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OCR-StringDist

A Python library to learn, model, explain and correct OCR errors using a fast string distance engine.

Documentation: https://niklasvonm.github.io/ocr-stringdist/

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Overview

Standard string distances (like Levenshtein) treat all character substitutions equally. This is suboptimal for text read from images via OCR, where errors like O vs 0 are far more common than, say, O vs X.

OCR-StringDist provides a learnable weighted Levenshtein distance, implementing part of the Noisy Channel model.

Example: Matching against the correct word CODE:

  • Standard Levenshtein:

    • $d(\text{"CODE"}, \text{"C0DE"}) = 1$ (O → 0)
    • $d(\text{"CODE"}, \text{"CXDE"}) = 1$ (O → X)
    • Result: Both appear equally likely/distant.
  • OCR-StringDist (Channel Model):

    • $d(\text{"CODE"}, \text{"C0DE"}) \approx 0.1$ (common error, low cost)
    • $d(\text{"CODE"}, \text{"CXDE"}) = 1.0$ (unlikely error, high cost)
    • Result: Correctly identifies C0DE as a much closer match.

This makes it ideal for matching potentially incorrect OCR output against known values (e.g., product codes). By combining this channel model with a source model (e.g., product code frequencies), you can build a complete and robust OCR correction system.

Installation

pip install ocr-stringdist

Features

  • Learnable Costs: Automatically learn substitution, insertion, and deletion costs from a dataset of (OCR string, ground truth string) pairs.
  • Weighted Levenshtein Distance: Models OCR error patterns by assigning custom costs to specific edit operations.
  • High Performance: Core logic in Rust and a batch_distance function for efficiently comparing one string against thousands of candidates.
  • Substitution of Multiple Characters: Not just character pairs, but string pairs may be substituted, for example the Korean syllable "이" for the two letters "OI".
  • Explainable Edit Path: Returns the optimal sequence of edit operations (substitutions, insertions, and deletions) used to transform one string into another.
  • 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").
  • Full Unicode Support: Works with arbitrary Unicode strings.

Core Workflow

The typical workflow involves

  • learning costs from your data and then
  • using the resulting model to find the best match from a list of candidates.
from ocr_stringdist import WeightedLevenshtein

# 1. LEARN costs from your own data
training_data = [
    ("128", "123"),
    ("567", "567"),
]
wl = WeightedLevenshtein.learn_from(training_data)

# The engine has now learned that '8' -> '3' is a low-cost substitution
print(f"Learned cost for ('8', '3'): {wl.substitution_costs[('8', '3')]:.2f}")


# 2. MATCH new OCR output against a list of candidates
ocr_output = "Product Code 128"
candidates = [
    "Product Code 123",
    "Product Code 523",  # '5' -> '1' is an unlikely error
]

distances = wl.batch_distance(ocr_output, candidates)

# Find the best match
min_distance = min(distances)
best_match = candidates[distances.index(min_distance)]

print(f"Best match for '{ocr_output}': '{best_match}' (Cost: {min_distance:.2f})")

Release files for ocr-stringdist 1.1.1

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for ocr-stringdist 1.1.1
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Built distributions (wheels)

