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How Can I Calculate String Similarity in Python Using difflib?

Barbara Streisand
Barbara StreisandOriginal
2024-12-03 00:45:45643browse

How Can I Calculate String Similarity in Python Using difflib?

Determining String Similarity Metrics in Python

Calculating the similarity between two strings can be essential in various scenarios. In Python, there are several approaches to determine this similarity, one of which is by using the built-in difflib module's SequenceMatcher.

The SequenceMatcher provides a ratio-based measurement of string similarity, where a higher ratio indicates a greater degree of similarity. To employ this method:

  1. Import the difflib module.
  2. Define a function, such as similar(), that takes two strings as input.
  3. Within the function, create a SequenceMatcher object by passing None for the optional parameters.
  4. Calculate the similarity ratio between the strings using the ratio() method.

For instance, consider the following code:

from difflib import SequenceMatcher

def similar(a, b):
    return SequenceMatcher(None, a, b).ratio()

Using this function, you can determine the similarity between string pairs such as:

print(similar("Apple","Appel"))  # Output: 0.8 (80%)
print(similar("Apple","Mango"))  # Output: 0.0 (0%)

This method provides a simple and effective approach to measure the similarity between strings in Python.

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