<commit_before># Contributing

### Make change

### Create/update tests

### Run tests

```shell
python -m unittest discover -v
```

### Package

```shell
python setup.py sdist bdist_wheel
```<commit_msg>update contrib<commit_after># Contributing

### Make change

### Create/update tests

### Run tests

```shell
python -m unittest discover -v
```

### Package

```shell
python setup.py sdist bdist_wheel
twine upload --repository-url https://test.pypi.org/legacy/ dist/*
```
{'fraction_non_alphanumeric': 0.15966386554621848, 'fraction_numerical': 0.0, 'mean_word_length': 4.482758620689655, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 3, 'https://': 1, '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': '56682', 'n_tokens_mistral': 162, 'n_tokens_neox': 153, 'n_words': 46}