Great Expectations, Pandera and Soda

Declare what valid data looks like and fail pipelines when it doesn't.

Intermediate

import pandera as pa
schema = pa.DataFrameSchema({"v": pa.Column(float, pa.Check.in_range(0, 5))})
schema.validate(df)

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