<commit_before>.. include:: includes/big_toc_css.rst

.. _data-transforms:

Dataset transformations
-----------------------

.. toctree::

    modules/preprocessing
    modules/feature_extraction
    modules/kernel_approximation
    modules/random_projection
    modules/metrics<commit_msg>DOC: put feature extraction before pre-processing.<commit_after>.. include:: includes/big_toc_css.rst

.. _data-transforms:

Dataset transformations
-----------------------

.. toctree::

    modules/feature_extraction
    modules/preprocessing
    modules/kernel_approximation
    modules/random_projection
    modules/metrics
{'fraction_non_alphanumeric': 0.1507293354943274, 'fraction_numerical': 0.0, 'mean_word_length': 2.911392405063291, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 3, '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}}
{'dir': 'git-commits-cleaned', 'id': '1168859', 'n_tokens_mistral': 175, 'n_tokens_neox': 166, 'n_words': 28}