Update README.md

README.md

@@ -81,11 +81,11 @@ 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