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to_dict() might be removing index. There are multiple save_pkl functions. This also may be an issue for whisper and base where we remove rows from base_df before generating emb_df and causing a mismatch in indexes.
Doesn't seem to work correctly for GloVe embeddings, because the index of base_df and emb_df are not the same.
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