diff --git a/README.md b/README.md
index 9af2062e16928839be9fd92d97f57624fdb6de26..7a076317d0e545518f5525bc61c50e31b1c2626b 100644
--- a/README.md
+++ b/README.md
@@ -4,7 +4,7 @@
 The codes uses SOAP descriptors through the Dscribe Library, Machine Learning tools with scikit-learn library and the Atomic Simulation Environment (ASE) Library. 
 
 Here is the list of libraries you need to install to execute the code:
-- python = 3.10
+- python==3.10
 - ase==3.22.1
 - scikit-learn==1.4.1
 - dscribe==2.1.0
@@ -26,7 +26,7 @@ running file "run.py" will train a model using an ase ".traj" object as a traini
 
 train set file, POSCAR file, n value as well as parameters for the SOAP and Gaussian Process Regression can be modify in the "run.py" file.
 
-The code to obtain AEM image like "Ag111_AEM.pdf" is also given and uses matplotlib package. Run in same repository as "results.txt" obtain previously to obtain AEM pdf map.
+The code to create AEM image like "Ag111_AEM.pdf" is also given and uses matplotlib package. Run in same repository as "results.txt" obtained previously to create AEM pdf map.
 
 ## Data bases