Skip to main content

PyRuSH is the python implementation of RuSH (Rule-based sentence Segmenter using Hashing), which is originally developed using Java. RuSH is an efficient, reliable, and easy adaptable rule-based sentence segmentation solution. It is specifically designed to handle the telegraphic written text in clinical note. It leverages a nested hash table to execute simultaneous rule processing, which reduces the impact of the rule-base growth on execution time and eliminates the effect of rule order on accuracy.

Project description

PyRuSH is the python implementation of RuSH (Ru le-based sentence S egmenter using H ashing), which is originally developed using Java. RuSH is an efficient, reliable, and easy adaptable rule-based sentence segmentation solution. It is specifically designed to handle the telegraphic written text in clinical note. It leverages a nested hash table to execute simultaneous rule processing, which reduces the impact of the rule-base growth on execution time and eliminates the effect of rule order on accuracy.

If you wish to cite RuSH in a publication, please use:

Jianlin Shi ; Danielle Mowery ; Kristina M. Doing-Harris ; John F. Hurdle.RuSH: a Rule-based Segmentation Tool Using Hashing for Extremely Accurate Sentence Segmentation of Clinical Text. AMIA Annu Symp Proc. 2016: 1587.

The full text can be found here.

Installation

pip install PyRuSH

How to use

A standalone RuSH class is available to be directly used in your code. From 1.0.4, pyRush adopt spaCy 3.x api to initiate an component.

>>> from PyRuSH import RuSH
>>> input_str = "The patient was admitted on 03/26/08\n and was started on IV antibiotics elevation" +\
>>>              ", was also counseled to minimizing the cigarette smoking. The patient had edema\n\n" +\
>>>              "\n of his bilateral lower extremities. The hospital consult was also obtained to " +\
>>>              "address edema issue question was related to his liver hepatitis C. Hospital consult" +\
>>>              " was obtained. This included an ultrasound of his abdomen, which showed just mild " +\
>>>              "cirrhosis. "
>>> rush = RuSH('../conf/rush_rules.tsv')
>>> sentences=rush.segToSentenceSpans(input_str)
>>> for sentence in sentences:
>>>     print("Sentence({0}-{1}):\t>{2}<".format(sentence.begin, sentence.end, input_str[sentence.begin:sentence.end]))

Spacy Componentized PyRuSH

Start from version 1.0.3, PyRuSH adds Spacy compatible Sentencizer component: PyRuSHSentencizer.

>>> from PyRuSH import PyRuSHSentencizer
>>> from spacy.lang.en import English
>>> nlp = English()
>>> nlp.add_pipe("medspacy_pyrush")
>>> doc = nlp("This is a sentence. This is another sentence.")
>>> print('\n'.join([str(s) for s in doc.sents]))

A Colab Notebook Demo

Feel free to try this runnable Colab notebook Demo

Revision History

1.0.11 (2025-09-02)

  • Improved sentence splitting logic: Sentences are now split at the last token before exceeding the max length, ensuring no chunk exceeds the specified limit.

  • Edge case handling: Trailing whitespaces (caused by spacy sentence labeling mechanism) can be optionally split into a separate sentence (merge_gaps=False) to avoid necessarily long sentences.

1.0.9 (2024-10-27)

  • Initial release with spaCy 3.x compatibility and core RuSH logic.

  • Added Spacy-compatible PyRuSHSentencizer component.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

pyrush-1.0.13.tar.gz (115.5 kB view details)

Uploaded Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

pyrush-1.0.13-cp313-cp313-win_amd64.whl (165.5 kB view details)

Uploaded CPython 3.13Windows x86-64

pyrush-1.0.13-cp313-cp313-musllinux_1_2_x86_64.whl (535.5 kB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ x86-64

pyrush-1.0.13-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (539.0 kB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

pyrush-1.0.13-cp313-cp313-macosx_11_0_arm64.whl (178.5 kB view details)

Uploaded CPython 3.13macOS 11.0+ ARM64

pyrush-1.0.13-cp312-cp312-win_amd64.whl (165.9 kB view details)

Uploaded CPython 3.12Windows x86-64

pyrush-1.0.13-cp312-cp312-musllinux_1_2_x86_64.whl (561.9 kB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ x86-64

pyrush-1.0.13-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (568.4 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

pyrush-1.0.13-cp312-cp312-macosx_11_0_arm64.whl (179.8 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

pyrush-1.0.13-cp311-cp311-win_amd64.whl (167.1 kB view details)

