<commit_before># Installation

To install the package, you need the following dependencies: 

| Package | Version        |
| ------- | -------------- |
| scipy   | >= 0.17        |
| numpy   | >= 1.11.0      |
| pandas  | >= 0.19.0      |
| scikit-learn | >= 0.18.1 |
| matplotlib | >= 1.5.1    |
| seaborn |>= 0.7.1        |

You can install ``mlens`` either through PyPi or the ``python setyp.py install`` command:

# PyPI

### Stable version

```bash
pip install mlens  
```

### Bleeding edge

To ensure latest version is installed, fork the GitHub repository and install mlxtens using the symlink options.<commit_msg>API edits<commit_after># Installation

To install the package, you need the following dependencies: 

| Package | Version        | Module          |
| ------- | -------------- | --------------- |
| scipy   | >= 0.17        | All             |
| numpy   | >= 1.11.0      | All             |
| pandas  | >= 0.19.0      | Model Selection |
| scikit-learn | >= 0.18.1 |                 |
| matplotlib | >= 1.5.1    | Visualization   |
| seaborn |>= 0.7.1        | Visualization   |

You can install ``mlens`` either through PyPi or the ``python setyp.py install`` command:

# PyPI

### Stable version

```bash
pip install mlens  
```

### Bleeding edge

To ensure latest version is installed, fork the GitHub repository and install mlxtens using the symlink options.
{'fraction_non_alphanumeric': 0.1611271676300578, 'fraction_numerical': 0.030346820809248554, 'mean_word_length': 2.064159292035398, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 15, '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': '7436011', 'n_tokens_mistral': 460, 'n_tokens_neox': 423, 'n_words': 135}