I am looking for an efficient way to sort a list of strings according a custom alphabet.
For example, I have a string alphabet which is "bafmxpzv" and a list of strings composed from only the characters contained in that alphabet.
I would like a way to sort that list similarly to other common sorts, but using this custom alphabet. How can I do that?
Let's create an alphabet and a list of words:
In [32]: alphabet = "bafmxpzv"
In [33]: a = ['af', 'ax', 'am', 'ab', 'zvpmf']
Now let's sort them according to where the letters appear in alphabet:
In [34]: sorted(a, key=lambda word: [alphabet.index(c) for c in word])
Out[34]: ['ab', 'af', 'am', 'ax', 'zvpmf']
The above sorts in the correct order.
sorted enables a wide range of custom sorting. The sorted function has three optional arguments: cmp, key, and reverse:
cmp is good for complex sorting tasks. If specified, cmp should be a functionIt that takes two arguments. It should return a negative, zero or positive number depending on whether the first argument is considered smaller than, equal to, or larger than the second argument. For this case, cmp is overkill.
key, if spedified, should be a function that takes one argument and returns something that python knows natively how to sort. In this case, key returns a list of the indices of each of the word's characters in the alphabet.
In this case, key returns the index of a letter in alphabet.
reverse, if true, reverses the sort-order.
From the comments, this alternative form was mentioned:
In [35]: sorted(a, key=lambda word: [alphabet.index(c) for c in word[0]])
Out[35]: ['af', 'ax', 'am', 'ab', 'zvpmf']
Note that this does not sort in the correct order. That is because the key function here only considers the first letter of each word. This can be demonstrated by testing key:
In [2]: key=lambda word: [alphabet.index(c) for c in word[0]]
In [3]: key('af')
Out[3]: [1]
In [4]: key('ax')
Out[4]: [1]
Observe that key returns the same value for two different strings, af and ax. The value returned reflects only the first character of each word. Because of this, sorted has no way of determining that af belongs before ax.
a = ['01af', '02ax', '03am', '04ab', '05zvpmf'], so the list is only sorted by alphabetic characters onlysorted(a, key=lambda word: [alphabet.index(c) for c in word if c.isalpha()])Update, I misread your question, you have a list of strings, not a single string, here's how to do it, the idea is the same, use a sort based on a custom comparison function:
def acmp (a,b):
la = len(a)
lb = len(b)
lm = min(la,lb)
p = 0
while p < lm:
pa = alphabet.index(a[p])
pb = alphabet.index(b[p])
if pa > pb:
return 1
if pb > pa:
return -1
p = p + 1
if la > lb:
return 1
if lb > la:
return -1
return 0
mylist = ['baf', 'bam', 'pxm']
mylist.sort(cmp = acmp)
Instead of using index() which requires finding the index of a char, a better alternative consists in building a hash map to be used in the sorting, in order to retrieve the index directly.
Example:
>>> alphabet = "bafmxpzv"
>>> a = ['af', 'ax', 'am', 'ab', 'zvpmf']
>>> order = dict(zip(alphabet, range(len(alphabet))))
>>> sorted(a, key=lambda word: [order[c] for c in word])
['ab', 'af', 'am', 'ax', 'zvpmf']
order = { ch : i for i, ch in enumerate(alphabet) }; though I suppose that's up to personal preference.