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A library for extracting abbreviations from text.

Project description

Abbreviation Extractor

Abbreviation Extractor is a high-performance Rust library with Python bindings for extracting abbreviation-definition pairs from text, particularly focused on biomedical text. It implements an improved version of the Schwartz-Hearst algorithm, offering enhanced accuracy and speed. It's based the original python implementation.

Speed Comparison With Other Abbreviation Extraction Libraries

Extraction Accuracy Comparison With Other Abbreviation Extraction Libraries

Features

  • Fast and accurate extraction of abbreviation-definition pairs with tokenization.
  • Support for both single-threaded and parallel processing
  • Python bindings for easy integration with Python projects
  • Customizable extraction parameters like selecting the most common or first definition for each abbreviation

Installation

Rust

Add this to your Cargo.toml:

abbreviation-extractor = "0.1.3"

Python

pip install abbreviation-extractor-rs

Basic Usage

Rust

use abbreviation_extractor::{extract_abbreviation_definition_pairs, AbbreviationOptions};

let text = "The World Health Organization (WHO) is a specialized agency.";
let options = AbbreviationOptions::default();
let result = extract_abbreviation_definition_pairs(text, options);

for pair in result {
    println!("Abbreviation: {}, Definition: {}", pair.abbreviation, pair.definition);
}

Python

from abbreviation_extractor import extract_abbreviation_definition_pairs

text = "The World Health Organization (WHO) is a specialized agency."
result = extract_abbreviation_definition_pairs(text)

for pair in result:
    print(f"Abbreviation: {pair.abbreviation}, Definition: {pair.definition}")

Customizing Extraction

Python

from abbreviation_extractor import extract_abbreviation_definition_pairs

text = "The World Health Organization (WHO) is a specialized agency. The World Heritage Organization (WHO) is different."

# Get only the most common definition for each abbreviation
result = extract_abbreviation_definition_pairs(text, most_common_definition=True)

# Get only the first definition for each abbreviation
result = extract_abbreviation_definition_pairs(text, first_definition=True)

# Disable tokenization (if the input is already tokenized)
result = extract_abbreviation_definition_pairs(text, tokenize=False)

# Combine options
result = extract_abbreviation_definition_pairs(text, most_common_definition=True, tokenize=True)

for pair in result:
    print(f"Abbreviation: {pair.abbreviation}, Definition: {pair.definition}")

Rust

use abbreviation_extractor::{extract_abbreviation_definition_pairs, AbbreviationOptions};

let text = "The World Health Organization (WHO) is a specialized agency. The World Heritage Organization (WHO) is different.";

// Get only the most common definition for each abbreviation
let options = AbbreviationOptions::new(true, false, true);
let result = extract_abbreviation_definition_pairs(text, options);

// Get only the first definition for each abbreviation
let options = AbbreviationOptions::new(false, true, true);
let result = extract_abbreviation_definition_pairs(text, options);

// Disable tokenization (if the input is already tokenized)
let options = AbbreviationOptions::new(false, false, false);
let result = extract_abbreviation_definition_pairs(text, options);

for pair in result {
    println!("Abbreviation: {}, Definition: {}", pair.abbreviation, pair.definition);
}

Parallel Processing

For processing multiple texts in parallel, you can use the extract_abbreviation_definition_pairs_parallel function:

Rust

use abbreviation_extractor::{extract_abbreviation_definition_pairs_parallel, AbbreviationOptions};

let texts = vec![
    "The World Health Organization (WHO) is a specialized agency.",
    "The United Nations (UN) works closely with WHO.",
    "The European Union (EU) is a political and economic union.",
];

let options = AbbreviationOptions::default();
let result = extract_abbreviation_definition_pairs_parallel(texts, options);

for extraction in result.extractions {
    println!("Abbreviation: {}, Definition: {}", extraction.abbreviation, extraction.definition);
}

Python

from abbreviation_extractor import extract_abbreviation_definition_pairs_parallel

texts = [
    "The World Health Organization (WHO) is a specialized agency.",
    "The United Nations (UN) works closely with WHO.",
    "The European Union (EU) is a political and economic union.",
]

result = extract_abbreviation_definition_pairs_parallel(texts)

for extraction in result.extractions:
    print(f"Abbreviation: {extraction.abbreviation}, Definition: {extraction.definition}")

Processing Large Files

For extracting abbreviations from large files, you can use the extract_abbreviations_from_file function:

