck
@@ -114,8 +113,9 @@ def check_qc(infiles, fqcdir, trimdir, tmpdir, adaptseq, qcconf, threads,
         if recheck:
             ### Will need work if logic changes to need retrim after pass 2
             passthrough = 'pass2'
-            
-            pfqc = rfqc.run_fqc([f1, f2], fqcdir+'/'+passthrough, tmpdir, threads)
+
+            pfqc = rfqc.run_fqc([f1, f2], fqcdir+'/'+passthrough, tmpdir,
+                                                                        threads)
             pfqc.wait()
             qcpass, qtrim, atrim, recheck = get_qc(fqcdir+'/'+passthrough,
                                                            passthrough, qcconf)