mirror of
https://github.com/open-metadata/OpenMetadata.git
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ca5945c5be
* Initial implementation for Dimensionality on Data Quality Tests * Fix ColumnValuesToBeUnique and create TestCaseResult API * Refactor dimension result * Initial E2E Implementation without Impact Score * Dimensionality Thin Slice * Update generated TypeScript types * Update generated TypeScript types * Removed useless method to use the one we already had * Fix Pandas Dimensionality checks * Remove useless comments * Implement PR comments, fix Tests * Improve the code a bit * Fix imports * Implement Dimensionality for ColumnMeanToBeBetween * Removed useless comments and improved minor things * Implement UnitTests * Fixes * Moved import pandas to type checking * Fix Min/Max being optional * Fix Unittests * small fixes * Fix Unittests * Fix Issue with counting total rows on mean * Improve code * Fix Merge * Removed unused type * Refactor to reduce code repetition and complexity * Fix conflict * Rename method * Refactor some metrics * Implement Dimensionality to ColumnLengthToBeBetween * Implement Dimensionality for ColumnMedianToBeBetween in Pandas * Implement Median Dimensionality for SQL * Add database tests * Fix median metric * Implement Dimensionality SumToBeBetween * Implement dimensionality for Column Values not In Set * Implement Dimensionality for ColumnValuestoMatchRegex and ColumnValuesToNotMatchRegex * Implement NotNull and MissingCount dimensionality * Implement columnValuesToBeBetween dimensionality * Fix test --------- Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
1101 lines
36 KiB
Python
1101 lines
36 KiB
Python
# Copyright 2025 Collate
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# Licensed under the Collate Community License, Version 1.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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# https://github.com/open-metadata/OpenMetadata/blob/main/ingestion/LICENSE
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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"""
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Test Table and Column Tests' validate implementations.
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Each test should validate the Success, Failure and Aborted statuses
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"""
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from datetime import date, datetime
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from unittest.mock import patch
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import pytest
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from metadata.data_quality.validations.models import (
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TableCustomSQLQueryRuntimeParameters,
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)
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from metadata.generated.schema.entity.services.databaseService import DatabaseConnection
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from metadata.generated.schema.tests.basic import TestCaseResult, TestCaseStatus
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from metadata.generated.schema.tests.testCase import TestCaseParameterValue
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from metadata.utils.importer import import_test_case_class
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EXECUTION_DATE = datetime.strptime("2021-07-03", "%Y-%m-%d")
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TEST_CASE_SUPPORT_ROW_LEVEL_PASS_FAILED = {
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"columnValuesLengthToBeBetween",
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"columnValuesToBeBetween",
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"columnValuesToBeInSet",
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"columnValuesToBeNotInSet",
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"columnValuesToBeNotNull",
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"columnValuesToBeUnique",
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"columnValuesToMatchRegex",
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"columnValuesToNotMatchRegex",
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"tableCustomSQLQuery",
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}
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# pylint: disable=line-too-long
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@pytest.mark.parametrize(
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"test_case_name,test_case_type,test_type,expected,expected_dimension",
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[
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(
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"test_case_column_values_to_be_between_date",
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"columnValuesToBeBetween",
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"COLUMN",
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(
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TestCaseResult,
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"2021-07-01 00:00:00",
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"2021-07-01 23:59:59.999999",
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TestCaseStatus.Failed,
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0.0,
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80.0,
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0.0,
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100.0,
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),
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None,
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),
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(
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"test_case_column_values_to_be_between_datetime",
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"columnValuesToBeBetween",
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"COLUMN",
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(
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TestCaseResult,
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"2021-07-01 10:37:59",
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"2021-07-01 10:37:59",
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TestCaseStatus.Success,
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None,
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None,
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None,
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None,
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),
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None,
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),
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(