Rust

use abbreviation_extractor::{extract_abbreviations_from_file, AbbreviationOptions, FileExtractionOptions};

let file_path = "path/to/your/large/file.txt";
let abbreviation_options = AbbreviationOptions::default();
let file_options = FileExtractionOptions::default();

let result = extract_abbreviations_from_file(file_path, abbreviation_options, file_options);

for extraction in result.extractions {
    println!("Abbreviation: {}, Definition: {}", extraction.abbreviation, extraction.definition);
}

Python

from abbreviation_extractor import extract_abbreviations_from_file

file_path = "path/to/your/large/file.txt"
result = extract_abbreviations_from_file(file_path)

for extraction in result.extractions:
    print(f"Abbreviation: {extraction.abbreviation}, Definition: {extraction.definition}")

You can customize the file extraction process by specifying additional parameters:

result = extract_abbreviations_from_file(
    file_path,
    most_common_definition=True,
    first_definition=False,
    tokenize=True,
    num_threads=4,
    show_progress=True,
    chunk_size=2048 * 1024  # 2MB chunks
)

Benchmark

Below is a comparison of how the abbreviation extractor performs in comparison to other libraries, namely Schwartz-Hearst and ScispaCy in terms of accuracy and speed.

Performance Comparison of Abbreviation Extractor Against Other Libraries

Abbrv Ground Truth abbreviation-extractor (This Library) abbreviation-extraction ScispaCy
'3-meAde' '3-methyl-adenine' '3-methyl-adenine' '3-methyl-adenine' 'N/A'
'5'UTR' '5' untranslated region' '5' untranslated region' 'N/A' 'N/A'
'5LO' '5-lipoxygenase' '5-lipoxygenase' '5-lipoxygenase' 'N/A'
'AAV' 'adeno-associated virus' 'adeno-associated virus' 'associated virus' 'adeno-associated virus'
'ACP' 'Enoyl-acyl carrier protein' 'Enoyl-acyl carrier protein' 'acyl carrier protein' 'Enoyl-acyl carrier protein'
'ADIOL' '5-androstene-3beta, 17beta-diol' '5-androstene-3beta, 17beta-diol' 'androstene-3beta, 17beta-diol' '5-androstene-3beta, 17beta-diol'
cAMP 'cyclic AMP' 'cyclic AMP' 'N/A'
'ALAD' '5-aminolaevulinic acid dehydratase' '5-aminolaevulinic acid dehydratase' 'N/A' '5-aminolaevulinic acid dehydratase'
'AMPK' 'AMP-activated protein kinase' 'AMP-activated protein kinase' 'N/A' 'AMP-activated protein kinase'
'AP' 'apurinic/apyrimidinic site' 'apurinic/apyrimidinic site' 'apyrimidinic site' 'apurinic/apyrimidinic site'
'AcCoA' 'acetyl coenzyme A' 'acetyl coenzyme A' 'N/A' 'acetyl coenzyme A'
'Ahr' 'aryl hydrocarbon receptor' 'aryl hydrocarbon receptor' 'N/A' 'aryl hydrocarbon receptor'
'BD' 'binding domain' 'binding domain' 'N/A' 'binding domain'
'8-OxoG' '7,8-dihydro-8-oxoguanine' '7,8-dihydro-8-oxoguanine' '8-oxoguanine' 'N/A'
dsRNA double-stranded RNA double-stranded RNA double-stranded RNA 'N/A'
'BERI' 'Biomolecular Engineering Research Institute' 'Biomolecular Engineering Research Institute' 'N/A' 'Biomolecular Engineering Research Institute'
'CTLs 'cytotoxic T lymphocytes' 'cytotoxic T lymphocytes' 'N/A' 'N/A'
'C-RBD' 'C-terminal RNA binding domain' 'C-terminal RNA binding domain' 'N/A' 'C-terminal RNA binding domain'
'CAP' 'cyclase-associated protein' 'cyclase-associated protein' 'N/A' 'cyclase-associated protein'

Speed Comparison with Other Abbreviation Extraction Libraries

Abbreviation Extraction Benchmark

API Reference

For detailed API documentation, please refer to the Rust docs or the Python module docstrings.

Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

License

This project is licensed under the MIT License.

Acknowledgements

This library is based on the Schwartz-Hearst algorithm:

A. Schwartz and M. Hearst (2003) A Simple Algorithm for Identifying Abbreviations Definitions in Biomedical Text. Biocomputing, 451-462.

