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171 implement multi table helper functions #180
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Merged
171 implement multi table helper functions #180
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Provide further explanations in two commit messages:
- Move the dataset spec check methods out of the Dataset class - Simplify the messages of the aformentioned check errors - In particular eliminate all referenoces to `X` or `y` - Add a few new tests to `tests/test_dataset_errors.py` - Uniformize the pattern of the `tests/test_dataset_errors.py` tests
Also: - Simplification of the dictionary dataset tests - Add exceptions to dictionary dataset fixtures - Use a fixed seed for the generated data
Before this commit input tables needed to have the same number of columns, names and types as the model dictionary. The columns needed also to be in the same order. Now the conditions are the following for the predict* and transform methods: - Columns must have the same names regardless the order of the input table. - An additional flexibility with supervised models: the target column may be present in the input table. - The types must be the same for the input but the following case is allowed: - If a given column has Numerical type as input but the model is Categorical, then it is coerced to categorical with a warning.
- Remove `target_column_type` and `target_column_dtype` members - Make `is_in_memory` and `is_multitable` properties - Minor changes in comments and renamings
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Closes #171