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"test_case_column_value_length_to_be_between",
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"columnValueLengthsToBeBetween",
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"COLUMN",
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(
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TestCaseResult,
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"0",
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"8",
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TestCaseStatus.Failed,
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70.0,
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10.0,
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87.5,
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12.5,
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),
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None,
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),
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(
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"test_case_column_value_length_to_be_between_col_space",
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"columnValueLengthsToBeBetween",
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"COLUMN",
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(TestCaseResult, "2", "3", TestCaseStatus.Success, 80.0, 0.0, 100.0, 0.0),
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None,
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),
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(
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"test_case_column_value_length_to_be_between_no_min",
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"columnValueLengthsToBeBetween",
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"COLUMN",
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(TestCaseResult, None, None, TestCaseStatus.Success, 80.0, 0.0, 100.0, 0.0),
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None,
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),
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(
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"test_case_column_value_max_to_be_between",
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"columnValueMaxToBeBetween",
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"COLUMN",
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(TestCaseResult, "31", None, TestCaseStatus.Failed, None, None, None, None),
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None,
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),
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(
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"test_case_column_value_max_to_be_between_no_min",
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"columnValueMaxToBeBetween",
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"COLUMN",
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(TestCaseResult, None, None, TestCaseStatus.Failed, None, None, None, None),
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None,
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),
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(
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"test_case_column_value_mean_to_be_between",
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"columnValueMeanToBeBetween",
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"COLUMN",
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(
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TestCaseResult,
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"30.5",
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None,
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TestCaseStatus.Failed,
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None,
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None,
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None,
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None,
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),
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None,
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),
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(
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"test_case_column_value_mean_to_be_between_no_max",
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"columnValueMeanToBeBetween",
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"COLUMN",
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(
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TestCaseResult,
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None,
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None,
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TestCaseStatus.Success,
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None,
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None,
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None,
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None,
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),
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None,
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),
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(
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"test_case_column_value_median_to_be_between",
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"columnValueMedianToBeBetween",
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"COLUMN",
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(
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TestCaseResult,
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"30",
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None,
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TestCaseStatus.Failed,
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None,
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None,
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None,
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None,
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),
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None,
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),
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(
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"test_case_column_value_min_to_be_between",
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"columnValueMinToBeBetween",
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"COLUMN",
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(
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TestCaseResult,
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"30",
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None,
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TestCaseStatus.Success,
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None,
