Update README.md

README.md

@@ -81,11 +81,13 @@ output = _postprocess_output_cypher(raw_output)
 print(output)
 ```
 
-## NOTE on creating your own schemas:
-### In the dataset we used, the schemas are already provided.
-### They are created either by Directly using the schema the input data source provided OR
-### Creating schema using neo4j-graphrag package (Check: SchemaReader.get_schema(...) function)
-### In your own Neo4j database, you can utilize neo4j-graphrag package::SchemaReader functions
+## NOTE: on creating your own schemas:
+```
+    In the dataset we used, the schemas are already provided.
+    They are created either by Directly using the schema the input data source provided OR
+    Creating schema using neo4j-graphrag package (Check: SchemaReader.get_schema(...) function)
+    In your own Neo4j database, you can utilize neo4j-graphrag package::SchemaReader functions
+```
 
 
 ## Bias, Risks, and Limitations