fuzzywuzzy
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Wired behavior of partial_ratio
In [47]: fuzzywuzzy.fuzz.partial_ratio("red", "random")
Out[47]: 33
In [48]: fuzzywuzzy.fuzz.partial_ratio("rod", "random")
Out[48]: 33
In [49]: fuzzywuzzy.fuzz.partial_ratio("prod", "random")
Out[49]: 25
In [50]: fuzzywuzzy.fuzz.partial_ratio("pred", "random")
Out[50]: 50
why "pred" is more similar to "random" than "prod"?
This is a known issue in python-Levenshtein: https://github.com/seatgeek/fuzzywuzzy/issues/79 In your case for the comparision of
"prod" <-> "random"
the following alignment is used:
"prod" <-> "ndom"
which has a similarity of 25. However the optimal alignment would be:
"prod" <-> "rand"
which has a similarity of 50. In FuzzyWuzzy you will get the correct result when the slower difflib based implementation is used:
>>> from fuzzywuzzy import fuzz
>>> from difflib import SequenceMatcher
>>> fuzz.SequenceMatcher = SequenceMatcher
>>> fuzzywuzzy.fuzz.partial_ratio("prod", "random")
50