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None,
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None,
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None,
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),
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None,
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),
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(
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"test_case_column_value_min_to_be_between_no_min",
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"columnValueMinToBeBetween",
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"COLUMN",
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(
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TestCaseResult,
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None,
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None,
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TestCaseStatus.Success,
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None,
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None,
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None,
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None,
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),
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None,
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),
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(
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"test_case_column_value_stddev_to_be_between",
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"columnValueStdDevToBeBetween",
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"COLUMN",
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(
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TestCaseResult,
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"0.25",
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None,
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TestCaseStatus.Failed,
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None,
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None,
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None,
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None,
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),
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None,
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),
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(
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"test_case_column_value_stddev_to_be_between_no_min",
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"columnValueStdDevToBeBetween",
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"COLUMN",
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(
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TestCaseResult,
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None,
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None,
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TestCaseStatus.Success,
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None,
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None,
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None,
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None,
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),
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None,
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),
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(
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"test_case_column_value_in_set",
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"columnValuesToBeInSet",
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"COLUMN",
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(
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TestCaseResult,
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"20",
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None,
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TestCaseStatus.Success,
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20.0,
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60.0,
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25.0,
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75.0,
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),
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None,
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),
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(
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"test_case_column_values_missing_count_to_be_equal",
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"columnValuesMissingCount",
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"COLUMN",
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(
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TestCaseResult,
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"20",
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None,
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TestCaseStatus.Failed,
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None,
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None,
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None,
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None,
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),
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None,
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),
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(
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"test_case_column_values_missing_count_to_be_equal_missing_values",
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"columnValuesMissingCount",
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"COLUMN",
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(TestCaseResult, "30", None, TestCaseStatus.Failed, None, None, None, None),
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None,
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),
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(
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"test_case_column_values_not_in_set",
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"columnValuesToBeNotInSet",
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"COLUMN",
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(
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TestCaseResult,
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"20",
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None,
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TestCaseStatus.Failed,
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60.0,
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20.0,
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75.0,
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25.0,
