Update query-parquet-files.md

Author: jovanpop-msft

articles/synapse-analytics/sql/query-parquet-files.md

@@ -17,14 +17,11 @@ In this article, you'll learn how to write a query using SQL on-demand (preview)
 
 ## Prerequisites
 
-Your first step is to **create a database** where the tables will be created. Then initialize the objects by executing [setup script](https://github.com/Azure-Samples/Synapse/blob/master/SQL/Samples/LdwSample/SampleDB.sql) on that database. This setup script will create the data sources, database scoped credentials, and external file formats that are used in these samples.
+Your first step is to **create a database** with a datasource that references [NYC Yellow Taxi](https://azure.microsoft.com/services/open-datasets/catalog/nyc-taxi-limousine-commission-yellow-taxi-trip-records/) storage account. Then initialize the objects by executing [setup script](https://github.com/Azure-Samples/Synapse/blob/master/SQL/Samples/LdwSample/SampleDB.sql) on that database. This setup script will create the data sources, database scoped credentials, and external file formats that are used in these samples.
 
 ## Dataset
 
-[NYC Yellow Taxi](https://azure.microsoft.com/services/open-datasets/catalog/nyc-taxi-limousine-commission-yellow-taxi-trip-records/) dataset i used in this sample isYou can query Parquet files the same way you read CSV files. The only difference is that the FILEFORMAT parameter should be set to PARQUET. Examples in this article show the specifics of reading Parquet files.
-
-> [!NOTE]
-> You do not have to specify columns in the OPENROWSET WITH clause when reading parquet files. SQL on-demand will utilize metadata in the Parquet file and bind columns by name.
+[NYC Yellow Taxi](https://azure.microsoft.com/services/open-datasets/catalog/nyc-taxi-limousine-commission-yellow-taxi-trip-records/) dataset is used in this sample. You can query Parquet files the same way you [read CSV files](query-parquet-files.md). The only difference is that the `FILEFORMAT` parameter should be set to `PARQUET`. Examples in this article show the specifics of reading Parquet files.
 
 ## Query set of parquet files