Python Program to check for almost similar Strings
Given two strings, the task here is to write a python program that can test if they are almost similar. Similarity of strings is being checked on the criteria of frequency difference of each character which should be greater than a threshold here represented by K.
Input : test_str1 = ‘aabcdaa’, test_str2 = “abbaccd”, K = 2
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Output : True
Explanation : ‘a’ occurs 4 times in str1, and 2 times in str2, 4 – 2 = 2, in range, similarly, all chars in range, hence true.
Input : test_str1 = ‘aabcdaaa’, test_str2 = “abbaccda”, K = 3
Output : True
Explanation : ‘a’ occurs 5 times in str1, and 3 times in str2, 5 – 3 = 2, in range, similarly, all chars in range, hence true.
Method 1 : Using ascii_lowecase, dictionary comprehension, loop and abs()
In this, we compute all the frequencies of all the characters in both strings using dictionary comprehension and loop. Next, each character is iterated from alphabetic lowercase ascii characters and tested for frequency difference in both strings using abs(), if any difference computes to greater than K, result is flagged off.
Example
Python3
from string import ascii_lowercase # function to compute frequencies def get_freq(test_str): # starting at 0 count freqs = {char: 0 for char in ascii_lowercase} # counting frequencies for char in test_str: freqs[char] += 1 return freqs # initializing strings test_str1 = 'aabcdaa'test_str2 = "abbaccd" # printing original strings print("The original string 1 is : " + str(test_str1)) print("The original string 2 is : " + str(test_str2)) # initializing K K = 2 # getting frequencies freqs_1 = get_freq(test_str1) freqs_2 = get_freq(test_str2) # checking for frequencies res = Truefor char in ascii_lowercase: if abs(freqs_1[char] - freqs_2[char]) > K: res = False break # printing result print("Are strings similar ? : " + str(res)) |
Output:
The original string 1 is : aabcdaa
The original string 2 is : abbaccd
Are strings similar ? : True
Method 2 : Using Counter() and max()
In this, we perform task of getting individual characters’ frequency using Counter() and get the maximum difference using max(), if greater than K, then result is flagged off.
Example:
Python3
from collections import Counter # initializing strings test_str1 = 'aabcdaa'test_str2 = "abbaccd" # printing original strings print("The original string 1 is : " + str(test_str1)) print("The original string 2 is : " + str(test_str2)) # initializing K K = 2 # extracting frequencies cnt1 = Counter(test_str1.lower()) cnt2 = Counter(test_str2.lower()) # getting maximum difference res = Trueif max((cnt1 - cnt2).values()) > K or max((cnt2 - cnt1).values()) > K: res = False # printing result print("Are strings similar ? : " + str(res)) |
Output:
The original string 1 is : aabcdaa
The original string 2 is : abbaccd
Are strings similar ? : True
