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Show String Alignment

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python

I have a program that will tell me the distance between two strings, which is working just fine.

e.g.

word 1 = hello
word 2 = hi

has a cost of 5 to go from one to the other (substitution of i with e is 2, and there are 3 insertions).

Basically, an insert costs 1, delete costs 1, substitution is 2. Words can also be shuffled in the string to reduce cost.

I need a way to remember what operation is happening at what point so that I can show an alignment.

e.g.

wax
S M S(substitute move substitute, cost of 4)
and

Any ideas or tips?

import sys
from sys import stdout


def  minEditDist(target, source):

    # Length of the target strings set to variables
    n = len(target)
    m = len(source)

    distance = [[0 for i in range(m+1)] for j in range(n+1)]

    for i in range(1,n+1):
        distance[i][0] = distance[i-1][0] + insertCost(target[i-1])

    for j in range(1,m+1):
        distance[0][j] = distance[0][j-1] + deleteCost(source[j-1])


    for i in range(1,n+1):
        for j in range(1,m+1):
           distance[i][j] = min(distance[i-1][j]+1,
                                distance[i][j-1]+1,
                                distance[i-1][j-1]+subCost(source[j-1],target[i-1]))

    # Return the minimum distance using all the table cells
    return distance[i][j]

def subCost(x,y):
    if x == y:
        return 0
    else:
        return 2

def insertCost(x):
    return 1

def deleteCost(x):
    return 1

# User inputs the strings for comparison
# Commented out here because cloud9 won't take input like this
# word1 = raw_input("Enter A Word: ")
# word2 = raw_input("Enter The Second Word: ")
word1 = "wax"
word2 = "and"
word1x = word1
word2x = word2
# Reassign variables to words with stripped right side whitespace
word1x = word1x.strip()
word2x = word2x.strip()

if(len(word1) > len(word2)):
    range_num = len(word1)
else:
    range_num = len(word2)

# Display the minimum distance between the two specified strings
print "The minimum edit distance between S1 and S2 is: ", minEditDist(word1x,word2x), "!"
print (word1x)
print (word2x)
like image 633
Are you Shure Avatar asked Nov 24 '25 17:11

Are you Shure


1 Answers

You can start with something like this.

I have added the proper data for "S".

path = []

def  minEditDist(target, source):

    # Length of the target strings set to variables
    n = len(target)
    m = len(source)

    distance = [[0 for i in range(m+1)] for j in range(n+1)]

    for i in range(1,n+1):
        distance[i][0] = distance[i-1][0] + insertCost(target[i-1])

    for j in range(1,m+1):
        distance[0][j] = distance[0][j-1] + deleteCost(source[j-1])


    for i in range(1,n+1):
        for j in range(1,m+1):
           sc = subCost(source[j-1],target[i-1])
           distance[i][j] = min(distance[i-1][j]+1,
                                distance[i][j-1]+1,
                                distance[i-1][j-1]+sc)
           if distance[i-1][j]+1 > distance[i-1][j-1]+sc and distance[i][j-1]+1 > distance[i-1][j-1]+sc:
               path.append("S");

    print path

    # Return the minimum distance using all the table cells
    return distance[i][j]

def subCost(x,y):
    if x == y:
        return 0
    else:
        return 2

def insertCost(x):
    path.append("I")
    return 1

def deleteCost(x):
    path.append("D")
    return 1
like image 84
ATOzTOA Avatar answered Nov 27 '25 06:11

ATOzTOA



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