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Managing Tables
~~~~~~~~~~~~~~~
Tables exist within datasets. See BigQuery documentation for more information
on `Tables <https://cloud.google.com/bigquery/docs/tables>`_.
Listing Tables
^^^^^^^^^^^^^^
List the tables belonging to a dataset with the
:func:`~google.cloud.bigquery.client.Client.list_tables` method:
.. literalinclude:: ../samples/list_tables.py
:language: python
:dedent: 4
:start-after: [START bigquery_list_tables]
:end-before: [END bigquery_list_tables]
Getting a Table
^^^^^^^^^^^^^^^
Get a table resource with the
:func:`~google.cloud.bigquery.client.Client.get_table` method:
.. literalinclude:: ../samples/get_table.py
:language: python
:dedent: 4
:start-after: [START bigquery_get_table]
:end-before: [END bigquery_get_table]
Determine if a table exists with the
:func:`~google.cloud.bigquery.client.Client.get_table` method:
.. literalinclude:: ../samples/table_exists.py
:language: python
:dedent: 4
:start-after: [START bigquery_table_exists]
:end-before: [END bigquery_table_exists]
Browse data rows in a table with the
:func:`~google.cloud.bigquery.client.Client.list_rows` method:
.. literalinclude:: ../samples/browse_table_data.py
:language: python
:dedent: 4
:start-after: [START bigquery_browse_table]
:end-before: [END bigquery_browse_table]
Creating a Table
^^^^^^^^^^^^^^^^
Create an empty table with the
:func:`~google.cloud.bigquery.client.Client.create_table` method:
.. literalinclude:: ../samples/create_table.py
:language: python
:dedent: 4
:start-after: [START bigquery_create_table]
:end-before: [END bigquery_create_table]
Create a table using an external data source with the
:func:`~google.cloud.bigquery.client.Client.create_table` method:
.. literalinclude:: ../samples/snippets/create_table_external_data_configuration.py
:language: python
:dedent: 4
:start-after: [START bigquery_create_table_external_data_configuration]
:end-before: [END bigquery_create_table_external_data_configuration]
Create a clustered table with the
:func:`~google.cloud.bigquery.client.Client.create_table` method:
.. literalinclude:: ../samples/create_table_clustered.py
:language: python
:dedent: 4
:start-after: [START bigquery_create_table_clustered]
:end-before: [END bigquery_create_table_clustered]
Create an integer range partitioned table with the
:func:`~google.cloud.bigquery.client.Client.create_table` method:
.. literalinclude:: ../samples/create_table_range_partitioned.py
:language: python
:dedent: 4
:start-after: [START bigquery_create_table_range_partitioned]
:end-before: [END bigquery_create_table_range_partitioned]
Load table data from a file with the
:func:`~google.cloud.bigquery.client.Client.load_table_from_file` method:
.. literalinclude:: ../samples/load_table_file.py
:language: python
:dedent: 4
:start-after: [START bigquery_load_from_file]
:end-before: [END bigquery_load_from_file]
Creating a clustered table from a query result:
.. literalinclude:: ../samples/client_query_destination_table_clustered.py
:language: python
:dedent: 4
:start-after: [START bigquery_query_clustered_table]
:end-before: [END bigquery_query_clustered_table]
Creating a clustered table when you load data with the
:func:`~google.cloud.bigquery.client.Client.load_table_from_uri` method:
.. literalinclude:: ../samples/load_table_clustered.py
:language: python
:dedent: 4
:start-after: [START bigquery_load_table_clustered]
:end-before: [END bigquery_load_table_clustered]
Load a CSV file from Cloud Storage with the
:func:`~google.cloud.bigquery.client.Client.load_table_from_uri` method:
.. literalinclude:: ../samples/load_table_uri_csv.py
:language: python
:dedent: 4
:start-after: [START bigquery_load_table_gcs_csv]
:end-before: [END bigquery_load_table_gcs_csv]
See also: `Loading CSV data from Cloud Storage
<https://cloud.google.com/bigquery/docs/loading-data-cloud-storage-csv>`_.
Load a JSON file from Cloud Storage:
.. literalinclude:: ../samples/load_table_uri_json.py
:language: python
:dedent: 4
:start-after: [START bigquery_load_table_gcs_json]
:end-before: [END bigquery_load_table_gcs_json]
See also: `Loading JSON data from Cloud Storage
<https://cloud.google.com/bigquery/docs/loading-data-cloud-storage-json>`_.
Load a Parquet file from Cloud Storage:
.. literalinclude:: ../samples/load_table_uri_parquet.py
:language: python
:dedent: 4
:start-after: [START bigquery_load_table_gcs_parquet]
:end-before: [END bigquery_load_table_gcs_parquet]
See also: `Loading Parquet data from Cloud Storage
<https://cloud.google.com/bigquery/docs/loading-data-cloud-storage-parquet>`_.
Load an Avro file from Cloud Storage:
.. literalinclude:: ../samples/load_table_uri_avro.py
:language: python
:dedent: 4
:start-after: [START bigquery_load_table_gcs_avro]
:end-before: [END bigquery_load_table_gcs_avro]
See also: `Loading Avro data from Cloud Storage
<https://cloud.google.com/bigquery/docs/loading-data-cloud-storage-avro>`_.
