How to use test_dataframe_checks method in pandera

Best Python code snippet using pandera_python

test_strategies.py

Source:test_strategies.py Github

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...490@hypothesis.settings(491 suppress_health_check=[hypothesis.HealthCheck.too_slow],492)493@hypothesis.given(st.data())494def test_dataframe_checks(data_type, data):495 """Test dataframe strategy with checks defined at the dataframe level."""496 min_value, max_value = data.draw(value_ranges(data_type))497 dataframe_schema = pa.DataFrameSchema(498 {f"{data_type}_col": pa.Column(data_type) for _ in range(5)},499 checks=pa.Check.in_range(min_value, max_value),500 )501 strat = dataframe_schema.strategy(size=5)502 example = data.draw(strat)503 dataframe_schema(example)504@pytest.mark.parametrize(505 "data_type", [pa.Int(), pa.Float, pa.String, pa.DateTime]506)507@hypothesis.given(st.data())508@hypothesis.settings(...

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test_checks.py

Source:test_checks.py Github

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...244 with pytest.raises(245 errors.SchemaInitError, match="^Cannot use groupby checks with"246 ):247 schema_class(Int, Check(lambda s: s["bar"] == 1, groupby="foo"))248def test_dataframe_checks() -> None:249 """Tests that dataframe checks validate, error when a DataFrame doesn't250 comply with the schema, simple tests of the groupby checks which are251 covered in more detail above."""252 schema = DataFrameSchema(253 columns={254 "col1": Column(Int),255 "col2": Column(Float),256 "col3": Column(String),257 "col4": Column(String),258 },259 checks=[260 Check(lambda df: df["col1"] < df["col2"]),261 Check(lambda df: df["col3"] == df["col4"]),262 ],...

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