def build_expectation_suite() -> ExpectationSuite:
    """
    Builder used to retrieve an instance of the validation expectation suite.
    """

    expectation_suite_energy_consumption = ExpectationSuite(
        expectation_suite_name="energy_consumption_suite"
    )

    # Columns.
    expectation_suite_energy_consumption.add_expectation(
        ExpectationConfiguration(
            expectation_type="expect_table_columns_to_match_ordered_list",
            kwargs={
                "column_list": [
                    "datetime_utc",
                    "area",
                    "consumer_type",
                    "energy_consumption",
                ]
            },
        )
    )
    expectation_suite_energy_consumption.add_expectation(
        ExpectationConfiguration(
            expectation_type="expect_table_column_count_to_equal", kwargs={"value": 4}
        )
    )

    # Datetime UTC
    expectation_suite_energy_consumption.add_expectation(
        ExpectationConfiguration(
            expectation_type="expect_column_values_to_not_be_null",
            kwargs={"column": "datetime_utc"},
        )
    )

    # Area
    expectation_suite_energy_consumption.add_expectation(
        ExpectationConfiguration(
            expectation_type="expect_column_distinct_values_to_be_in_set",
            kwargs={"column": "area", "value_set": (0, 1, 2)},
        )
    )
    expectation_suite_energy_consumption.add_expectation(
        ExpectationConfiguration(
            expectation_type="expect_column_values_to_be_of_type",
            kwargs={"column": "area", "type_": "int8"},
        )
    )

    # Consumer type
    expectation_suite_energy_consumption.add_expectation(
        ExpectationConfiguration(
            expectation_type="expect_column_distinct_values_to_be_in_set",
            kwargs={
                "column": "consumer_type",
                "value_set": (
                    111,
                    112,
                    119,
                    121,
                    122,
                    123,
                    130,
                    211,
                    212,
                    215,
                    220,
                    310,
                    320,
                    330,
                    340,
                    350,
                    360,
                    370,
                    381,
                    382,
                    390,
                    410,
                    421,
                    422,
                    431,
                    432,
                    433,
                    441,
                    442,
                    443,
                    444,
                    445,
                    446,
                    447,
                    450,
                    461,
                    462,
                    999,
                ),
            },
        )
    )
    expectation_suite_energy_consumption.add_expectation(
        ExpectationConfiguration(
            expectation_type="expect_column_values_to_be_of_type",
            kwargs={"column": "consumer_type", "type_": "int32"},
        )
    )

    # Energy consumption
    expectation_suite_energy_consumption.add_expectation(
        ExpectationConfiguration(
            expectation_type="expect_column_min_to_be_between",
            kwargs={
                "column": "energy_consumption",
                "min_value": 0,
                "strict_min": False,
            },
        )
    )
    expectation_suite_energy_consumption.add_expectation(
        ExpectationConfiguration(
            expectation_type="expect_column_values_to_be_of_type",
            kwargs={"column": "energy_consumption", "type_": "float64"},
        )
    )
    expectation_suite_energy_consumption.add_expectation(
        ExpectationConfiguration(
            expectation_type="expect_column_values_to_not_be_null",
            kwargs={"column": "energy_consumption"},
        )
    )

    return expectation_suite_energy_consumption

    Builder used to retrieve an instance of the validation expectation suite.
    
feature-pipeline/feature_pipeline/etl/validation.py