{
  "approach": "1. Remove the `n_init` parameter from the `BayesianGaussianMixture` instantiation. 2. Update the docstring to clarify inputs/outputs and `STD_MULTIPLIER`. 3. Remove `model_missing_values` parameter. 4. Remove `warnings.simplefilter('ignore')` or replace with proper handling. 5. Reorder operations in `_reverse_transform` to select value first then normalize. 6. Remove `noqa` comments and change `astype` to `round` and `clip` in `reverse_transform`. 7. Remove the `else` at the end of `reverse_transform`.",
  "files_to_edit": [
    "rdt/transformers/numerical.py"
  ],
  "finish_reason": "stop",
  "hypothesis": "Remove `n_init` from the BayesianGaussianMixture call in the ClusterBasedNormalizer (inherited from GaussianNormalizer) and apply the other cleanup fixes from the issue.",
  "retries": {},
  "usage": {
    "completion": 205,
    "prompt": 8634,
    "reasoning": 0
  }
}
