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utils_mb_test_suite.py
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utils_mb_test_suite.py
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import json
import logging
import os
from dbtmetabase.metabase import MetabaseClient
from dbtmetabase.models.metabase import (
MetabaseModel,
MetabaseColumn,
ModelType,
)
mbc = MetabaseClient(
host="localhost:3000",
user="...",
password="...",
# use http for localhost docker
use_http=True,
)
logging.basicConfig(level=logging.DEBUG)
def test_mock_api(method: str, path: str):
BASE_PATH = "tests/fixtures/mock_api/"
if method == "get":
if os.path.exists(f"{BASE_PATH}/{path.lstrip('/')}.json"):
return json.load(
open(f"{BASE_PATH}/{path.lstrip('/')}.json", encoding="utf-8")
)
return {}
def rebuild_baseline_exposure_yaml():
models = [
MetabaseModel(
name="CUSTOMERS",
schema="PUBLIC",
description="This table has basic information about a customer, as well as some derived facts based on a customer's orders",
model_type=ModelType.nodes,
columns=[
MetabaseColumn(
name="CUSTOMER_ID",
description="This is a unique identifier for a customer",
meta_fields={},
semantic_type="type/FK",
visibility_type=None,
fk_target_table="PUBLIC.ORDERS",
fk_target_field="CUSTOMER_ID",
),
MetabaseColumn(
name="FIRST_NAME",
description="Customer's first name. PII.",
meta_fields={},
semantic_type=None,
visibility_type=None,
fk_target_table=None,
fk_target_field=None,
),
MetabaseColumn(
name="LAST_NAME",
description="Customer's last name. PII.",
meta_fields={},
semantic_type=None,
visibility_type=None,
fk_target_table=None,
fk_target_field=None,
),
MetabaseColumn(
name="FIRST_ORDER",
description="Date (UTC) of a customer's first order",
meta_fields={},
semantic_type=None,
visibility_type=None,
fk_target_table=None,
fk_target_field=None,
),
MetabaseColumn(
name="MOST_RECENT_ORDER",
description="Date (UTC) of a customer's most recent order",
meta_fields={},
semantic_type=None,
visibility_type=None,
fk_target_table=None,
fk_target_field=None,
),
MetabaseColumn(
name="NUMBER_OF_ORDERS",
description="Count of the number of orders a customer has placed",
meta_fields={},
semantic_type=None,
visibility_type=None,
fk_target_table=None,
fk_target_field=None,
),
MetabaseColumn(
name="CUSTOMER_LIFETIME_VALUE",
description="Total value (AUD) of a customer's orders",
meta_fields={},
semantic_type=None,
visibility_type=None,
fk_target_table=None,
fk_target_field=None,
),
],
),
MetabaseModel(
name="ORDERS",
schema="PUBLIC",
description="This table has basic information about orders, as well as some derived facts based on payments",
model_type=ModelType.nodes,
columns=[
MetabaseColumn(
name="ORDER_ID",
description="This is a unique identifier for an order",
meta_fields={},
semantic_type=None,
visibility_type=None,
fk_target_table=None,
fk_target_field=None,
),
MetabaseColumn(
name="CUSTOMER_ID",
description="Foreign key to the customers table",
meta_fields={},
semantic_type="type/FK",
visibility_type=None,
fk_target_table="PUBLIC.CUSTOMERS",
fk_target_field="CUSTOMER_ID",
),
MetabaseColumn(
name="ORDER_DATE",
description="Date (UTC) that the order was placed",
meta_fields={},
semantic_type=None,
visibility_type=None,
fk_target_table=None,
fk_target_field=None,
),
MetabaseColumn(
name="STATUS",
description="Orders can be one of the following statuses:\n\n| status | description |\n|----------------|------------------------------------------------------------------------------------------------------------------------|\n| placed | The order has been placed but has not yet left the warehouse |\n| shipped | The order has ben shipped to the customer and is currently in transit |\n| completed | The order has been received by the customer |\n| return_pending | The customer has indicated that they would like to return the order, but it has not yet been received at the warehouse |\n| returned | The order has been returned by the customer and received at the warehouse |",
meta_fields={},
semantic_type=None,
visibility_type=None,
fk_target_table=None,
fk_target_field=None,
),
MetabaseColumn(
name="AMOUNT",
description="Total amount (AUD) of the order",
meta_fields={},
semantic_type=None,
visibility_type=None,
fk_target_table=None,
fk_target_field=None,
),
MetabaseColumn(
name="CREDIT_CARD_AMOUNT",
description="Amount of the order (AUD) paid for by credit card",
meta_fields={},
semantic_type=None,
visibility_type=None,
fk_target_table=None,
fk_target_field=None,
),
MetabaseColumn(
name="COUPON_AMOUNT",
description="Amount of the order (AUD) paid for by coupon",
meta_fields={},
semantic_type=None,
visibility_type=None,
fk_target_table=None,
fk_target_field=None,
),
MetabaseColumn(
name="BANK_TRANSFER_AMOUNT",
description="Amount of the order (AUD) paid for by bank transfer",
meta_fields={},
semantic_type=None,
visibility_type=None,
fk_target_table=None,
fk_target_field=None,
),
MetabaseColumn(
name="GIFT_CARD_AMOUNT",
description="Amount of the order (AUD) paid for by gift card",
meta_fields={},
semantic_type=None,
visibility_type=None,
fk_target_table=None,
fk_target_field=None,
),
],
),
MetabaseModel(
name="STG_CUSTOMERS",
schema="PUBLIC",
description="",
model_type=ModelType.nodes,
columns=[
MetabaseColumn(
name="CUSTOMER_ID",
description="",
meta_fields={},
semantic_type=None,
visibility_type=None,
fk_target_table=None,
fk_target_field=None,
)
],
),
MetabaseModel(
name="STG_ORDERS",
schema="PUBLIC",
description="",
model_type=ModelType.nodes,
columns=[
MetabaseColumn(
name="ORDER_ID",
description="",
meta_fields={},
semantic_type=None,
visibility_type=None,
fk_target_table=None,
fk_target_field=None,
),
MetabaseColumn(
name="STATUS",
description="",
meta_fields={},
semantic_type=None,
visibility_type=None,
fk_target_table=None,
fk_target_field=None,
),
],
),
MetabaseModel(
name="STG_PAYMENTS",
schema="PUBLIC",
description="",
model_type=ModelType.nodes,
columns=[
MetabaseColumn(
name="PAYMENT_ID",
description="",
meta_fields={},
semantic_type=None,
visibility_type=None,
fk_target_table=None,
fk_target_field=None,
),
MetabaseColumn(
name="PAYMENT_METHOD",
description="",
meta_fields={},
semantic_type=None,
visibility_type=None,
fk_target_table=None,
fk_target_field=None,
),
],
),
]
mbc.extract_exposures(
models,
output_name="baseline_test_exposures",
output_path="tests/fixtures/exposure",
)