diff --git a/README.md b/README.md
index e577d8f..44cb366 100644
--- a/README.md
+++ b/README.md
@@ -1,35 +1,33 @@
+pyDOE3: An experimental design package for python
+=================================================
+
 [![Tests](https://github.com/relf/pyDOE3/actions/workflows/tests.yml/badge.svg)](https://github.com/relf/pyDOE3/actions/workflows/tests.yml)
 [![Documentation](https://readthedocs.org/projects/pydoe3/badge/?version=latest)](https://pydoe3.readthedocs.io/en/latest/?badge=latest)
 
-
-pyDOE3: An experimental design package for python
-=====================================================
-
-`pyDOE3` is a fork of the [`pyDOE2`](https://github.com/clicumu/pyDOE2) package 
-that is designed to help the scientist, engineer, statistician, etc., to 
+`pyDOE3` is a fork of the [`pyDOE2`](https://github.com/clicumu/pyDOE2) package
+that is designed to help the scientist, engineer, statistician, etc., to
 construct appropriate experimental designs.
 
 This fork came to life to solve bugs and issues that remained unsolved in the
 original package.
 
-
 Capabilities
 ------------
 
-The package currently includes functions for creating designs for any 
+The package currently includes functions for creating designs for any
 number of factors:
 
 - Factorial Designs
-    - General Full-Factorial (``fullfact``)
-    - 2-level Full-Factorial (``ff2n``)
-    - 2-level Fractional Factorial (``fracfact``)
-    - Plackett-Burman (``pbdesign``)
-    - Generalized Subset Designs (``gsd``)
-- Response-Surface Designs 
-    - Box-Behnken (``bbdesign``)
-    - Central-Composite (``ccdesign``)
+  - General Full-Factorial (``fullfact``)
+  - 2-level Full-Factorial (``ff2n``)
+  - 2-level Fractional Factorial (``fracfact``)
+  - Plackett-Burman (``pbdesign``)
+  - Generalized Subset Designs (``gsd``)
+- Response-Surface Designs
+  - Box-Behnken (``bbdesign``)
+  - Central-Composite (``ccdesign``)
 - Randomized Designs
-    - Latin-Hypercube (``lhs``)
+  - Latin-Hypercube (``lhs``)
   
 See [Documentation](https://pydoe3.readthedocs.io).
 
@@ -39,21 +37,19 @@ Requirements
 - NumPy
 - SciPy
 
-
 Installation
 ------------
 
-```
+```bash
 pip install pyDOE3
 ```
 
-
 Credits
 -------
 
-`pyDOE` original code was originally converted from code by the following 
+`pyDOE` original code was originally converted from code by the following
 individuals for use with Scilab:
-    
+
 - Copyright (C) 2012 - 2013 - Michael Baudin
 - Copyright (C) 2012 - Maria Christopoulou
 - Copyright (C) 2010 - 2011 - INRIA - Michael Baudin
@@ -66,11 +62,10 @@ individuals for use with Scilab:
 
 - Copyright (c) 2014, Abraham D. Lee & timsimst
 
-The following individuals forked and work on `pyDOE2`:
+The following individuals forked and worked on `pyDOE2`:
 
 - Copyright (C) 2018 - Rickard Sjögren and Daniel Svensson
 
-
 License
 -------
 
@@ -87,4 +82,4 @@ References
 - Surowiec, Izabella, Ludvig Vikström, Gustaf Hector, Erik Johansson,
 Conny Vikström, and Johan Trygg. “Generalized Subset Designs in Analytical
 Chemistry.” Analytical Chemistry 89, no. 12 (June 20, 2017): 6491–97.
-https://doi.org/10.1021/acs.analchem.7b00506.
+<https://doi.org/10.1021/acs.analchem.7b00506>.