<commit_before><commit_msg>some readme<commit_after>INSTALLATION INSTRUCTIONS

1) Download tarball or clone git repository
2) run python setup.py install

USING FUZZYWUZZY (examples)

> from fuzzywuzzy import fuzz
> from fuzzywuzzy import process

# SIMPLE RATIO
> fuzz.ratio("this is a test", "this is a test!")
96

# PARTIAL RATIO
> fuzz.partial_ratio("this is a test", "this is a test!")
100

# TOKEN SET RATIO
> fuzz.ratio("fuzzy wuzzy was a bear", "wuzzy fuzzy was a bear")
90
> fuzz.token_sort_ratio("fuzzy wuzzy was a bear", "wuzzy fuzzy was a bear")
100

# TOKEN SET RATIO
> fuzz.token_sort_ratio("fuzzy was a bear", "fuzzy fuzzy was a bear")
84
> fuzz.token_set_ratio("fuzzy was a bear", "fuzzy fuzzy was a bear")
100



{'fraction_non_alphanumeric': 0.10013717421124829, 'fraction_numerical': 0.023319615912208505, 'mean_word_length': 4.84, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 11, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 1, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '3244159', 'n_tokens_mistral': 305, 'n_tokens_neox': 262, 'n_words': 96}