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/
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
C0DEas 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)
| File | Size | Uploaded | |
|---|---|---|---|
| ocr_stringdist-1.1.1.tar.gz | 119.5 kB | Details |
Built distributions (wheels)
Total release size: 25.8 MB
Release files / ocr_stringdist-1.1.1.tar.gz
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maturin/1.14.0
|
Release files / ocr_stringdist-1.1.1-cp312-cp312-musllinux_1_1_aarch64.whl
| Download URL | ocr_stringdist-1.1.1-cp312-cp312-musllinux_1_1_aarch64.whl |
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| Size | 578.1 kB |
| Tags | CPython 3.12 Linux musl 1.1+ ARM64 |
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Release files / ocr_stringdist-1.1.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | ocr_stringdist-1.1.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 409.6 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 |
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SHA-256 checksum How to use checksums |
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maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | ocr_stringdist-1.1.1-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 409.3 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ ARMv7l |
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maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | ocr_stringdist-1.1.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
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| Size | 402.2 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ ARM64 |
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maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | ocr_stringdist-1.1.1-cp312-cp312-macosx_11_0_arm64.whl |
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| Size | 355.4 kB |
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maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp312-cp312-macosx_10_12_x86_64.whl
| Download URL | ocr_stringdist-1.1.1-cp312-cp312-macosx_10_12_x86_64.whl |
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maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp311-cp311-win_amd64.whl
| Download URL | ocr_stringdist-1.1.1-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 245.5 kB |
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maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp311-cp311-win32.whl
| Download URL | ocr_stringdist-1.1.1-cp311-cp311-win32.whl |
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| Size | 233.1 kB |
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maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp311-cp311-musllinux_1_1_x86_64.whl
| Download URL | ocr_stringdist-1.1.1-cp311-cp311-musllinux_1_1_x86_64.whl |
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| Size | 619.3 kB |
| Tags | CPython 3.11 Linux musl 1.1+ x86-64 |
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maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp311-cp311-musllinux_1_1_i686.whl
| Download URL | ocr_stringdist-1.1.1-cp311-cp311-musllinux_1_1_i686.whl |
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| Size | 655.0 kB |
| Tags | CPython 3.11 Linux musl 1.1+ x86-32 |
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SHA-256 checksum How to use checksums |
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No |
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maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp311-cp311-musllinux_1_1_aarch64.whl
| Download URL | ocr_stringdist-1.1.1-cp311-cp311-musllinux_1_1_aarch64.whl |
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| Size | 581.6 kB |
| Tags | CPython 3.11 Linux musl 1.1+ ARM64 |
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maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | ocr_stringdist-1.1.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
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| Size | 413.8 kB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 |
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SHA-256 checksum How to use checksums |
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maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | ocr_stringdist-1.1.1-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
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| Size | 413.0 kB |
| Tags | CPython 3.11 Linux glibc 2.17+ ARMv7l |
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maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | ocr_stringdist-1.1.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
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| Size | 405.8 kB |
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No |
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maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | ocr_stringdist-1.1.1-cp311-cp311-macosx_11_0_arm64.whl |
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| Size | 362.5 kB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
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SHA-256 checksum How to use checksums |
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maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp311-cp311-macosx_10_12_x86_64.whl
| Download URL | ocr_stringdist-1.1.1-cp311-cp311-macosx_10_12_x86_64.whl |
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| Size | 365.2 kB |
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maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp310-cp310-win_amd64.whl
| Download URL | ocr_stringdist-1.1.1-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 245.6 kB |
| Tags | CPython 3.10 Windows x86-64 |
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maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp310-cp310-win32.whl
| Download URL | ocr_stringdist-1.1.1-cp310-cp310-win32.whl |
|---|---|
| Size | 233.0 kB |
| Tags | CPython 3.10 Windows x86-32 |
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SHA-256 checksum How to use checksums |
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No |
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maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp310-cp310-musllinux_1_1_x86_64.whl
| Download URL | ocr_stringdist-1.1.1-cp310-cp310-musllinux_1_1_x86_64.whl |
|---|---|
| Size | 619.9 kB |
| Tags | CPython 3.10 Linux musl 1.1+ x86-64 |
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SHA-256 checksum How to use checksums |
