String distances considering OCR errors.
Project description
OCR-StringDist
A Python library for string distance calculations that account for common OCR (optical character recognition) errors.
Overview
OCR-StringDist provides specialized string distance algorithms that accommodate for optical character recognition (OCR) errors. Unlike traditional string comparison algorithms, OCR-StringDist considers common OCR confusions (like "0" vs "O", "6" vs "G", etc.) when calculating distances between strings.
Note: This project is in early development. APIs may change in future releases.
Installation
pip install ocr-stringdist
Features
- Weighted Levenshtein Distance: An adaptation of the classic Levenshtein algorithm with custom substitution costs for character pairs that are commonly confused in OCR models.
- Pre-defined OCR Distance Map: A built-in distance map for common OCR confusions (e.g., "0" vs "O", "1" vs "l", "5" vs "S").
- Customizable Cost Maps: Create your own substitution cost maps for specific OCR systems or domains.
Usage
import ocr_stringdist as osd
# Using default OCR distance map
distance = osd.weighted_levenshtein_distance("OCR5", "OCRS")
print(f"Distance between 'OCR5' and 'OCRS': {distance}") # Will be less than 1.0
# Custom cost map
custom_map = {("f", "t"): 0.2, ("m", "n"): 0.1}
distance = osd.weighted_levenshtein_distance(
"first", "tirst",
cost_map=custom_map,
symmetric=True,
default_cost=1.0
)
print(f"Distance with custom map: {distance}")
Acknowledgements
This project is inspired by jellyfish, providing the base implementations of the algorithms used here.
Project details
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