Load an ORC file from Cloud Storage:
.. literalinclude:: ../samples/load_table_uri_orc.py
:language: python
:dedent: 4
:start-after: [START bigquery_load_table_gcs_orc]
:end-before: [END bigquery_load_table_gcs_orc]
See also: `Loading ORC data from Cloud Storage
<https://cloud.google.com/bigquery/docs/loading-data-cloud-storage-orc>`_.
Load a CSV file from Cloud Storage and auto-detect schema:
.. literalinclude:: ../samples/load_table_uri_autodetect_csv.py
:language: python
:dedent: 4
:start-after: [START bigquery_load_table_gcs_csv_autodetect]
:end-before: [END bigquery_load_table_gcs_csv_autodetect]
Load a JSON file from Cloud Storage and auto-detect schema:
.. literalinclude:: ../samples/load_table_uri_autodetect_json.py
:language: python
:dedent: 4
:start-after: [START bigquery_load_table_gcs_json_autodetect]
:end-before: [END bigquery_load_table_gcs_json_autodetect]
Updating a Table
^^^^^^^^^^^^^^^^
Update a property in a table's metadata with the
:func:`~google.cloud.bigquery.client.Client.update_table` method:
.. literalinclude:: ../snippets.py
:language: python
:dedent: 4
:start-after: [START bigquery_update_table_description]
:end-before: [END bigquery_update_table_description]
Insert rows into a table's data with the
:func:`~google.cloud.bigquery.client.Client.insert_rows` method:
.. literalinclude:: ../samples/table_insert_rows.py
:language: python
:dedent: 4
:start-after: [START bigquery_table_insert_rows]
:end-before: [END bigquery_table_insert_rows]
Insert rows into a table's data with the
:func:`~google.cloud.bigquery.client.Client.insert_rows` method, achieving
higher write limit:
.. literalinclude:: ../samples/table_insert_rows_explicit_none_insert_ids.py
:language: python
:dedent: 4
:start-after: [START bigquery_table_insert_rows_explicit_none_insert_ids]
:end-before: [END bigquery_table_insert_rows_explicit_none_insert_ids]
Mind that inserting data with ``None`` row insert IDs can come at the expense of
more duplicate inserts. See also:
`Streaming inserts <https://cloud.google.com/bigquery/quotas#streaming_inserts>`_.
Add an empty column to the existing table with the
:func:`~google.cloud.bigquery.update_table` method:
.. literalinclude:: ../samples/add_empty_column.py
:language: python
:dedent: 4
:start-after: [START bigquery_add_empty_column]
:end-before: [END bigquery_add_empty_column]
Copying a Table
^^^^^^^^^^^^^^^
Copy a table with the
:func:`~google.cloud.bigquery.client.Client.copy_table` method:
.. literalinclude:: ../samples/copy_table.py
:language: python
:dedent: 4
:start-after: [START bigquery_copy_table]
:end-before: [END bigquery_copy_table]
Copy table data to Google Cloud Storage with the
:func:`~google.cloud.bigquery.client.Client.extract_table` method:
.. literalinclude:: ../snippets.py
:language: python
:dedent: 4
:start-after: [START bigquery_extract_table]
:end-before: [END bigquery_extract_table]
Deleting a Table
^^^^^^^^^^^^^^^^
Delete a table with the
:func:`~google.cloud.bigquery.client.Client.delete_table` method:
.. literalinclude:: ../samples/delete_table.py
:language: python
:dedent: 4
:start-after: [START bigquery_delete_table]
:end-before: [END bigquery_delete_table]
Restoring a Deleted Table
^^^^^^^^^^^^^^^^^^^^^^^^^
Restore a deleted table from a snapshot by using the
:func:`~google.cloud.bigquery.client.Client.copy_table` method:
.. literalinclude:: ../samples/undelete_table.py
:language: python
:dedent: 4
:start-after: [START bigquery_undelete_table]
:end-before: [END bigquery_undelete_table]
Overwrite a Table
^^^^^^^^^^^^^^^^^
Replace the table data with an Avro file from Cloud Storage:
.. literalinclude:: ../samples/load_table_uri_truncate_avro.py
:language: python
:dedent: 4
:start-after: [START bigquery_load_table_gcs_avro_truncate]
:end-before: [END bigquery_load_table_gcs_avro_truncate]
Replace the table data with a CSV file from Cloud Storage:
.. literalinclude:: ../samples/load_table_uri_truncate_csv.py
:language: python
:dedent: 4
:start-after: [START bigquery_load_table_gcs_csv_truncate]
:end-before: [END bigquery_load_table_gcs_csv_truncate]
Replace the table data with a JSON file from Cloud Storage:
.. literalinclude:: ../samples/load_table_uri_truncate_json.py
:language: python
:dedent: 4
:start-after: [START bigquery_load_table_gcs_json_truncate]
:end-before: [END bigquery_load_table_gcs_json_truncate]
Replace the table data with an ORC file from Cloud Storage:
.. literalinclude:: ../samples/load_table_uri_truncate_orc.py
:language: python
:dedent: 4
:start-after: [START bigquery_load_table_gcs_orc_truncate]
:end-before: [END bigquery_load_table_gcs_orc_truncate]
Replace the table data with a Parquet file from Cloud Storage:
.. literalinclude:: ../samples/load_table_uri_truncate_parquet.py
:language: python
:dedent: 4
:start-after: [START bigquery_load_table_gcs_parquet_truncate]
:end-before: [END bigquery_load_table_gcs_parquet_truncate]
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