<jupyter_start><jupyter_text>Conclusion<jupyter_code>Neural Networks model and Deep Learning model scores are ver close.
Neural Network model: 0.868993163108825 Deep Learning model: 0.881578922271728

Random Forest model's best score of (0.897597254004576) is better than 
Logistic Regression model (0.862128146453089).

Random Forest model saved as best model.<jupyter_output><empty_output>
{'fraction_non_alphanumeric': 0.061381074168797956, 'fraction_numerical': 0.1636828644501279, 'mean_word_length': 6.84, 'pattern_counts': {'":': 0, '<': 5, '<?xml version=': 0, '>': 5, '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': '1', 'dir': 'jupyter-structured-clean-dedup', 'id': '254290', 'license': 'MIT', 'n_tokens_mistral': 165, 'n_tokens_neox': 126, 'n_words': 40, 'path': 'notebooks/Trees.ipynb', 'repo_name': 'strivedi01/machine-learning-challenge', 'size': '391'}