<jupyter_start><jupyter_text>Reproducibility POCWe will do a very simple POC where the numpy is seeded and we will have it draw x = 0.5488135039273248<jupyter_code>import numpy as np
np.random.seed(0)
x = np.random.rand()
x<jupyter_output><empty_output>
{'fraction_non_alphanumeric': 0.08300395256916997, 'fraction_numerical': 0.07114624505928854, 'mean_word_length': 6.257142857142857, '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': '399870', 'license': 'MIT', 'n_tokens_mistral': 107, 'n_tokens_neox': 95, 'n_words': 28, 'path': 'code/POC.ipynb', 'repo_name': 'igorbb/template_reproducible_ml', 'size': '253'}