diff --git a/README.md b/README.md
index 48abcfc..b04d28a 100644
--- a/README.md
+++ b/README.md
@@ -57,13 +57,13 @@ est_enthalpy = searcher.fit()
 searcher.update_xml(est_enthalpy)
 searcher.parity_plot(print_r_squared=True)
 ```
-##Documentation
+## Documentation
 Readthedocs documentation are here: https://llepe.readthedocs.io/en/latest/index.html
 
 ## Acknowledgements
 Based upon work supported by funding from Argonne National Laboratory provided by the U.S. Department of Energy, Office of Energy Efficiency and Renewable Energy (EERE), under contract DE-AC02-06CH11357
 
-##Citing LLEPE
+## Citing LLEPE
 If you use LLEPE in your research , we kindly request that you cite the package as follows:
 
 T. Quah and C. O. Iloeje, “Liquid--Liquid Extraction Thermodynamic Parameter Estimator (LLEPE) for Multicomponent Separation Systems,” in Materials Processing Fundamentals 2021, 2021, pp. 107–120, doi: https://doi.org/10.1007/978-3-030-65253-1_9.
diff --git a/docs/about.md b/docs/about.md
index f4669ce..ba570da 100644
--- a/docs/about.md
+++ b/docs/about.md
@@ -14,7 +14,7 @@ If you use LLEPE in your research , we kindly request that you cite the package
 
 T. Quah and C. O. Iloeje, “Liquid--Liquid Extraction Thermodynamic Parameter Estimator (LLEPE) for Multicomponent Separation Systems,” in Materials Processing Fundamentals 2021, 2021, pp. 107–120, doi: https://doi.org/10.1007/978-3-030-65253-1_9.
 
-##License
+## License
 ```
 Copyright © 2020, UChicago Argonne, LLC
 All Rights Reserved
@@ -49,4 +49,4 @@ WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWIS
 ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY
 OF SUCH DAMAGE.
 ***************************************************************************************************
-```
\ No newline at end of file
+```