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),
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None,
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),
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(
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"test_case_column_sum_to_be_between",
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"columnValuesSumToBeBetween",
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"COLUMN",
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(
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TestCaseResult,
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"1830",
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None,
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TestCaseStatus.Failed,
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None,
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None,
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None,
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None,
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),
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None,
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),
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(
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"test_case_column_values_to_be_between",
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"columnValuesToBeBetween",
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"COLUMN",
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(
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TestCaseResult,
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"30",
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None,
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TestCaseStatus.Success,
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80,
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0,
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100,
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0,
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),
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None,
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),
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(
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"test_case_column_values_to_be_not_null",
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"columnValuesToBeNotNull",
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"COLUMN",
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(
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TestCaseResult,
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"10",
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None,
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TestCaseStatus.Failed,
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70.0,
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10.0,
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87.5,
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12.5,
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),
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None,
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),
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(
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"test_case_column_values_to_be_unique",
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"columnValuesToBeUnique",
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"COLUMN",
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(TestCaseResult, "70", "0", TestCaseStatus.Failed, 0.0, 70.0, 0.0, 100.0),
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None,
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),
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(
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"test_case_column_values_to_match_regex",
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"columnValuesToMatchRegex",
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"COLUMN",
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(TestCaseResult, "30", None, TestCaseStatus.Failed, 30.0, 50.0, 37.5, 62.5),
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None,
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),
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(
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"test_case_column_values_to_not_match_regex",
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"columnValuesToNotMatchRegex",
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"COLUMN",
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(TestCaseResult, "0", None, TestCaseStatus.Success, 80.0, 0.0, 100.0, 0.0),
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None,
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),
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(
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"test_case_table_column_count_to_be_between",
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"tableColumnCountToBeBetween",
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"TABLE",
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(
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TestCaseResult,
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"11",
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None,
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TestCaseStatus.Success,
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None,
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None,
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None,
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None,
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),
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None,
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),
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(
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"test_case_table_column_count_to_equal",
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"tableColumnCountToEqual",
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"TABLE",
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(TestCaseResult, "11", None, TestCaseStatus.Failed, None, None, None, None),
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None,
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),
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(
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"test_case_table_column_name_to_exist",
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"tableColumnNameToExist",
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"TABLE",
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(TestCaseResult, "1", None, TestCaseStatus.Success, None, None, None, None),
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None,
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),