The implementation is inspired by the original Python variant by Phil Gooch: abbreviation-extractor

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MD5 46177aaa4fbe1cabfbcb6b01b2ec81db
BLAKE2b-256 c78bd4c0bdd3973ee25b7e5d2789160ac781116efe0fccc4366f6896b79197df

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Algorithm Hash digest
SHA256 743f6710ac152e41179ed986e3b97959658ae55c6f39b11926076db1aaf8b1e3
MD5 1c7ac4d8a8ec26441cb2e06dbd9b1a1b
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Algorithm Hash digest
SHA256 c956a0e23479523c438eb7534cc58f6bae03e269eded2ef5beab86af5e31a0b4
MD5 a6715c764f70e3363f8fb458b3f48d08
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Algorithm Hash digest
SHA256 1edae4ab8e6155d5e992cfca22083e9604a9def04da82e85cd1321997e1beee9
MD5 7f19db5867f0bcb29f05a5357b08621f
BLAKE2b-256 1a6853eb983cdd69ed86a4208b4eabfb3a589b4c033a62778221703563069287

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Algorithm Hash digest
SHA256 7e9093be36b751155a3582c01b5252bfbccaab3cd1c680d32b6413b185d4bf8f
MD5 33d75e7a476d8616c9b177fcc96b826c
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Algorithm Hash digest
SHA256 4fd8d378c3c579a7f5f6d6faeb76efcdd8611b065fac4a5828eb97399fe92d40
MD5 dddc6e886c0bdbff900aaff19a657fcf
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Algorithm Hash digest
SHA256 e5b87041c2a17483797d43f5be7dfa381194a56c5e528adda4de1f8864252635
MD5 115d924d805f3b948981b9b56e877634
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Algorithm Hash digest
SHA256 8d03b32ade5fa016bd9dffe5cf449f0e87fb1ca0d761d965c26f3ac0a669370e
MD5 deb05559c55045758170792dcf6b31bc
BLAKE2b-256 20b76dc0fc6a63f141b320d64f7f0803ed95f053f092a50af91764e90ee9b2d9

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Algorithm Hash digest
SHA256 c6b54c33191bdcd5838ebbef5bc58659d0f6d79178affd0477afcbc4642cc7a6
MD5 65a0daeda7e5112f8fb202696350edd2
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Algorithm Hash digest
SHA256 e3b197ea99ed6b099f793330f7b6d9997fb9fb26760e24068c0f530983e24042
MD5 0f3b6550f86c8202446d06b77aebe2a2
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Algorithm Hash digest
SHA256 5d6597e90b0bf370908afc1f8acc563414ec95ad7eda6ae6e22d88056bb341d9
MD5 6f67f8f9013736e7c6c076d4e09398a1
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Algorithm Hash digest
SHA256 a239bd4a9250decc9075c9431fcc57426ede0ab5e57857ff8c0032ee72e45b9d
MD5 54ac9b6269c85e5c3a35ed2913138501
BLAKE2b-256 1fa3524e86d3fce93fc85b548de57f9091ccf6ee9d05d90acd0ab8244a9f284e

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Algorithm Hash digest
SHA256 e9ffa52055f9b646dee2a826b3844781625f33e41cb2e1a0c8b77d93d06fdf6b
MD5 72640683898ef06a9bcf729adf4f236a
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Algorithm Hash digest
SHA256 1216a7c366afad7928acb5f83cf405421adfe401fb5caf53f806dedb514be95f
MD5 3598b57d1c48fef90fbf1dab83a9da2c
BLAKE2b-256 75e6dfa0612f30582c01c51f32d5540c648c397cf7171e50d7a0b5bec11c3418

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Algorithm Hash digest
SHA256 e4e9459cac3eb6ebe9a8d68e213426e8b5b3ebd52f05f2658713d49d5ceff4dc
MD5 69d2c93e606e5b4e69b63ffbaaafc78a
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Algorithm Hash digest
SHA256 94eda6bb5ef5e4e36f48da2d8163f0b238458ef433d09c142aa9c60b4b3a8577
MD5 dd570afc7b62ecccc4701a1cca67aea5
BLAKE2b-256 461ed15005c3b5fecbaab87f03a9636b95dfebdfabf6ea6803294d1dea9fbcf6

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Algorithm Hash digest
SHA256 8db32f8503389b716aa43b1befc41a1414c6806b7c5000aea1a188f09e29c888
MD5 3b441fc2b011a45d98da814ed164ac85
BLAKE2b-256 043357e9170ae3c5f32916dec64a0f6a5186ffe0a32ce54c1851a5204cf87428

