<jupyter_start><jupyter_text>**Most real**<jupyter_code>sorted(zip(classifier.coef_[0], tf_idf.get_feature_names()), reverse=True)[:20]<jupyter_output>/usr/local/lib/python3.7/dist-packages/sklearn/utils/deprecation.py:103: FutureWarning: Attribute `coef_` was deprecated in version 0.24 and will be removed in 1.1 (renaming of 0.26).
  warnings.warn(msg, category=FutureWarning)
/usr/local/lib/python3.7/dist-packages/sklearn/utils/deprecation.py:87: FutureWarning: Function get_feature_names is deprecated; get_feature_names is deprecated in 1.0 and will be removed in 1.2. Please use get_feature_names_out instead.
  warnings.warn(msg, category=FutureWarning)<jupyter_text>**Most fake**<jupyter_code>sorted(zip(classifier.coef_[0], tf_idf.get_feature_names()))[:20]<jupyter_output><empty_output>
{'fraction_non_alphanumeric': 0.13157894736842105, 'fraction_numerical': 0.03383458646616541, 'mean_word_length': 8.079545454545455, 'pattern_counts': {'":': 0, '<': 8, '<?xml version=': 0, '>': 8, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'chain_length': '2', 'dir': 'jupyter-structured-clean-dedup', 'id': '448198', 'license': 'MIT', 'n_tokens_mistral': 298, 'n_tokens_neox': 283, 'n_words': 48, 'path': 'Fake_News_Classifier.ipynb', 'repo_name': 'SonnetSaif/Natural-Language-Processing', 'size': '798'}