<jupyter_start><jupyter_text>Bulding Module:<jupyter_code>import ashmodule as ash
%load_ext autoreload
%autoreload 2
ash.pfme()
ash.get_ffme_returns()
returns = ash.get_ffme_returns()
returns.head()
ash.drawdown(returns["1975":]['SmallCap']).min()<jupyter_output><empty_output>
{'fraction_non_alphanumeric': 0.148014440433213, 'fraction_numerical': 0.018050541516245487, 'mean_word_length': 11.636363636363637, 'pattern_counts': {'":': 1, '<': 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': '485354', 'license': 'Unlicense', 'n_tokens_mistral': 113, 'n_tokens_neox': 107, 'n_words': 15, 'path': 'Introduction to Portfolio Construction and Analysis with Python/W1/OOP first.ipynb', 'repo_name': 'Alashmony/InvestmentManagementML', 'size': '277'}