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Algorithm Hash digest
SHA256 4d3bcc0cfa20cfb3f3894aaa499269e1c132baed87dbf93ec6a3570c24db3d35
MD5 24b962d26485f75229300f1d3eadb5f1
BLAKE2b-256 3c66232d5c215e44e07e4a643a9b089426748d889aa25020b517308651ddb425

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Algorithm Hash digest
SHA256 e7bb7ecbe95889c5de2638d104e2375449426cd424ff1b66fb267305f88d76cb
MD5 5a882c49d07065985f782658c27ebd78
BLAKE2b-256 0198855fb97016feb291ead3e295c71f0f9ae03d6a01735cd2023d86877eedfc

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Algorithm Hash digest
SHA256 2636e8eb8b38b7cba4f1c43145e1309db30bd6a085402ff0a9e021f45206135c
MD5 f0d89f5dcfbdd7122cb259e8193eb385
BLAKE2b-256 262db5cc3779ffe4d146afa916fe1d3ca5c364e1d2ac10c552a958d93e8b588a

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Algorithm Hash digest
SHA256 b35c290883ea4def6f536d603f2cf404ddf8b27a86ba4fd3462e26ef2933d62f
MD5 6fa6d8a240f5e82811f4bb3e91899a56
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Algorithm Hash digest
SHA256 54016b408cfa63e82d700e2fef9c704d5cffe2eb603ddd19d866c05e76f58c08
MD5 584b0fcf20bbda506f7f687a77966369
BLAKE2b-256 257a3501ad60e24c0b6ef44a6693f9fca26e25051f4e9a50bb1d0a347ea8315d

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Algorithm Hash digest
SHA256 1c1c6ceff69ff9000b5a1df9bfba44868f077459564d444eb2f841e1265ac480
MD5 98872997b7584b1bfa1be74203912723
BLAKE2b-256 ae0ff6c7f216b9d74d76f859db30bc76f7003ae14d1cd80c3ad401a8d10c878c

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Algorithm Hash digest
SHA256 a55cbcd7354f8ee8dc4d3258d74c363a560f18d2bad9a22a63889b7a379f83d2
MD5 e93aac4099335e6d341bb75a82ce41de
BLAKE2b-256 26eb587d94552dbf1729341264bd2ddf7a2f3668618ca15cd22530131b41c3ac

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Algorithm Hash digest
SHA256 b2808af07084fcb30e8ec8ea083d92acaf092eb3a4469152bc1e844379dd1571
MD5 49053b8b17cfad3d2acd30868f80e473
BLAKE2b-256 06f3b6cc3add4571d7a1332f021e77bdefeecb04d107a7c74ff1e6e99cca6b48

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Algorithm Hash digest
SHA256 85315fad84c65e6f6275b26986fb8e96827d4849874134a30d10542360f4fb41
MD5 da663d2b0330d67e29561285703d0f5a
BLAKE2b-256 44e115475745b8cad1782fc0e6f4b4fc52ed1f92eab36e90f7d32e1faffb00ad

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Algorithm Hash digest
SHA256 f16064531e292e7a77c3fafe3782190f0927d0c423c0214c7ecb76857b790080
MD5 9f0f0fdd51b4e70b763d289e03a30852
BLAKE2b-256 b0fa203617fb7bc6820a836b00844431916316396b30b00c99e3b429c8554dca

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Algorithm Hash digest
SHA256 657cfdf26bde649a012036eadbd485d42a1211cecafb9a0d8bb9ee73354d33e2
MD5 9c0e9632d51b8d8397cb8d5b8aade1e9
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Algorithm Hash digest
SHA256 c72380315543cabfe41f8d84187a2b37303b3a5caa0211c318156c58ce7c353c
MD5 fad770b3d4d70a1542c57ddfe7728399
BLAKE2b-256 7ef335646fc4bc83d16ea58b14bc01378f6d1ffcbb69fdd0678274dca591f495

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Algorithm Hash digest
SHA256 712a489e0f7161354c5cb316e2660c4ed6485df6d9ed5e4241c77f516f9895b3
MD5 f8ae94845a84d145805d577e7c807e34
BLAKE2b-256 18c41af350751710f938dc172ea9567c0fcf13b51119e51ed1cf312665807558

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Algorithm Hash digest
SHA256 9f3efd6290f473cb371a88a100058ddc71473f1f22f69c2f5cbf04340c6fdf6b
MD5 2648484296b994e28d0c254275803ac2
BLAKE2b-256 bf0c017fc5bde191470c308c36a7d36375f15433ee5e41e896dee9acc3dc6685

