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@@ -350,7 +350,7 @@ print(outputs)
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  ```
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  # NOTE on creating your own schemas:
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- * In the dataset we used the schemas are already provided. They are created either by
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- * Directly using the schema the inout data source provided OR
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  * Creating schema using neo4j-graphrag package (Check: SchemaReader.get_schema(...) function)
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- * In your own Neo4j database, you can utilize **neo4j-graphrag package::SchemaReader.get_schema(...) function
 
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  ```
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  # NOTE on creating your own schemas:
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+ * In the dataset we used, the schemas are already provided. They are created either by
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+ * Directly using the schema the input data source provided OR
355
  * Creating schema using neo4j-graphrag package (Check: SchemaReader.get_schema(...) function)
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+ * In your own Neo4j database, you can utilize `neo4j-graphrag package::SchemaReader` functions