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The dataset summaries in pandas-profiling are stored as nested dictionaries. This offered flexibility in the past for users and developers, however has also led to issues of users of the representation. A clear concise data representation is lacking, were users and developers know what to expect from the data.
Proposed feature
Refactor the data summary representation to have a well-defined JSON schema (e.g. via pydantic, similar to the config).
Missing functionality
The dataset summaries in
pandas-profiling
are stored as nested dictionaries. This offered flexibility in the past for users and developers, however has also led to issues of users of the representation. A clear concise data representation is lacking, were users and developers know what to expect from the data.Proposed feature
Refactor the data summary representation to have a well-defined JSON schema (e.g. via pydantic, similar to the config).
Alternatives considered
No response
Additional context
Related issues:
#983, #944, #647, #637, #636, #624 and #605.
Related PRs:
#1011, #996
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