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Algorithm Hash digest
SHA256 2582ef626508637b4aabc377b51e2d132ac50f228a57023ea7db196eaaa6ccd4
MD5 f41d1b761fcd91d5b79fd3c56f8100bd
BLAKE2b-256 20e74b250c7b21a84acc12b77126ed3fcb9487778ff8bd7b908725d5cd986ae3

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Algorithm Hash digest
SHA256 80600a198a7415c778333e9d88e0598898c1ef99c0fd85e210be928d439cab97
MD5 472f395368976f1ecee6d5211200454f
BLAKE2b-256 22a4aafdee6012baf9e44cc6e862178742c9395430d5cf5da72b2cbba9fc3efa

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Algorithm Hash digest
SHA256 740ded4ebc0c16933396a652325b27cae9976c5af6c4f80f1e3dc5f003a22575
MD5 aeb3c6c0e203dc6898e51dd65703b85d
BLAKE2b-256 5270ec20473e12f9178ee5fe8be5bce0190e7e19b2d4f059fed6aa08761a74df

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Algorithm Hash digest
SHA256 40c2827519d48b6974d5e1f8e42ccdfc961d45b1635c6c8f658e95a75e051d01
MD5 ababcf3af2c3c04f5097f8eee773887b
BLAKE2b-256 426c6afe6657a8611a0d0fade751a92e2780f4e8f223e9152e944e43a421076c

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SHA256 9257309bae09d5ef5c1e907bba52f496d11354a96c49e28a0bc1df1ec704c98b
MD5 dffac1ddbc4ace7075c9ec3419d26438
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SHA256 c394766772fe72f5abe11d20eb9190a65191e2820ca6edd05263184dc7c68050
MD5 ec02467f18eec536b9794d4da5f300c5
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SHA256 3b973dd2694c80b822921d7ee941d9ef842835e4443f2232d3163d6302536f06
MD5 beb7639674387fde2eac3ea9312814cb
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SHA256 f86a9f99397dc486b2a6d6a92c1941865f621169ee1112f658d81752cea1fe08
MD5 0252dff0ab3f76f9e4d06ea4fbc9cabb
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SHA256 d1a78884775f4776ec8422768aca52aad0dedba2e2297e2f791b959625b2a2db
MD5 87f0b02f30ea8d9faeed25ba72d94daa
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SHA256 c920a6f0ae913aa61e5aa10e087de9a451679e480e74378536dc24543e7856a3
MD5 c7f25bd4fc494eb2f3927c21cd37adee
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SHA256 dd2651e7160f50edd3eddc7ebc62eee637bffa9dbd443e991d5a56bbdb883f46
MD5 8499733c720adeac1947f346ad30c407
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SHA256 335db34f4c53b84a5ab6f84217a20bd9f4cd213eb8107269b0c9910226d39345
MD5 88a292690852824040577ddef412e3da
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SHA256 24e7e81a80610f07a42bbbe7ba7186c4d144b4e004880afbe441dd13157e2ba4
MD5 c9471bdde240e6a55b7a0dfefe36230f
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SHA256 b177bfe8c96e7ba5dabcbac1e18fcec40a2a81ee959fd0f3af74a029bf16327e
MD5 3213a0931bdaa8a737671f91818d87b4
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SHA256 82f9bc1fd4756024dab9a4c22c46aa97d3fa3565ea1cb7f1745a04a1538b13ac
MD5 9412f8a457aef71f33ca544478632d32
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SHA256 c0d6f6d76575491237cbbf1db48b960d4a433355898b21f80f8abb78468b75c8
MD5 4548dd0ca71361011885fa0d5aa83f0d
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SHA256 6cd29550680a43ab0d706bd4806bf9d1d5c5e4b1aa779590272e52d2fc07f25a
MD5 26bba0626f90171d4686777893748697
BLAKE2b-256 f3717f1ffd70a14476e1985a320fd76d6c2aa4f2d690e6fbd4287defa6d78e1b

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SHA256 06b4102c98afdcec8630e73971d071b89eb10d4caf38883e41b7c4b3e1ebda9d
MD5 bfa2774f0110f9921e57d6a7f6f80354
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SHA256 f72e4f237f28bce84bcd8736532bdca0efbd926829f1cf011553a6d0142d9111
MD5 945cee6ea342d79e1463a273e8a400b1
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SHA256 cba361a04d9855c9ba30557c79924d26f88b7f6a6f1f8495a120380af2db3d2d
MD5 681ec0477d659a0b9a820fc0c07fcfcf
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SHA256 9a33564a1e75108f957ab33ab73c1ce1fea453d2536134d02b25ef4199b4b550
MD5 9960125ae02d201cc1a2ddd9b98ac33c
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SHA256 ba63c3f1daff59c458415bc14a65e8bbf83a115abb863a915de5fd790de185bc
MD5 ab4451e00dd40d2b07afb5c047c16697
BLAKE2b-256 ae47a12cef58c4fbdd994387f5064b859c653e287a54efdbd7bc1bab8bab644d

