单词

时间:2016-12-22 03:27:34

标签: python algorithm

我试图找到需要删除多少个字符才能使两个单词相同。例如" at"," cat"将是1,因为我可以删除c,"船"并且"得到了#34;将是3因为我可以删除b,a和g以使其成为ot。我将这些单词放入字典中,将其计数作为值。然后我迭代字典并查看该键是否存在于另一个字典中,否则我将差值加1。这是一个非常低效的算法吗?

但它高估了我需要的删除次数。

def deletiondistance(firstword, secondword):
dfw = {}
dsw = {}
diff = 0
for i in range(len(firstword)):
    print firstword[i]
    if firstword[i] in dfw:
        dfw[firstword[i]]+=1
    else:
        dfw[firstword[i]]=1
for j in range(len(secondword)):
    if secondword[j] in dsw:
        dsw[secondword[j]] +=1
    else:
        dsw[secondword[j]]=1

for key, value in dfw.iteritems():

    if key in dsw:
        #print "key exists"
        pass

    else:
        diff +=1

print "diff",diff

3 个答案:

答案 0 :(得分:4)

我认为你的目标与levenshtein距离类似。

Levenshtein距离是测量2个弦之间距离的度量标准。

这是一个维基链接。 https://en.wikipedia.org/wiki/Levenshtein_distance

这是levenshtein距离的pypi包。 https://pypi.python.org/pypi/python-Levenshtein

答案 1 :(得分:3)

正如@Hulk所说,这与levenshtein距离类似。唯一的区别是不允许替换,但可以通过使用2的替换成本来纠正,这与从两个字符串中删除字符相同。例如:

userhashVal

输出:

def dist(s1, s2):
    cur = list(range(len(s2) + 1))
    prev = [0] * (len(s2) + 1)
    for i in range(len(s1)):
        cur, prev = prev, cur
        cur[0] = i + 1
        for j in range(len(s2)):
            # Substitution is same as two deletions
            sub = 0 if s1[i] == s2[j] else 2
            cur[j+1] = min(prev[j] + sub, cur[j] + 1, prev[j+1] + 1)

    return cur[-1]

cases=[('cat','bat'),
       ('bat','cat'),
       ('broom', 'ballroom'),
       ('boat','got'),
       ('foo', 'bar'),
       ('foobar', '')]

for s1, s2 in cases:
    print('{} & {} = {}'.format(s1, s2, dist(s1, s2)))

答案 2 :(得分:2)

您可以使用difflib

示例:

import difflib

cases=[('cat','bat'),
       ('bat','cat'),
       ('broom', 'ballroom'),
       ('boat','got')]

for a,b in cases:     
    print('{} => {}'.format(a,b)) 
    cnt=0
    for i,s in enumerate(difflib.ndiff(a, b)):
        if s[0]==' ': continue
        elif s[0]=='-':
            print(u'Delete "{}" from position {}'.format(s[-1],i))
        elif s[0]=='+':
            print(u'Add "{}" to position {}'.format(s[-1],i))    
        cnt+=1  
    print("total=",cnt,"\n")

打印:

cat => bat
Delete "c" from position 0
Add "b" to position 1
total= 2 

bat => cat
Delete "b" from position 0
Add "c" to position 1
total= 2 

broom => ballroom
Add "a" to position 1
Add "l" to position 2
Add "l" to position 3
total= 3 

boat => got
Delete "b" from position 0
Add "g" to position 1
Delete "a" from position 3
total= 3