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(
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"test_case_column_to_match_set",
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"tableColumnToMatchSet",
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"TABLE",
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(
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TestCaseResult,
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"0",
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None,
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TestCaseStatus.Failed,
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None,
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None,
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None,
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None,
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),
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None,
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),
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(
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"test_case_column_to_match_set_ordered",
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"tableColumnToMatchSet",
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"TABLE",
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(TestCaseResult, None, None, TestCaseStatus.Failed, None, None, None, None),
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None,
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),
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(
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"test_case_table_custom_sql_query",
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"tableCustomSQLQuery",
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"TABLE",
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(TestCaseResult, "60", None, TestCaseStatus.Failed, None, None, None, None),
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None,
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),
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(
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"test_case_table_custom_sql_query_success",
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"tableCustomSQLQuery",
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"TABLE",
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(TestCaseResult, "0", None, TestCaseStatus.Success, None, None, None, None),
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None,
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),
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(
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"test_case_table_custom_sql_with_partition_condition",
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"tableCustomSQLQuery",
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"TABLE",
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(TestCaseResult, "10", None, TestCaseStatus.Failed, 10, 10, 50.0, 50.0),
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None,
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),
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(
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"test_case_table_row_count_to_be_between",
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"tableRowCountToBeBetween",
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"TABLE",
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(
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TestCaseResult,
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"80",
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None,
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TestCaseStatus.Success,
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None,
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None,
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None,
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None,
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),
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None,
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),
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(
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"test_case_table_row_count_to_be_equal",
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"tableRowCountToEqual",
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"TABLE",
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(TestCaseResult, "80", None, TestCaseStatus.Failed, None, None, None, None),
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None,
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),
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(
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"test_case_table_row_inserted_count_to_be_between",
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"tableRowInsertedCountToBeBetween",
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"TABLE",
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(
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TestCaseResult,
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"16",
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None,
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TestCaseStatus.Success,
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None,
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None,
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None,
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None,
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),
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None,
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),
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(
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"test_case_table_custom_sql_query_with_threshold_success",
|
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"tableCustomSQLQuery",
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"TABLE",
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(
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TestCaseResult,
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"30",
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None,
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TestCaseStatus.Success,
|
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None,
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None,
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None,
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None,
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),
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None,
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),
|
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(
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"test_case_table_custom_sql_unsafe_query_aborted",
