Skip to content

Generate Schema code from a dataframe #232

@gab23r

Description

@gab23r

It would be a nice feature to be able generate the code of a Schema based on polars DataFrame.
(like datamodel-codegen)

Here is an example to illustrate:

>>> import polars as pl
>>> import dataframely as dy

>>> df = pl.DataFrame({
    "zip_code": ["01234", "01234", "1", "213", "123", "213"],
    "num_bedrooms": [2, 2, 1, None, None, 2],
    "num_bathrooms": [1, 2, 1, 1, 0, 8],
    "price": [100.1, 110.1, 50.1, 80.1, 60.1, 160.1]
})
>>> from dataframely import generate_schema
>>> generate_schema(df, schema_name = "HouseSchema") # a string is printed
# class HouseSchema(dy.Schema):
#     zip_code = dy.String()
#     num_bedrooms = dy.Int64(nullable=True)
#     num_bathrooms = dy.Int64()
#     price = dy.Float64()

Metadata

Metadata

Assignees

No one assigned

    Labels

    No labels
    No labels

    Type

    No type

    Projects

    No projects

    Milestone

    No milestone

    Relationships

    None yet

    Development

    No branches or pull requests

    Issue actions