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Algorithm Hash digest
SHA256 6c16a466c6981acb3267ace56df8a8f9518527e6f914f005d1ff3d1d0243d0bd
MD5 61eb23065580cdd02e8fd2b3fc0d527a
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SHA256 910eaea95be5842833b79d963618d92a5b4f669aa4fba02127bf34fc47b6d28e
MD5 26385eda87bd4c4954c5beed55e6708e
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SHA256 f233a8d7cae1987c2d8c3e3cb16f6e2db3ccda071421653ba09167c830f847f0
MD5 b0e0743684c80b123de666d9df69b02f
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SHA256 047558779bee3fb08311c8b708f73c9f5c01f83d04577d91ef7ef06a20ab33df
MD5 a44d48ebf162d8d9593c7c9684adfaf5
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Algorithm Hash digest
SHA256 69202c13a3dfbd2e7a744c44637fb95581dbb54b8ffd14f45ba114b5270c94c4
MD5 30654dcbb3e18bd21b44d19e5606445e
BLAKE2b-256 7208931005f15843024eaf0259e43473507790cb659c9e89a91a33c5d1b2271e

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SHA256 bcdc40d45abc36e885657287957af27789f9486ebc76db6a086a4519f3337892
MD5 c6235358f21b747a22c7dfb5d14d5d5b
BLAKE2b-256 6e24ddafbfbb4ec107e62465c8d0a92d835f2c72c9c328b440c0a1955a0b2b71

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SHA256 2cc2756eb80e920c521e65fe6cd71de4dbbc8bd377583454b385b8a51d396b5c
MD5 48973ea29c2f29b5e67a9e92e81d860b
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SHA256 69726dea1477c537a1db0b8e868ff7cb5d3bdddb6be0dd211f150e8bb53dafb9
MD5 1fe6e90242b141a271fbf3f3f3500cbe
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SHA256 be7d151cd75befa497e6ae7a7347f1a48a97b54f3babf480e9e2fe0de86fa4b0
MD5 5a9dc4d1201cbad598da6ffd4256302e
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Algorithm Hash digest
SHA256 3219dea833d7211719ce640822c7a344ff4e5af590738e344fa51aedc7996a46
MD5 15783388086fe10baced32235c5e845f
BLAKE2b-256 9ed809e3ba2d8a525f40aa8afaf4b0ec0a81b6b0cb78a0c7cd30856b9b104f0d

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Algorithm Hash digest
SHA256 08b03c1d5e9267f8b3346db773e4447fdb4a5b22ab29738b15c9547bc4ba97ee
MD5 849b35b053daf896263ca6064f647886
BLAKE2b-256 9050903ee062f1b225888f6b428162586976cd8bb76fc3976510c8973331176e

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Algorithm Hash digest
SHA256 cc862781fd391ae33648beb5b72166ee204d56ce72253e08e2d8d67849d64be9
MD5 4ba6a529a93fd92c60374ce42b41d175
BLAKE2b-256 48c454428c965be20765310cc777fdf021665b97b92aaf6a6340285c47177cc2

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SHA256 6ad36590ac1612caee7521c6c96f3aac2c16599112e315fc0f0075f958bab4e8
MD5 0d94ca3f64e75a0c0c33958576e66ad1
BLAKE2b-256 3417898af17b36374c36edad1f1e2802d19f95e917dbfa9531e1cc283a14800b

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Algorithm Hash digest
SHA256 65897cb19581e8631f1ef23202221048c442ebbe39ffd711f31cee64e74b332f
MD5 85ad1eea84d070b1b88f60e7888bc2f5
BLAKE2b-256 ca51e14cb28f63997a9c9e84bcb13773b858d5cca669e41caedd67dac63cfa22

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Algorithm Hash digest
SHA256 120ca725432e5a27d5769c33487c3eaa57c85c1a783199a073a1fda97763d984
MD5 8ab8aed6f61bcb46ac167a8cb54845cf
BLAKE2b-256 1f63ee4fc9ce0fefe27351396f371bb308f9f89db2f31a1f3c9114e8f96fdf79