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"tableCustomSQLQuery",
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"TABLE",
|
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(
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TestCaseResult,
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None,
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None,
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TestCaseStatus.Aborted,
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None,
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None,
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None,
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None,
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),
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None,
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),
|
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(
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"test_case_column_values_to_be_at_expected_location",
|
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"columnValuesToBeAtExpectedLocation",
|
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"COLUMN",
|
|
(
|
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TestCaseResult,
|
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"80",
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"0",
|
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TestCaseStatus.Success,
|
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None,
|
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None,
|
|
None,
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None,
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),
|
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None,
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),
|
|
(
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"test_case_column_value_in_set_boolean",
|
|
"columnValuesToBeInSet",
|
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"COLUMN",
|
|
(
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TestCaseResult,
|
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"70",
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None,
|
|
TestCaseStatus.Success,
|
|
70.0,
|
|
10.0,
|
|
87.5,
|
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12.5,
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),
|
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None,
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),
|
|
(
|
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"test_case_column_values_to_be_in_set_dimensional_match_enum",
|
|
"columnValuesToBeInSet",
|
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"COLUMN",
|
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(TestCaseResult, "20", None, TestCaseStatus.Failed, 20.0, 60.0, 25.0, 75.0),
|
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[
|
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("fullname=Alice Smith", TestCaseStatus.Failed, 0, 10, 0, 100, 0.0333),
|
|
("fullname=Bob Johnson", TestCaseStatus.Failed, 0, 10, 0, 100, 0.0333),
|
|
(
|
|
"fullname=Charlie Brown",
|
|
TestCaseStatus.Failed,
|
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0,
|
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10,
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0,
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100,
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0.0333,
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),
|
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("fullname=Diana Prince", TestCaseStatus.Failed, 0, 10, 0, 100, 0.0333),
|
|
("fullname=Eve Wilson", TestCaseStatus.Failed, 0, 10, 0, 100, 0.0333),
|
|
(
|
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"fullname=Others",
|
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TestCaseStatus.Failed,
|
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20,
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10,
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66.67,
|
|
33.33,
|
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0.0111,
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),
|
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],
|
|
),
|
|
(
|
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"test_case_column_values_to_be_in_set_dimensional_no_match_enum",
|
|
"columnValuesToBeInSet",
|
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"COLUMN",
|
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(TestCaseResult, "20", None, TestCaseStatus.Success, 20.0, 0.0, 25.0, 0.0),
|
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[
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("fullname=Alice Smith", TestCaseStatus.Failed, 0, 0, 0, 0, None),
|
|
("fullname=Bob Johnson", TestCaseStatus.Failed, 0, 0, 0, 0, None),
|
|
("fullname=Charlie Brown", TestCaseStatus.Failed, 0, 0, 0, 0, None),
|
|
("fullname=Diana Prince", TestCaseStatus.Failed, 0, 0, 0, 0, None),
|
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("fullname=Eve Wilson", TestCaseStatus.Failed, 0, 0, 0, 0, None),
|
|
("fullname=Others", TestCaseStatus.Success, 20, 0, 100, 0, None),
|
|
],
|
|
),
|
|
(
|
|
"test_case_column_values_to_be_unique_dimensional",
|
|
"columnValuesToBeUnique",
|
|
"COLUMN",
|
|
(TestCaseResult, "80", "0", TestCaseStatus.Failed, 0.0, 80.0, 0.0, 100.0),
|
|
[
|
|
("name=John", TestCaseStatus.Failed, 0, 20, 0, 100, 0.0667),
|
|
("name=Alice", TestCaseStatus.Failed, 0, 10, 0, 100, 0.0333),
|
|
("name=Bob", TestCaseStatus.Failed, 0, 10, 0, 100, 0.0333),
|
|
("name=Charlie", TestCaseStatus.Failed, 0, 10, 0, 100, 0.0333),
|
|
("name=Diana", TestCaseStatus.Failed, 0, 10, 0, 100, 0.0333),
|
|
("name=Others", TestCaseStatus.Failed, 0, 20, 0, 100, 0.0667),
|
|
],
|
|
),
|
|
(
|
|
"test_case_column_value_mean_to_be_between_dimensional",
|
|
"columnValueMeanToBeBetween",
|
|
"COLUMN",
|
|
(
|
|
TestCaseResult,
|
|
"30.5",
|
|
None,
|
|
TestCaseStatus.Failed,
|
|
None,
|
|
None,
|
|
None,
|
|
None,
|
|
),
|
|
[
|
|
("name=John", TestCaseStatus.Failed, None, None, None, None, 0.0667),
|
|
("name=Others", TestCaseStatus.Failed, None, None, None, None, 0.0667),
|
|
("name=Diana", TestCaseStatus.Failed, None, None, None, None, 0.0333),
|
|
("name=Charlie", TestCaseStatus.Failed, None, None, None, None, 0.0333),
|
|
("name=Bob", TestCaseStatus.Failed, None, None, None, None, 0.0333),
|
|
("name=Alice", TestCaseStatus.Failed, None, None, None, None, 0.0333),
|
|
],
|
|
),
|
|
(
|
|
"test_case_column_value_mean_to_be_between_dimensional_without_max",
|
|
"columnValueMeanToBeBetween",
|
|
"COLUMN",
|
|
(
|
|
TestCaseResult,
|
|
"30.5",
|
|
None,
|
|
TestCaseStatus.Failed,
|
|
None,
|
|
None,
|
|
None,
|
|
None,
|
|
),
|
|
[
|
|
("name=John", TestCaseStatus.Failed, None, None, None, None, 0.0667),
|
|
("name=Charlie", TestCaseStatus.Failed, None, None, None, None, 0.0333),
|
|
