<commit_before>﻿# Natural Language Toolkit (NLTK) Authors

## Original Authors

- <NAME> <<EMAIL>>
- <NAME> <<EMAIL>>
- <NAME> <<EMAIL>>


## Contributors

- <NAME>
- <NAME>'
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- Helder
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- 0ssifrage
- ducki13
- kiwipi
- lade
- isnowfy
- onesandzeros
- pquentin
- wvanlint
- <NAME> <https://github.com/turicas>
- bjut-hz
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME> <<EMAIL>>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME> <https://github.com/jaehoonhwang>
- sbagan
- <NAME>
- <NAME> <https://github.com/albertauyeung>

## Others whose work we've taken and included in NLTK, but who didn't directly contribute it:
### Contributors to the Porter Stemmer
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>

### Contributors to Lancaster Stemmer
- <NAME>, [Whoosh](https://bitbucket.org/mchaput/whoosh/wiki/Home)
    - Strip prefix
    - Custom rule.<commit_msg>update contributors<commit_after>﻿# Natural Language Toolkit (NLTK) Authors

## Original Authors

- <NAME> <<EMAIL>>
- <NAME> <<EMAIL>>
- <NAME> <<EMAIL>>


## Contributors

- <NAME>
- <NAME>'
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- Helder
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- Pierre-<NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- 0ssifrage
- ducki13
- kiwipi
- lade
- isnowfy
- onesandzeros
- pquentin
- wvanlint
- <NAME> <https://github.com/turicas>
- bjut-hz
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME> <<EMAIL>>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME> <https://github.com/jaehoonhwang>
- sbagan
- <NAME>
- <NAME> <https://github.com/albertauyeung>
- <NAME> 
- <NAME> <https://github.com/lmatt-bit>

## Others whose work we've taken and included in NLTK, but who didn't directly contribute it:
### Contributors to the Porter Stemmer
- <NAME>
- <NAME>
- <NAME>
- <NAME>
- <NAME>

### Contributors to Lancaster Stemmer
- <NAME>, [Whoosh](https://bitbucket.org/mchaput/whoosh/wiki/Home)
    - Strip prefix
    - Custom rule.
{'fraction_non_alphanumeric': 0.28357014208525116, 'fraction_numerical': 0.0012007204322593557, 'mean_word_length': 2.3679245283018866, 'pattern_counts': {'":': 0, '<': 436, '<?xml version=': 0, '>': 436, 'https://': 9, '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': '280073', 'n_tokens_mistral': 2524, 'n_tokens_neox': 2503, 'n_words': 523}