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from opensearch_py_ml import opensearch_to_pandas
from tests.common import TestData, assert_pandas_opensearch_py_ml_frame_equal


class TestSeriesNA(TestData):
    columns = [
        "currency",
        "customer_full_name",
        "geoip.country_iso_code",
        "geoip.region_name",
    ]

    def test_not_isna(self):
        oml_ecommerce = self.oml_ecommerce()
        pd_ecommerce = opensearch_to_pandas(oml_ecommerce)

        for column in self.columns:
            not_isna_oml_ecommerce = oml_ecommerce[~oml_ecommerce[column].isna()]
            not_isna_pd_ecommerce = pd_ecommerce[~pd_ecommerce[column].isna()]
            assert_pandas_opensearch_py_ml_frame_equal(
                not_isna_pd_ecommerce, not_isna_oml_ecommerce
            )

    def test_isna(self):
        oml_ecommerce = self.oml_ecommerce()
        pd_ecommerce = opensearch_to_pandas(oml_ecommerce)

        isna_oml_ecommerce = oml_ecommerce[oml_ecommerce["geoip.region_name"].isna()]
        isna_pd_ecommerce = pd_ecommerce[pd_ecommerce["geoip.region_name"].isna()]
        assert_pandas_opensearch_py_ml_frame_equal(
            isna_pd_ecommerce, isna_oml_ecommerce
        )

    def test_notna(self):
        oml_ecommerce = self.oml_ecommerce()
        pd_ecommerce = opensearch_to_pandas(oml_ecommerce)

        for column in self.columns:
            notna_oml_ecommerce = oml_ecommerce[oml_ecommerce[column].notna()]
            notna_pd_ecommerce = pd_ecommerce[pd_ecommerce[column].notna()]
            assert_pandas_opensearch_py_ml_frame_equal(
                notna_pd_ecommerce, notna_oml_ecommerce
            )