("name=Alice", TestCaseStatus.Failed, None, None, None, None, 0.0333),
|
|
("name=Diana", TestCaseStatus.Success, None, None, None, None, 0.0),
|
|
("name=Bob", TestCaseStatus.Success, None, None, None, None, 0.0),
|
|
("name=Others", TestCaseStatus.Success, None, None, None, None, 0.0),
|
|
],
|
|
),
|
|
(
|
|
"test_case_column_value_max_to_be_between_dimensional",
|
|
"columnValueMaxToBeBetween",
|
|
"COLUMN",
|
|
(
|
|
TestCaseResult,
|
|
"31",
|
|
None,
|
|
TestCaseStatus.Failed,
|
|
None,
|
|
None,
|
|
None,
|
|
None,
|
|
),
|
|
[
|
|
("name=Jane", TestCaseStatus.Failed, None, None, None, None, 0.0333),
|
|
("name=Diana", TestCaseStatus.Failed, None, None, None, None, 0.0333),
|
|
("name=Bob", TestCaseStatus.Failed, None, None, None, None, 0.0333),
|
|
("name=Charlie", TestCaseStatus.Success, None, None, None, None, 0),
|
|
("name=Alice", TestCaseStatus.Success, None, None, None, None, 0),
|
|
("name=Others", TestCaseStatus.Success, None, None, None, None, 0),
|
|
],
|
|
),
|
|
(
|
|
"test_case_column_value_max_to_be_between_dimensional_without_max",
|
|
"columnValueMaxToBeBetween",
|
|
"COLUMN",
|
|
(
|
|
TestCaseResult,
|
|
"31",
|
|
None,
|
|
TestCaseStatus.Success,
|
|
None,
|
|
None,
|
|
None,
|
|
None,
|
|
),
|
|
[
|
|
("name=John", TestCaseStatus.Failed, None, None, None, None, 0.0667),
|
|
("name=Charlie", TestCaseStatus.Failed, None, None, None, None, 0.0333),
|
|
("name=Alice", TestCaseStatus.Failed, None, None, None, None, 0.0333),
|
|
("name=Others", TestCaseStatus.Success, None, None, None, None, 0.0),
|
|
("name=Diana", TestCaseStatus.Success, None, None, None, None, 0.0),
|
|
("name=Bob", TestCaseStatus.Success, None, None, None, None, 0.0),
|
|
],
|
|
),
|
|
(
|
|
"test_case_column_value_min_to_be_between_dimensional",
|
|
"columnValueMinToBeBetween",
|
|
"COLUMN",
|
|
(
|
|
TestCaseResult,
|
|
"30",
|
|
None,
|
|
TestCaseStatus.Success,
|
|
None,
|
|
None,
|
|
None,
|
|
None,
|
|
),
|
|
[
|
|
("name=Bob", TestCaseStatus.Failed, None, None, None, None, 0.0333),
|
|
("name=Diana", TestCaseStatus.Failed, None, None, None, None, 0.0333),
|
|
("name=Jane", TestCaseStatus.Failed, None, None, None, None, 0.0333),
|
|
("name=Alice", TestCaseStatus.Success, None, None, None, None, 0),
|
|
("name=Charlie", TestCaseStatus.Success, None, None, None, None, 0),
|
|
("name=Others", TestCaseStatus.Success, None, None, None, None, 0),
|
|
],
|
|
),
|
|
(
|
|
"test_case_column_value_min_to_be_between_dimensional_without_min",
|
|
"columnValueMinToBeBetween",
|
|
"COLUMN",
|
|
(
|
|
TestCaseResult,
|
|
"30",
|
|
None,
|
|
TestCaseStatus.Success,
|
|
None,
|
|
None,
|
|
None,
|
|
None,
|
|
),
|
|
[
|
|
("name=Bob", TestCaseStatus.Failed, None, None, None, None, 0.0333),
|
|
("name=Diana", TestCaseStatus.Failed, None, None, None, None, 0.0333),
|
|
("name=Jane", TestCaseStatus.Failed, None, None, None, None, 0.0333),
|
|
("name=Alice", TestCaseStatus.Success, None, None, None, None, 0),
|
|
("name=Charlie", TestCaseStatus.Success, None, None, None, None, 0),
|
|
("name=Others", TestCaseStatus.Success, None, None, None, None, 0),
|
|
],
|
|
),
|
|
(
|
|
"test_case_column_value_length_to_be_between_dimensional",
|
|
"columnValueLengthsToBeBetween",
|
|
"COLUMN",
|
|
(
|
|
TestCaseResult,
|
|
"0",
|
|
"8",
|
|
TestCaseStatus.Failed,
|
|
70,
|
|
10,
|
|
87.5,
|
|
12.5,
|
|
),
|
|
[
|
|
("name=John", TestCaseStatus.Failed, None, None, None, None, 0.0667),
|
|
("name=Alice", TestCaseStatus.Success, None, None, None, None, 0),
|
|
("name=Bob", TestCaseStatus.Success, None, None, None, None, 0),
|
|
("name=Charlie", TestCaseStatus.Success, None, None, None, None, 0),
|
|
("name=Diana", TestCaseStatus.Success, None, None, None, None, 0),
|
|
("name=Others", TestCaseStatus.Success, None, None, None, None, 0),
|
|
],
|
|
),
|
|
(
|
|
"test_case_column_value_length_to_be_between_dimensional_without_min",
|
|
"columnValueLengthsToBeBetween",
|
|
"COLUMN",
|
|
(
|
|
TestCaseResult,
|
|
"2",
|
|
"3",
|
|
TestCaseStatus.Success,
|
|
80,
|
|
0,
|
|
100,
|
|
0,
|
|
),
|
|
[
|
|
("name=Alice", TestCaseStatus.Success, None, None, None, None, 0),
|
|
("name=Bob", TestCaseStatus.Success, None, None, None, None, 0),
|
|
("name=Charlie", TestCaseStatus.Success, None, None, None, None, 0),
|
|
("name=Diana", TestCaseStatus.Success, None, None, None, None, 0),
|
|
("name=Eve", TestCaseStatus.Success, None, None, None, None, 0),
|
|
("name=Others", TestCaseStatus.Success, None, None, None, None, 0),
|
|
],
|
|
),
|
|
(
|
|
"test_case_column_value_median_to_be_between_dimensional",
|
|
"columnValueMedianToBeBetween",
|
|
"COLUMN",
|
|
(
|
|
TestCaseResult,
|
|
"30",
|
|
None,
|
|
TestCaseStatus.Failed,
|
|
None,
|
|
None,
|
|
None,
|
|
None,
|
|
),
|
|
[
|
|
("name=John", TestCaseStatus.Failed, None, None, None, None, 0.0667),
|
|
("name=Alice", TestCaseStatus.Failed, None, None, None, None, 0.0333),
|
|
("name=Bob", TestCaseStatus.Failed, None, None, None, None, 0.0333),
|
|
("name=Charlie", TestCaseStatus.Failed, None, None, None, None, 0.0333),
|
|
("name=Diana", TestCaseStatus.Failed, None, None, None, None, 0.0333),
|
|
("name=Others", TestCaseStatus.Failed, None, None, None, None, 0.0667),
|
|
],
|
|
),
|
|
(
|
|
"test_case_column_sum_to_be_between_dimensional",
|
|
"columnValuesSumToBeBetween",
|
|
"COLUMN",
|
|
(
|
|
TestCaseResult,
|
|
"1830",
|
|
None,
|
|
TestCaseStatus.Failed,
|
|
None,
|
|
None,
|
|
None,
|
|
None,
|
|
),
|
|
[
|
|
("name=Bob", TestCaseStatus.Failed, None, None, None, None, 0.0333),
|
|
("name=Diana", TestCaseStatus.Failed, None, None, None, None, 0.0333),
|
|
("name=Jane", TestCaseStatus.Failed, None, None, None, None, 0.0333),
|
|
("name=Alice", TestCaseStatus.Success, None, None, None, None, 0),
|
|
("name=Charlie", TestCaseStatus.Success, None, None, None, None, 0),
|
|
("name=Others", TestCaseStatus.Success, None, None, None, None, 0),
|
|
],
|
|
),
|
|
(
|
|
"test_case_column_values_not_in_set_dimensional",
|
|
"columnValuesToBeNotInSet",
|
|
"COLUMN",
|
|
(
|
|
TestCaseResult,
|
|
"20",
|
|
None,
|
|
TestCaseStatus.Failed,
|
|
60.0,
|
|
20.0,
|
|
75.0,
|
|
25.0,
|
|
),
|
|
[
|
|
("age=NULL", TestCaseStatus.Failed, 10, 10, 50, 50, 0.0167),
|
|
("age=30", TestCaseStatus.Failed, 20, 10, 66.67, 33.33, 0.0111),
|
|
("age=31", TestCaseStatus.Success, 30, 0, 100, 0, 0),
|
|
],
|
|
),
|
|
(
|
|
"test_case_column_values_to_match_regex_dimensional",
|
|
"columnValuesToMatchRegex",
|
|
"COLUMN",
|
|
(TestCaseResult, "30", None, TestCaseStatus.Failed, 30.0, 50.0, 37.5, 62.5),
|
|
[
|
|
("age=31", TestCaseStatus.Failed, 10, 20, 33.33, 66.67, 0.0444),
|
|
("age=30", TestCaseStatus.Failed, 10, 20, 33.33, 66.67, 0.0444),
|
|
("age=NULL", TestCaseStatus.Failed, 10, 10, 50, 50, 0.0167),
|
|
],
|
|
),
|
|
(
|
|
"test_case_column_values_to_not_match_regex_dimensional",
|
|
"columnValuesToNotMatchRegex",
|
|
"COLUMN",
|
|
(TestCaseResult, "0", None, TestCaseStatus.Success, 80.0, 0.0, 100.0, 0.0),
|
|
[
|
|