Uploaded CPython 3.11Windows x86-64

pyrush-1.0.13-cp311-cp311-musllinux_1_2_x86_64.whl (529.2 kB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ x86-64

pyrush-1.0.13-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (530.4 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

pyrush-1.0.13-cp311-cp311-macosx_11_0_arm64.whl (181.3 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

pyrush-1.0.13-cp310-cp310-win_amd64.whl (166.5 kB view details)

Uploaded CPython 3.10Windows x86-64

pyrush-1.0.13-cp310-cp310-musllinux_1_2_x86_64.whl (499.7 kB view details)

Uploaded CPython 3.10musllinux: musl 1.2+ x86-64

pyrush-1.0.13-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (507.4 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

pyrush-1.0.13-cp310-cp310-macosx_11_0_arm64.whl (181.7 kB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

pyrush-1.0.13-cp39-cp39-win_amd64.whl (166.4 kB view details)

Uploaded CPython 3.9Windows x86-64

pyrush-1.0.13-cp39-cp39-musllinux_1_2_x86_64.whl (498.1 kB view details)

Uploaded CPython 3.9musllinux: musl 1.2+ x86-64

pyrush-1.0.13-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (505.6 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

pyrush-1.0.13-cp39-cp39-macosx_11_0_arm64.whl (181.9 kB view details)

Uploaded CPython 3.9macOS 11.0+ ARM64

File details

Details for the file pyrush-1.0.13.tar.gz.

File metadata

  • Download URL: pyrush-1.0.13.tar.gz
  • Upload date:
  • Size: 115.5 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for pyrush-1.0.13.tar.gz
Algorithm Hash digest
SHA256 f423d47abb182b330acdbed5f9fead440c0deb1ba788c7fa9fd7530a1774cb45
MD5 0a6368dbb09ab31a427df959b9e58804
BLAKE2b-256 dad33fd97d58ca427575ef52c25e5a94dd0159440ad9b8a93d375a041a2e0583

See more details on using hashes here.

Provenance

The following attestation bundles were made for pyrush-1.0.13.tar.gz:

Publisher: wheelbuilder3.9.yml on medspacy/PyRuSH

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file pyrush-1.0.13-cp313-cp313-win_amd64.whl.

File metadata

  • Download URL: pyrush-1.0.13-cp313-cp313-win_amd64.whl
  • Upload date:
  • Size: 165.5 kB
  • Tags: CPython 3.13, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for pyrush-1.0.13-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 a6a3d586d07bd6636fbebfcbb8ee40c0ec2808ee6b7ed9e1a17b47629d78d750
MD5 d12089eb48f1a0a065d8ab023aaf9e77
BLAKE2b-256 000a3dbe628b614f02edffd74fd65546a98e308ac3ec2968fa4cc82845473b6b

See more details on using hashes here.

Provenance

The following attestation bundles were made for pyrush-1.0.13-cp313-cp313-win_amd64.whl:

Publisher: wheelbuilder3.9.yml on medspacy/PyRuSH

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file pyrush-1.0.13-cp313-cp313-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for pyrush-1.0.13-cp313-cp313-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 79a070b691fe6a896df16c5218a31c016c49838fdf8d925b9ceec1137afbf7ce
MD5 28b9b642c07361f49cefd8fe05d869a1
BLAKE2b-256 7e58caf1e9c2316deb6176ede3945427d43f9eb4f86b98cade4ff3bad4ec3dff

See more details on using hashes here.

Provenance

The following attestation bundles were made for pyrush-1.0.13-cp313-cp313-musllinux_1_2_x86_64.whl:

Publisher: wheelbuilder3.9.yml on medspacy/PyRuSH

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file pyrush-1.0.13-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for pyrush-1.0.13-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 7da554d6c50b39b3679f67f59ebedb70c043849ec934c88bb1b0a29c9c99e54e
MD5 9cfa60255251b071a20bf9a42b48904f
BLAKE2b-256 66cb2bec067c73ae21a51e55f7f78c49a5ec655e059b63f0fbd86e6161e1a49e

See more details on using hashes here.

Provenance

The following attestation bundles were made for pyrush-1.0.13-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: wheelbuilder3.9.yml on medspacy/PyRuSH

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file pyrush-1.0.13-cp313-cp313-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for pyrush-1.0.13-cp313-cp313-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 6419e261972917834e9a111e6c5ec1b3569023819c11b19aad8c266bda881c4a
MD5 a515120d2c89269410c06cdd97847709
BLAKE2b-256 62506a9e2bb994473b871667e38df0080df3499c0007044951f8e5e785aadf90

See more details on using hashes here.

