diff --git a/README.md b/README.md
index 4cbfaa3..2cab7e3 100755
--- a/README.md
+++ b/README.md
@@ -3,13 +3,13 @@
 # modPhred
 
 modPhred is a pipeline for detection, annotation and visualisation of DNA/RNA modifications
-from raw ONT data. The pipeline consists of four steps / modules:
+from raw ONT data.
 
 The pipeline consists of four steps / modules:
 1. **modEncode**: Encoding modification probabilities in FastQ (mod_encode.py)  
 2. **modAlign**: Build alignments keepind modification information in BAMs (mod_align.py)  
 3. **modReport** Extraction of RNA modification information (bedGraph) and QC reports (mod_report.py)  
-4. **modAnalysis**: Plotting venn diagrams (mod_plot.py), co-occurrence of modifications(mod_correlation.py) and per-read clustering based on modification profiles (mod_cluster.py)  
+4. **modAnalysis**: Plotting venn diagrams (mod_plot.py), co-occurrence of modifications (mod_correlation.py) and per-read clustering based on modification profiles (mod_cluster.py)  
 
 For more information, please visit full documentation at https://modphred.readthedocs.io.