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SHA256 ad1589390b782800f0b920d8bdeb675c80a66a185f5eb90cc7bc30028fdd639c
MD5 f61e02fdf2fb9edee09f4d4fe569fd2d
BLAKE2b-256 8777e2c21458df5479941e5074135721f30fe8966e0e119dbe9347a10599cc6b

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Algorithm Hash digest
SHA256 9f65753baf423f15a8aeacf80ab33862b0662a232fb58597e39f869d5d8ef94b
MD5 7a0a107c00fc3c778350123d93adb510
BLAKE2b-256 cf0da9360a269c22d40d2bce920fa2a5caa1c7c42a04ea51f6da167edeeddb2e

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Algorithm Hash digest
SHA256 43b9269e7d777de8889b944d961dbe2f7196c053d194367a9456b881f14f6b95
MD5 d00290063358261d3617ad71843a7ba8
BLAKE2b-256 ca242bf01d93bd8abd53c2f7b7234bab062c1ecb4701cbc94530cdb19185cfa1

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Algorithm Hash digest
SHA256 9767227063cb5c173562e2f2b121dcf67846e6ce3abdefa28a06c7893fd7a77f
MD5 57ef41d403a76b4e3492ab92a629b3a5
BLAKE2b-256 c2db45d4ba4db43e9500d856f350af1cb3a0eda0ca80316cb0bbad1dbcaa6e10

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Algorithm Hash digest
SHA256 efce74f4c837d4b2025192d8117778d448b1f02a6e383310894b7c95e3c13d07
MD5 02d510dd388c88a69a019391f9ac00da
BLAKE2b-256 2e574281f42401a117d6f9ce7493105f3c4b4f687e19ce1044792f0135a4cad8

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Algorithm Hash digest
SHA256 7ef6aefde08806d082dad18991a9579442b948050bed4020caa86941b186ab53
MD5 fb49f390270588df57600b46948daded
BLAKE2b-256 424545348f3bd1825bc38111763c332f496ec0c77a845c2fe871a507c64bd855

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Algorithm Hash digest
SHA256 469c3822206cecf0c3fe2054540209ded4b92655ff335b12fbc13355b926fa85
MD5 b6424815b5a39359e4df9f67afd48d95
BLAKE2b-256 f880ab781968d1302437795ffd73b4bed8a65c248de4270269761dfd9a54026f

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Algorithm Hash digest
SHA256 9549fed6e9093ce689cba444d9986a2bdedc3f7bac308112e3580d8ac624f57a
MD5 7501bbcc27a0e46292a539909ab33db2
BLAKE2b-256 8763050a6a5458f8dac28b018ce85345cbbcb6ff9aefa181f6c1606f81c6e9ab

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Algorithm Hash digest
SHA256 6d91fefdc87d2bb022f54b2a43f6622e8de9cd65d54457d059bd7ec3fdf7a5fb
MD5 0478e2fb262e313154d48e722fbeb32a
BLAKE2b-256 65b79cd087c6a3925c6641926157c2ae908992ec8ab0f60c2411057aa22a78d8

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Algorithm Hash digest
SHA256 0214a325aa0834cff34e74646a61bac540b21b5efe39c6b8b3b8ce7f6d61b20a
MD5 8e79121b7851c73549b05d49656d72c7
BLAKE2b-256 c0597fc771ff15651ff9a403991bc6aedc64b8e30c014bac388ecf91b6d5b116

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Algorithm Hash digest
SHA256 dedbf11089d0d334c6ce6097445049dd87017766f33b52facb8ee597a167af3f
MD5 c7bfc4516d7fa85f286521ea8ee9768c
BLAKE2b-256 c6259129cda946f88107271010ff1772813a51ba42090981886ae6b4393a204c

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Algorithm Hash digest
SHA256 b040ada2fbb1ee618bc8726d65c8953ecb592070e3b117c0b0f5ab127e97f278
MD5 2823d670d9fc1f82e8f9e32d66a89375
BLAKE2b-256 04ca64e729a17212444f3f359e07c2ca4ff2ea9a236e279e113caefce103d058

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Algorithm Hash digest
SHA256 8f0e2ba7c8b06dda3994a0496f8cc449731c3dace4a142f23ac0c8008936cba9
MD5 ec315d7b118f6837585245bb84645ae9
BLAKE2b-256 345c099dac5b227f5620e276e790299867c063eeb3207ffe8a951f3d70161a89