Table of built distributions (wheels) for ocr-stringdist 1.1.1
File
ocr_stringdist-1.1.1-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details
ocr_stringdist-1.1.1-cp314-cp314-win32.whl CPython 3.14 CPython 3.14 Windows x86-32 Details
ocr_stringdist-1.1.1-cp314-cp314-musllinux_1_1_x86_64.whl CPython 3.14 CPython 3.14 Linux musl 1.1+ x86-64 Details
ocr_stringdist-1.1.1-cp314-cp314-musllinux_1_1_i686.whl CPython 3.14 CPython 3.14 Linux musl 1.1+ x86-32 Details
ocr_stringdist-1.1.1-cp314-cp314-musllinux_1_1_aarch64.whl CPython 3.14 CPython 3.14 Linux musl 1.1+ ARM64 Details
ocr_stringdist-1.1.1-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ x86-64 Details
ocr_stringdist-1.1.1-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARMv7l Details
ocr_stringdist-1.1.1-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARM64 Details
ocr_stringdist-1.1.1-cp314-cp314-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details
ocr_stringdist-1.1.1-cp314-cp314-macosx_10_12_x86_64.whl CPython 3.14 CPython 3.14 macOS 10.12+ x86-64 Details
ocr_stringdist-1.1.1-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details
ocr_stringdist-1.1.1-cp313-cp313-win32.whl CPython 3.13 CPython 3.13 Windows x86-32 Details
ocr_stringdist-1.1.1-cp313-cp313-musllinux_1_1_x86_64.whl CPython 3.13 CPython 3.13 Linux musl 1.1+ x86-64 Details
ocr_stringdist-1.1.1-cp313-cp313-musllinux_1_1_i686.whl CPython 3.13 CPython 3.13 Linux musl 1.1+ x86-32 Details
ocr_stringdist-1.1.1-cp313-cp313-musllinux_1_1_aarch64.whl CPython 3.13 CPython 3.13 Linux musl 1.1+ ARM64 Details
ocr_stringdist-1.1.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-64 Details
ocr_stringdist-1.1.1-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARMv7l Details
ocr_stringdist-1.1.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARM64 Details
ocr_stringdist-1.1.1-cp313-cp313-macosx_11_0_arm64.whl CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
ocr_stringdist-1.1.1-cp313-cp313-macosx_10_12_x86_64.whl CPython 3.13 CPython 3.13 macOS 10.12+ x86-64 Details
ocr_stringdist-1.1.1-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details
ocr_stringdist-1.1.1-cp312-cp312-win32.whl CPython 3.12 CPython 3.12 Windows x86-32 Details
ocr_stringdist-1.1.1-cp312-cp312-musllinux_1_1_x86_64.whl CPython 3.12 CPython 3.12 Linux musl 1.1+ x86-64 Details
ocr_stringdist-1.1.1-cp312-cp312-musllinux_1_1_i686.whl CPython 3.12 CPython 3.12 Linux musl 1.1+ x86-32 Details
ocr_stringdist-1.1.1-cp312-cp312-musllinux_1_1_aarch64.whl CPython 3.12 CPython 3.12 Linux musl 1.1+ ARM64 Details
ocr_stringdist-1.1.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
ocr_stringdist-1.1.1-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARMv7l Details
ocr_stringdist-1.1.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARM64 Details
ocr_stringdist-1.1.1-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
ocr_stringdist-1.1.1-cp312-cp312-macosx_10_12_x86_64.whl CPython 3.12 CPython 3.12 macOS 10.12+ x86-64 Details
ocr_stringdist-1.1.1-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details
ocr_stringdist-1.1.1-cp311-cp311-win32.whl CPython 3.11 CPython 3.11 Windows x86-32 Details
ocr_stringdist-1.1.1-cp311-cp311-musllinux_1_1_x86_64.whl CPython 3.11 CPython 3.11 Linux musl 1.1+ x86-64 Details
ocr_stringdist-1.1.1-cp311-cp311-musllinux_1_1_i686.whl CPython 3.11 CPython 3.11 Linux musl 1.1+ x86-32 Details
ocr_stringdist-1.1.1-cp311-cp311-musllinux_1_1_aarch64.whl CPython 3.11 CPython 3.11 Linux musl 1.1+ ARM64 Details
ocr_stringdist-1.1.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
ocr_stringdist-1.1.1-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARMv7l Details
ocr_stringdist-1.1.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64 Details
ocr_stringdist-1.1.1-cp311-cp311-macosx_11_0_arm64.whl CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
ocr_stringdist-1.1.1-cp311-cp311-macosx_10_12_x86_64.whl CPython 3.11 CPython 3.11 macOS 10.12+ x86-64 Details
ocr_stringdist-1.1.1-cp310-cp310-win_amd64.whl CPython 3.10 CPython 3.10 Windows x86-64 Details
ocr_stringdist-1.1.1-cp310-cp310-win32.whl CPython 3.10 CPython 3.10 Windows x86-32 Details
ocr_stringdist-1.1.1-cp310-cp310-musllinux_1_1_x86_64.whl CPython 3.10 CPython 3.10 Linux musl 1.1+ x86-64 Details
ocr_stringdist-1.1.1-cp310-cp310-musllinux_1_1_i686.whl CPython 3.10 CPython 3.10 Linux musl 1.1+ x86-32 Details
ocr_stringdist-1.1.1-cp310-cp310-musllinux_1_1_aarch64.whl CPython 3.10 CPython 3.10 Linux musl 1.1+ ARM64 Details
ocr_stringdist-1.1.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
ocr_stringdist-1.1.1-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARMv7l Details
ocr_stringdist-1.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARM64 Details
ocr_stringdist-1.1.1-cp310-cp310-macosx_11_0_arm64.whl CPython 3.10 CPython 3.10 macOS 11.0+ ARM64 Details
ocr_stringdist-1.1.1-cp310-cp310-macosx_10_12_x86_64.whl CPython 3.10 CPython 3.10 macOS 10.12+ x86-64 Details
ocr_stringdist-1.1.1-cp39-cp39-win_amd64.whl CPython 3.9 CPython 3.9 Windows x86-64 Details
ocr_stringdist-1.1.1-cp39-cp39-win32.whl CPython 3.9 CPython 3.9 Windows x86-32 Details
ocr_stringdist-1.1.1-cp39-cp39-musllinux_1_1_x86_64.whl CPython 3.9 CPython 3.9 Linux musl 1.1+ x86-64 Details
ocr_stringdist-1.1.1-cp39-cp39-musllinux_1_1_i686.whl CPython 3.9 CPython 3.9 Linux musl 1.1+ x86-32 Details
ocr_stringdist-1.1.1-cp39-cp39-musllinux_1_1_aarch64.whl CPython 3.9 CPython 3.9 Linux musl 1.1+ ARM64 Details
ocr_stringdist-1.1.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-64 Details
ocr_stringdist-1.1.1-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ ARMv7l Details
ocr_stringdist-1.1.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ ARM64 Details
ocr_stringdist-1.1.1-cp39-cp39-macosx_11_0_arm64.whl CPython 3.9 CPython 3.9 macOS 11.0+ ARM64 Details
ocr_stringdist-1.1.1-cp39-cp39-macosx_10_12_x86_64.whl CPython 3.9 CPython 3.9 macOS 10.12+ x86-64 Details

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1.1.1 This release

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1.0.1

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0.3.0

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0.1.0

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0.0.1

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