("age=NULL", TestCaseStatus.Success, 20, 0, 100, 0, 0),
|
|
("age=30", TestCaseStatus.Success, 30, 0, 100, 0, 0),
|
|
("age=31", TestCaseStatus.Success, 30, 0, 100, 0, 0),
|
|
],
|
|
),
|
|
(
|
|
"test_case_column_values_to_be_not_null_dimensional",
|
|
"columnValuesToBeNotNull",
|
|
"COLUMN",
|
|
(
|
|
TestCaseResult,
|
|
"20",
|
|
None,
|
|
TestCaseStatus.Failed,
|
|
60.0,
|
|
20.0,
|
|
75.0,
|
|
25.0,
|
|
),
|
|
[
|
|
("name=Eve", TestCaseStatus.Failed, 0, 10, 0, 100, 0.0333),
|
|
("name=John", TestCaseStatus.Failed, 10, 10, 50, 50, 0.0167),
|
|
("name=Alice", TestCaseStatus.Success, 10, 0, 100, 0, 0),
|
|
("name=Bob", TestCaseStatus.Success, 10, 0, 100, 0, 0),
|
|
("name=Charlie", TestCaseStatus.Success, 10, 0, 100, 0, 0),
|
|
("name=Others", TestCaseStatus.Success, 20, 0, 100, 0, 0),
|
|
],
|
|
),
|
|
(
|
|
"test_case_column_values_missing_count_to_be_equal_dimensional",
|
|
"columnValuesMissingCount",
|
|
"COLUMN",
|
|
(
|
|
TestCaseResult,
|
|
"20",
|
|
None,
|
|
TestCaseStatus.Failed,
|
|
None,
|
|
None,
|
|
None,
|
|
None,
|
|
),
|
|
[
|
|
("name=Alice", TestCaseStatus.Failed, None, None, None, None, 1),
|
|
("name=Bob", TestCaseStatus.Failed, None, None, None, None, 1),
|
|
("name=Charlie", TestCaseStatus.Failed, None, None, None, None, 1),
|
|
("name=Diana", TestCaseStatus.Failed, None, None, None, None, 1),
|
|
("name=Eve", TestCaseStatus.Failed, None, None, None, None, 1),
|
|
("name=Others", TestCaseStatus.Failed, None, None, None, None, 1),
|
|
],
|
|
),
|
|
(
|
|
"test_case_column_values_missing_count_to_be_equal_missing_values_dimensional",
|
|
"columnValuesMissingCount",
|
|
"COLUMN",
|
|
(
|
|
TestCaseResult,
|
|
"30",
|
|
None,
|
|
TestCaseStatus.Failed,
|
|
None,
|
|
None,
|
|
None,
|
|
None,
|
|
),
|
|
[
|
|
("name=Alice", TestCaseStatus.Failed, None, None, None, None, 1),
|
|
("name=Bob", TestCaseStatus.Failed, None, None, None, None, 1),
|
|
("name=Charlie", TestCaseStatus.Failed, None, None, None, None, 1),
|
|
("name=Diana", TestCaseStatus.Failed, None, None, None, None, 1),
|
|
("name=Eve", TestCaseStatus.Failed, None, None, None, None, 1),
|
|
("name=Others", TestCaseStatus.Failed, None, None, None, None, 1),
|
|
],
|
|
),
|
|
(
|
|
"test_case_column_values_to_be_between_dimensional",
|
|
"columnValuesToBeBetween",
|
|
"COLUMN",
|
|
(
|
|
TestCaseResult,
|
|
"30",
|
|
"31",
|
|
TestCaseStatus.Failed,
|
|
50,
|
|
30,
|
|
62.5,
|
|
37.5,
|
|
),
|
|
[
|
|
("name=Bob", TestCaseStatus.Failed, 0, 10, 0, 100, 0.0333),
|
|
("name=Diana", TestCaseStatus.Failed, 0, 10, 0, 100, 0.0333),
|
|
("name=Jane", TestCaseStatus.Failed, 0, 10, 0, 100, 0.0333),
|
|
("name=Alice", TestCaseStatus.Success, 10, 0, 100, 0, 0),
|
|
("name=Charlie", TestCaseStatus.Success, 10, 0, 100, 0, 0),
|
|
("name=Others", TestCaseStatus.Success, 30, 0, 100, 0, 0),
|
|
],
|
|
),
|
|
],
|
|
)
|
|
def test_suite_validation_database(
|
|
test_case_name,
|
|
test_case_type,
|
|
test_type,
|
|
expected,
|
|
expected_dimension,
|
|
request,
|
|
create_sqlite_table,
|
|
):
|
|
"""Generic test runner for test validations"""
|
|
test_case = request.getfixturevalue(test_case_name)
|
|
(
|
|
type_,
|
|
val_1,
|
|
val_2,
|
|
status,
|
|
passed_rows,
|
|
failed_rows,
|
|
passed_percentage,
|
|
failed_percentage,
|
|
) = expected
|
|
|
|
if test_case_type in TEST_CASE_SUPPORT_ROW_LEVEL_PASS_FAILED:
|
|
test_case.computePassedFailedRowCount = True
|
|
if test_case_type == "tableCustomSQLQuery":
|
|
runtime_params = TableCustomSQLQueryRuntimeParameters(
|
|
conn_config=DatabaseConnection(
|
|
config=create_sqlite_table.service_connection,
|
|
),
|
|
entity=create_sqlite_table.entity,
|
|
)
|
|
test_case.parameterValues.append(
|
|
TestCaseParameterValue(
|
|
name=TableCustomSQLQueryRuntimeParameters.__name__,
|
|
value=runtime_params.model_dump_json(),
|
|
)
|
|
)
|
|
|
|
if test_case_name == "test_case_column_values_to_be_between_date":
|
|
with patch(
|
|
"metadata.data_quality.validations.column.sqlalchemy.columnValuesToBeBetween.ColumnValuesToBeBetweenValidator._run_results",
|
|
return_value=date(2021, 7, 1),
|
|
):
|
|
test_handler_obj = import_test_case_class(
|
|
test_type,
|
|
"sqlalchemy",
|
|
test_case_type,
|
|
)
|
|
|
|
test_handler = test_handler_obj(
|
|
create_sqlite_table,
|
|
test_case=test_case,
|
|
execution_date=EXECUTION_DATE.timestamp(),
|
|
)
|
|
|
|
res = test_handler.run_validation()
|
|
elif test_case_name == "test_case_column_values_to_be_between_datetime":
|
|
with patch(
|
|
"metadata.data_quality.validations.column.sqlalchemy.columnValuesToBeBetween.ColumnValuesToBeBetweenValidator._run_results",
|
|
return_value=datetime(2021, 7, 1, 10, 37, 59),
|
|
):
|
|
test_handler_obj = import_test_case_class(
|
|
test_type,
|
|
"sqlalchemy",
|
|
test_case_type,
|
|
)
|
|
|
|
test_handler = test_handler_obj(
|
|
create_sqlite_table,
|
|
test_case=test_case,
|
|
execution_date=EXECUTION_DATE.timestamp(),
|
|
)
|
|
|
|
res = test_handler.run_validation()
|
|
else:
|
|
test_handler_obj = import_test_case_class(
|
|
test_type,
|
|
"sqlalchemy",
|
|
test_case_type,
|
|
)
|
|
|
|
test_handler = test_handler_obj(
|
|
create_sqlite_table,
|
|
test_case=test_case,
|
|
execution_date=EXECUTION_DATE.timestamp(),
|
|
)
|
|
|
|
res = test_handler.run_validation()
|
|
|
|
assert isinstance(res, type_)
|
|
if val_1:
|
|
assert res.testResultValue[0].value == val_1
|
|
if val_2:
|
|
assert res.testResultValue[1].value == val_2
|
|
if passed_rows:
|
|
assert res.passedRows == passed_rows
|
|
if failed_rows:
|
|
assert res.failedRows == failed_rows
|
|
if passed_percentage:
|
|
assert round(res.passedRowsPercentage, 2) == passed_percentage
|
|
if failed_percentage:
|
|
assert round(res.failedRowsPercentage, 2) == failed_percentage
|
|
assert res.testCaseStatus == status
|
|
if (
|
|
test_case_type in TEST_CASE_SUPPORT_ROW_LEVEL_PASS_FAILED
|
|
and test_case_name != "test_case_table_custom_sql_unsafe_query_aborted"
|
|
):
|
|
assert res.failedRows is not None
|
|
assert res.failedRowsPercentage is not None
|
|
assert res.passedRows is not None
|
|
assert res.passedRowsPercentage is not None
|
|
|
|
if expected_dimension:
|
|
assert res.dimensionResults is not None
|
|
assert len(res.dimensionResults) == len(expected_dimension)
|
|
for expected_dim in expected_dimension:
|
|
dim = next(
|
|
(
|
|
dim
|
|
for dim in res.dimensionResults
|
|
if dim.dimensionKey == expected_dim[0]
|
|
),
|
|
None,
|
|
)
|
|
assert dim is not None
|
|
assert dim.testCaseStatus == expected_dim[1]
|
|
assert dim.passedRows == expected_dim[2]
|
|
assert dim.failedRows == expected_dim[3]
|
|
|
|
if expected_dim[4]:
|
|
assert round(dim.passedRowsPercentage, 2) == expected_dim[4]
|
|
else:
|
|
assert dim.passedRowsPercentage == expected_dim[4]
|
|
|
|
if expected_dim[5]:
|
|
assert round(dim.failedRowsPercentage, 2) == expected_dim[5]
|
|
else:
|
|
assert dim.failedRowsPercentage == expected_dim[5]
|
|
|
|
assert dim.impactScore == expected_dim[6]
|