<commit_before># Wilson Confidence Interval, for Meteor.

*WCI is used for decision making and scoring. It works well for many uses (e.g. Scoring Posts, determining if something is spam, or any other kind of binary categorization).*

Reddit scoring: http://amix.dk/blog/post/19588

Scoring properly: http://www.evanmiller.org/how-not-to-sort-by-average-rating.html

Research about determining mTurk worker quality: http://ilpubs.stanford.edu:8090/1093/1/fp0194-joglekar.pdf

### Problem:

*5/5 votes ranks higher than 199/200 (if you simply compare the ratio).*

One vote is meaningless from a statistical standpoint (if your system allows votes from many).
<commit_msg>changed readme to be more inform<commit_after># Wilson Confidence Interval, for Meteor.

*WCI is used for decision making and scoring, ranking posts, spam detection, rate limiting, bot detection, etc. There's a ton of use cases.*

Reddit scoring: http://amix.dk/blog/post/19588

Scoring properly: http://www.evanmiller.org/how-not-to-sort-by-average-rating.html

Research about determining mTurk worker quality: http://ilpubs.stanford.edu:8090/1093/1/fp0194-joglekar.pdf

### Problem:

*5/5 votes ranks higher than 199/200 (if you simply compare the ratio).*

One vote is meaningless from a statistical standpoint (if your system allows votes from many).

{'fraction_non_alphanumeric': 0.09660377358490566, 'fraction_numerical': 0.03924528301886793, 'mean_word_length': 4.571428571428571, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 3, 'https://': 0, 'lorem ipsum': 0, 'www.': 2, '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': '5658748', 'n_tokens_mistral': 440, 'n_tokens_neox': 395, 'n_words': 151}