<jupyter_start><jupyter_text>An example notebookNote that due to the `ipython_config.py` you do not need to use `pip install .` in order to import local files.<jupyter_code>from mlmax.preprocessing import read_data
d = read_data("s3://sagemaker-sample-data-us-east-1/processing/census/census-income.csv")
d.head()<jupyter_output><empty_output>
{'fraction_non_alphanumeric': 0.11370262390670553, 'fraction_numerical': 0.0058309037900874635, 'mean_word_length': 6.319148936170213, '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': '493485', 'license': 'Apache-2.0', 'n_tokens_mistral': 123, 'n_tokens_neox': 120, 'n_words': 28, 'path': 'notebooks/example_notebook.ipynb', 'repo_name': 'RichardScottOZ/mlmax', 'size': '343'}