241 lines
5.6 KiB
Python
241 lines
5.6 KiB
Python
'''Jaro distance between two strings'''
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from functools import reduce
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import itertools
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# --------------------- JARO FUNCTION ----------------------
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# jaro :: String -> String -> Float
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def jaro(x):
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'''The Jaro distance between two strings.'''
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def go(s1, s2):
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m, t = ap(compose(Tuple, len))(
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transpositionSum
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)(matches(s1, s2))
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return 0 if 0 == m else (
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(1 / 3) * ((m / len(s1)) + (
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m / len(s2)
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) + ((m - t) / m))
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)
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return lambda y: go(x, y)
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# -------------------------- TEST --------------------------
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# main :: IO ()
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def main():
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'''Sample word pairs'''
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print(
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fTable('Jaro distances:\n')(str)(
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showPrecision(3)
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)(
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uncurry(jaro)
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)([
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("DWAYNE", "DUANE"),
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("MARTHA", "MARHTA"),
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("DIXON", "DICKSONX"),
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("JELLYFISH", "SMELLYFISH")
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])
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)
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# ----------------- JARO HELPER FUNCTIONS ------------------
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# transpositionSum :: [(Int, Char)] -> Int
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def transpositionSum(xs):
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'''A count of the transpositions in xs.'''
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def f(a, xy):
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x, y = xy
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return 1 + a if fst(x) > fst(y) else a
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return reduce(f, zip(xs, xs[1:]), 0)
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# matches :: String -> String -> [(Int, Char)]
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def matches(s1, s2):
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'''A list of (Index, Char) correspondences
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between the two strings s1 and s2.'''
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[(_, xs), (l2, ys)] = sorted(map(
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ap(compose(Tuple, len))(list), [s1, s2]
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))
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r = l2 // 2 - 1
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# match :: (Int, (Char, Int)) -> (Int, Char)
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def match(a, nc):
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n, c = nc
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offset = max(0, n - (1 + r))
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def indexChar(x):
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return a + [(offset + x, c)]
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return maybe(a)(indexChar)(
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elemIndex(c)(
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drop(offset)(take(n + r)(ys))
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)
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)
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return reduce(match, enumerate(xs), [])
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# ------------------- GENERIC FUNCTIONS --------------------
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# Just :: a -> Maybe a
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def Just(x):
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'''Constructor for an inhabited Maybe (option type) value.
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Wrapper containing the result of a computation.
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'''
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return {'type': 'Maybe', 'Nothing': False, 'Just': x}
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# Nothing :: Maybe a
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def Nothing():
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'''Constructor for an empty Maybe (option type) value.
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Empty wrapper returned where a computation is not possible.
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'''
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return {'type': 'Maybe', 'Nothing': True}
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# Tuple (,) :: a -> b -> (a, b)
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def Tuple(x):
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'''Constructor for a pair of values,
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possibly of two different types.
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'''
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def go(y):
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return (
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x + (y,)
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) if isinstance(x, tuple) else (x, y)
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return go
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# ap :: (a -> b -> c) -> (a -> b) -> a -> c
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def ap(f):
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'''Applicative instance for functions.
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'''
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def go(g):
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def fxgx(x):
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return f(x)(
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g(x)
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)
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return fxgx
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return go
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# compose :: ((a -> a), ...) -> (a -> a)
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def compose(*fs):
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'''Composition, from right to left,
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of a series of functions.
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'''
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def go(f, g):
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def fg(x):
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return f(g(x))
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return fg
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return reduce(go, fs, lambda x: x)
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# drop :: Int -> [a] -> [a]
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# drop :: Int -> String -> String
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def drop(n):
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'''The sublist of xs beginning at
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(zero-based) index n.
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'''
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def go(xs):
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if isinstance(xs, (list, tuple, str)):
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return xs[n:]
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else:
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take(n)(xs)
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return xs
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return go
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# elemIndex :: Eq a => a -> [a] -> Maybe Int
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def elemIndex(x):
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'''Just the index of the first element in xs
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which is equal to x,
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or Nothing if there is no such element.
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'''
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def go(xs):
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try:
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return Just(xs.index(x))
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except ValueError:
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return Nothing()
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return go
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# fst :: (a, b) -> a
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def fst(tpl):
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'''First member of a pair.'''
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return tpl[0]
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# maybe :: b -> (a -> b) -> Maybe a -> b
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def maybe(v):
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'''Either the default value v, if m is Nothing,
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or the application of f to x,
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where m is Just(x).
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'''
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return lambda f: lambda m: v if (
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None is m or m.get('Nothing')
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) else f(m.get('Just'))
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# showPrecision Int -> Float -> String
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def showPrecision(n):
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'''A string showing a floating point number
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at a given degree of precision.'''
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return lambda x: str(round(x, n))
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# fTable :: String -> (a -> String) ->
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# (b -> String) -> (a -> b) -> [a] -> String
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def fTable(s):
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'''Heading -> x display function -> fx display function ->
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f -> xs -> tabular string.
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'''
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def gox(xShow):
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def gofx(fxShow):
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def gof(f):
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def goxs(xs):
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ys = [xShow(x) for x in xs]
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w = max(map(len, ys))
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def arrowed(x, y):
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return y.rjust(w, ' ') + (
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' -> ' + fxShow(f(x))
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)
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return s + '\n' + '\n'.join(
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map(arrowed, xs, ys)
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)
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return goxs
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return gof
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return gofx
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return gox
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# take :: Int -> [a] -> [a]
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# take :: Int -> String -> String
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def take(n):
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'''The prefix of xs of length n,
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or xs itself if n > length xs.
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'''
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islice = itertools.islice
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def go(xs):
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return (
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xs[0:n]
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if isinstance(xs, (list, tuple))
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else list(islice(xs, n))
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)
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return go
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# uncurry :: (a -> b -> c) -> ((a, b) -> c)
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def uncurry(f):
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'''A function over a tuple derived from a curried function.'''
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return lambda xy: f(xy[0])(
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xy[1]
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)
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# MAIN ---
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if __name__ == '__main__':
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main()
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