OpenMetadata/ingestion/tests/unit/pii/test_column_name_scanner.py

67 lines
2.5 KiB
Python
Raw Normal View History

# Copyright 2021 Collate
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
# http://www.apache.org/licenses/LICENSE-2.0
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""
Test Column Name Scanner
"""
from unittest import TestCase
from metadata.pii.models import TagAndConfidence, TagType
from metadata.pii.scanners.column_name_scanner import ColumnNameScanner
EXPECTED_SENSITIVE = TagAndConfidence(
tag=TagType.SENSITIVE,
confidence=1,
)
class ColumnNameScannerTest(TestCase):
"""
Validate various typical column names
"""
def test_column_names_none(self):
self.assertIsNone(ColumnNameScanner.scan("access_channel"))
self.assertIsNone(ColumnNameScanner.scan("status_reason"))
# Credit Card
self.assertIsNone(ColumnNameScanner.scan("credit"))
self.assertIsNone(ColumnNameScanner.scan("user_credits"))
# Users
self.assertIsNone(ColumnNameScanner.scan("id"))
self.assertIsNone(ColumnNameScanner.scan("user_id"))
def test_column_names_sensitive(self):
# Bank
self.assertEqual(ColumnNameScanner.scan("bank_account"), EXPECTED_SENSITIVE)
# Credit Card
self.assertEqual(ColumnNameScanner.scan("credit_card"), EXPECTED_SENSITIVE)
self.assertEqual(
ColumnNameScanner.scan("credit_card_number"), EXPECTED_SENSITIVE
)
self.assertEqual(
ColumnNameScanner.scan("personal_credit_card"), EXPECTED_SENSITIVE
)
# Users
self.assertEqual(ColumnNameScanner.scan("user_name"), EXPECTED_SENSITIVE)
self.assertEqual(ColumnNameScanner.scan("user_first_name"), EXPECTED_SENSITIVE)
self.assertEqual(ColumnNameScanner.scan("user_last_name"), EXPECTED_SENSITIVE)
self.assertEqual(ColumnNameScanner.scan("client_name"), EXPECTED_SENSITIVE)
self.assertEqual(
ColumnNameScanner.scan("person_first_name"), EXPECTED_SENSITIVE
)
self.assertEqual(ColumnNameScanner.scan("client_last_name"), EXPECTED_SENSITIVE)
self.assertEqual(ColumnNameScanner.scan("email"), EXPECTED_SENSITIVE)