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Algorithm Hash digest
SHA256 82b8838e344a0616df5bc19f9482cfb906dcfa3a04702de5257e66ca91048356
MD5 9d975781a2e4cc62c879e45fc47ccd95
BLAKE2b-256 cf44d6c6bf2c8fc594c32eb4c74359ae745b2c9333accdf262a5c7fd835e9318

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Algorithm Hash digest
SHA256 2c5c42427b6f97a150db1699b05e09eb2eed430ea9de8a4f0f5926a29b9714d3
MD5 1e90054b139493c754a0e5ad6ce08871
BLAKE2b-256 44459fa0ce9a95a3d2a86a4481d9f18d07c2c151fcaae5a0c16760a3fc0f31bd

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Algorithm Hash digest
SHA256 d9e9f40e059f22ee9919e4fd85bc592df5b19726c1e769a9da730714ccb31714
MD5 d8b80482c7bc936817b9e920da694e50
BLAKE2b-256 43832611345e66d3ab62e0ecfcbefe428c81f8bf3e1ef01463d42dff6d5e4210

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Algorithm Hash digest
SHA256 14b4b4f739ef9b49e15a86e99b313c18eb1f26ea225d918aa7cb65612886f5d6
MD5 5a030c624a4fa4471510d964bb10c6b9
BLAKE2b-256 34bd3ca3255a5918f3c2519ec04ab029f6bc62b097cb0ed57033a23f1aad2b1d

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Algorithm Hash digest
SHA256 0a6b0a245b8974d01704ef60022f94036fe71645e736da9b9cb0a01ba010ee93
MD5 33f4179c3bc34f0e80b87a1c22164faf
BLAKE2b-256 15f324269de2c1b3c22c27ee890a7a0dc699e9651d4d1482acd992187a560480

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Algorithm Hash digest
SHA256 b544a3202b153f575ec964b8eee614130bc4f8698a69dff7e7316925df354aac
MD5 ade7ea3f10b5c343342a38845c21e65c
BLAKE2b-256 cc3ce32e6dccb4823e5ca2b700841864b68eec4f4f2d557c727ef6a279a486a7

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Algorithm Hash digest
SHA256 28f92e97c426d19857f86b3409b521481f30f4cc0add725c41aefc51f5abf54e
MD5 e4a663f4c62dba5d2b7b8d0c0a6c621e
BLAKE2b-256 7fd7c00979fcdd17314e77ae0c880c45561488e2e0971f798e25bb76713d1bd8

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Algorithm Hash digest
SHA256 3837ead0f8c90f9ac239a7a08e1179712de8eed21610ef8e8a321ee696b36dae
MD5 18ec6dea448fb699bc5beedbad1c9607
BLAKE2b-256 0b571f2ab1a010e74b4f2d000422b58c5470acf03f9ed7f8ec49c7568d5a6df8

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Algorithm Hash digest
SHA256 33f26bbb8fd3fb15cfe6e4b92af84329136d5afbd080a81474ff34a2f159e95c
MD5 27ac2dccd9d4cfa9eac99d8c347f9a80
BLAKE2b-256 85047ea26b69db8de9e86e9a934d9ab58ca5a96c61a450da508b7496acd5fcc3

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Algorithm Hash digest
SHA256 d4d3564a461ef0fbe824b7774cf6cb0c40788d345800c49466a546cba7fa3e21
MD5 b11a1f789796a919c7e6fd241f1fefeb
BLAKE2b-256 7ec29b4a6461bfa3e0598672750bea46e01a1125f19b488807135873019ba476

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SHA256 cbce7a2c8e58ddddb802958cf4364a9c88da97337cf89b9ed1a5ad59d990f007
MD5 eb37dd14c17721414b507540a59c9680
BLAKE2b-256 92696c1a74177ec553495f92bf9c2a5412acac48eb111ff9093c407bf2a0f514

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Algorithm Hash digest
SHA256 56a8b3549ca1bef27ffec778b530dd5c51fa12316a2e9899792bb59ed7323f57
MD5 550ab520eb651d45918903e9b6ab0e55
BLAKE2b-256 7d010839e02dc990a4ce7c52c0dda6c30592b1c07702a900fa4cbd88fcb2ceed

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Algorithm Hash digest
SHA256 0a44dd2fcf11bc19fe9a49753849fb304daa7f9243b08abc663597145ee30d0a
MD5 c3c9adf8b010adbe70170c5618e914c9
BLAKE2b-256 03ff86a8e78d73d6a1020a4422a7bf630d1a73800b1c1b3a9707cc62c861d1d9

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