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maturin/1.14.0
|
Release files / ocr_stringdist-1.1.1-cp310-cp310-musllinux_1_1_i686.whl
| Download URL | ocr_stringdist-1.1.1-cp310-cp310-musllinux_1_1_i686.whl |
|---|---|
| Size | 655.3 kB |
| Tags | CPython 3.10 Linux musl 1.1+ x86-32 |
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SHA-256 checksum How to use checksums |
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maturin/1.14.0
|
Release files / ocr_stringdist-1.1.1-cp310-cp310-musllinux_1_1_aarch64.whl
| Download URL | ocr_stringdist-1.1.1-cp310-cp310-musllinux_1_1_aarch64.whl |
|---|---|
| Size | 582.1 kB |
| Tags | CPython 3.10 Linux musl 1.1+ ARM64 |
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SHA-256 checksum How to use checksums |
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maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | ocr_stringdist-1.1.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 414.2 kB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
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SHA-256 checksum How to use checksums |
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maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | ocr_stringdist-1.1.1-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
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| Size | 413.3 kB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARMv7l |
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SHA-256 checksum How to use checksums |
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maturin/1.14.0
|
Release files / ocr_stringdist-1.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | ocr_stringdist-1.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 406.1 kB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARM64 |
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SHA-256 checksum How to use checksums |
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No |
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maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | ocr_stringdist-1.1.1-cp310-cp310-macosx_11_0_arm64.whl |
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| Size | 362.3 kB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
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No |
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maturin/1.14.0
|
Release files / ocr_stringdist-1.1.1-cp310-cp310-macosx_10_12_x86_64.whl
| Download URL | ocr_stringdist-1.1.1-cp310-cp310-macosx_10_12_x86_64.whl |
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| Size | 364.6 kB |
| Tags | CPython 3.10 macOS 10.12+ x86-64 |
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SHA-256 checksum How to use checksums |
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maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp39-cp39-win_amd64.whl
| Download URL | ocr_stringdist-1.1.1-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 247.5 kB |
| Tags | CPython 3.9 Windows x86-64 |
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SHA-256 checksum How to use checksums |
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No |
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maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp39-cp39-win32.whl
| Download URL | ocr_stringdist-1.1.1-cp39-cp39-win32.whl |
|---|---|
| Size | 234.7 kB |
| Tags | CPython 3.9 Windows x86-32 |
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SHA-256 checksum How to use checksums |
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No |
| Uploaded via |
maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp39-cp39-musllinux_1_1_x86_64.whl
| Download URL | ocr_stringdist-1.1.1-cp39-cp39-musllinux_1_1_x86_64.whl |
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| Size | 622.2 kB |
| Tags | CPython 3.9 Linux musl 1.1+ x86-64 |
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No |
| Uploaded via |
maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp39-cp39-musllinux_1_1_i686.whl
| Download URL | ocr_stringdist-1.1.1-cp39-cp39-musllinux_1_1_i686.whl |
|---|---|
| Size | 657.6 kB |
| Tags | CPython 3.9 Linux musl 1.1+ x86-32 |
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No |
| Uploaded via |
maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp39-cp39-musllinux_1_1_aarch64.whl
| Download URL | ocr_stringdist-1.1.1-cp39-cp39-musllinux_1_1_aarch64.whl |
|---|---|
| Size | 584.7 kB |
| Tags | CPython 3.9 Linux musl 1.1+ ARM64 |
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SHA-256 checksum How to use checksums |
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No |
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maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | ocr_stringdist-1.1.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 417.0 kB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-64 |
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SHA-256 checksum How to use checksums |
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No |
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maturin/1.14.0
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Release files / ocr_stringdist-1.1.1-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | ocr_stringdist-1.1.1-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 415.9 kB |
| Tags | CPython 3.9 Linux glibc 2.17+ ARMv7l |
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SHA-256 checksum How to use checksums |
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No |
| Uploaded via |
maturin/1.14.0
|
Release files / ocr_stringdist-1.1.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | ocr_stringdist-1.1.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 408.8 kB |
| Tags | CPython 3.9 Linux glibc 2.17+ ARM64 |
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SHA-256 checksum How to use checksums |
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No |
| Uploaded via |
maturin/1.14.0
|
Release files / ocr_stringdist-1.1.1-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | ocr_stringdist-1.1.1-cp39-cp39-macosx_11_0_arm64.whl |
|---|---|
| Size | 364.4 kB |
| Tags | CPython 3.9 macOS 11.0+ ARM64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.14.0
|
Release files / ocr_stringdist-1.1.1-cp39-cp39-macosx_10_12_x86_64.whl
| Download URL | ocr_stringdist-1.1.1-cp39-cp39-macosx_10_12_x86_64.whl |
|---|---|
| Size | 367.7 kB |
| Tags | CPython 3.9 macOS 10.12+ x86-64 |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.14.0
|