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Google BigQuery

Install

Install ibis and dependencies for the Google BigQuery backend:

pip install 'ibis-framework[bigquery]'
conda install -c conda-forge ibis-bigquery
mamba install -c conda-forge ibis-bigquery

Connect

API

Create a client by passing in connection parameters to ibis.bigquery.connect.

See ibis.backends.bigquery.Backend.do_connect for connection parameter information.

ibis.bigquery.connect is a thin wrapper around ibis.backends.bigquery.Backend.do_connect.

Connection Parameters

do_connect(project_id=None, dataset_id='', credentials=None, application_name=None, auth_local_webserver=True, auth_external_data=False, auth_cache='default', partition_column='PARTITIONTIME')

Create a :class:Backend for use with Ibis.

Parameters:

Name Type Description Default
project_id str | None

A BigQuery project id.

None
dataset_id str

A dataset id that lives inside of the project indicated by project_id.

''
credentials google.auth.credentials.Credentials | None

Optional credentials.

None
application_name str | None

A string identifying your application to Google API endpoints.

None
auth_local_webserver bool

Use a local webserver for the user authentication. Binds a webserver to an open port on localhost between 8080 and 8089, inclusive, to receive authentication token. If not set, defaults to False, which requests a token via the console.

True
auth_external_data bool

Authenticate using additional scopes required to query external data sources <https://cloud.google.com/bigquery/external-data-sources>_, such as Google Sheets, files in Google Cloud Storage, or files in Google Drive. If not set, defaults to False, which requests the default BigQuery scopes.

False
auth_cache str

Selects the behavior of the credentials cache.

'default' Reads credentials from disk if available, otherwise authenticates and caches credentials to disk.

'reauth' Authenticates and caches credentials to disk.

'none' Authenticates and does not cache credentials.

Defaults to 'default'.

'default'
partition_column str | None

Identifier to use instead of default _PARTITIONTIME partition column. Defaults to 'PARTITIONTIME'.

'PARTITIONTIME'

Returns:

Type Description
Backend

An instance of the BigQuery backend.

Backend API

Backend

Bases: BaseSQLBackend

Functions

execute(expr, params=None, limit='default', **kwargs)

Compile and execute the given Ibis expression.

Compile and execute Ibis expression using this backend client interface, returning results in-memory in the appropriate object type

Parameters:

Name Type Description Default
expr

Ibis expression to execute

required
limit

Retrieve at most this number of values/rows. Overrides any limit already set on the expression.

'default'
params

Query parameters

None
kwargs

Extra arguments specific to the backend

{}

Returns:

Type Description
pd.DataFrame | pd.Series | scalar

Output from execution

exists_database(name)

Return whether a database name exists in the current connection.

Deprecated in Ibis 2.0. Use name in client.list_databases() instead.

exists_table(name, database=None)

Return whether a table name exists in the database.

Deprecated in Ibis 2.0. Use name in client.list_tables() instead.


Last update: January 14, 2023