Provenance

The following attestation bundles were made for pyrush-1.0.13-cp313-cp313-macosx_11_0_arm64.whl:

Publisher: wheelbuilder3.9.yml on medspacy/PyRuSH

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file pyrush-1.0.13-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: pyrush-1.0.13-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 165.9 kB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for pyrush-1.0.13-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 f2f691eea8e24dc42188ece2c5028ba02a796fe8d8f466a8cd729139bc799f10
MD5 4a81da652a484a4580e7bae7f3f27610
BLAKE2b-256 457174efec90d5eb25a2cc2800348c307540fc5c3fee4630c91bf1b240718613

See more details on using hashes here.

Provenance

The following attestation bundles were made for pyrush-1.0.13-cp312-cp312-win_amd64.whl:

Publisher: wheelbuilder3.9.yml on medspacy/PyRuSH

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file pyrush-1.0.13-cp312-cp312-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for pyrush-1.0.13-cp312-cp312-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 f824ea5f1e6528fd4426421bbea773a35b9b9c5bad825cad03fc5bde031f68fa
MD5 1f4345b5dbb4cda7bc2585bec3289e8f
BLAKE2b-256 9fec1dbda144179d3e54d4aa20af285cf1a3c33abfb4f300f9197c67d25d6240

See more details on using hashes here.

Provenance

The following attestation bundles were made for pyrush-1.0.13-cp312-cp312-musllinux_1_2_x86_64.whl:

Publisher: wheelbuilder3.9.yml on medspacy/PyRuSH

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file pyrush-1.0.13-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for pyrush-1.0.13-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 64812dee07ac34e9f3b8ddf1a997bcbb6f9b4196703d11a6528e3111e3f97493
MD5 3e2553757a734a66ea2e8e531f39ed99
BLAKE2b-256 2817f7e77b6e60e31581f35439b77aac69f77777842f7686c12d62cd3efecb3e

See more details on using hashes here.

Provenance

The following attestation bundles were made for pyrush-1.0.13-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: wheelbuilder3.9.yml on medspacy/PyRuSH

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file pyrush-1.0.13-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for pyrush-1.0.13-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 e338921588f763ec447972856086083ba0ce490ad2ac2de92a61610289856da2
MD5 544293800e97169550d475cd1441ebac
BLAKE2b-256 66ff3c8179d3fc9215cf6d575336471285df1870c2c7f1ed2ec11d1cfd37d41c

See more details on using hashes here.

Provenance

The following attestation bundles were made for pyrush-1.0.13-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: wheelbuilder3.9.yml on medspacy/PyRuSH

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file pyrush-1.0.13-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: pyrush-1.0.13-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 167.1 kB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for pyrush-1.0.13-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 ef2d05d25c507c2d0f8604e63ab94d9fe79e46c636289a53a4f08c6ebc3326e4
MD5 4fc2b869e05af13b8d0e1b97af2db9d7
BLAKE2b-256 3fc30a48c76697b572b3c16ea6405f61eae2acf5f81eb7efc7a1797fab66dda5

See more details on using hashes here.

Provenance

The following attestation bundles were made for pyrush-1.0.13-cp311-cp311-win_amd64.whl:

Publisher: wheelbuilder3.9.yml on medspacy/PyRuSH

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file pyrush-1.0.13-cp311-cp311-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for pyrush-1.0.13-cp311-cp311-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 ff006e31987eac79c5617afd692e84bbd9d2c39bae055f7b3b1aca21d0022f87
MD5 0cc1d9e36b9e4ee12f5b1315548184c6
BLAKE2b-256 70734b0c3000437075902b3fca28b2e29fcc9a3fe3111aba795a74fdd7e2785c

See more details on using hashes here.

Provenance

The following attestation bundles were made for pyrush-1.0.13-cp311-cp311-musllinux_1_2_x86_64.whl:

Publisher: wheelbuilder3.9.yml on medspacy/PyRuSH

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file pyrush-1.0.13-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for pyrush-1.0.13-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 ed1bf0f502e6f4f5ac4733d7177d02ea068aede6801d311fda033d989160c8b7
MD5 706c6c62746aaa07397b366da1909dba
BLAKE2b-256 20bf8da049e118dd70063ded2555c3dcbb1c83fd416ba36b02de07d618469895

See more details on using hashes here.

Provenance

The following attestation bundles were made for pyrush-1.0.13-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: wheelbuilder3.9.yml on medspacy/PyRuSH

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file pyrush-1.0.13-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for pyrush-1.0.13-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 c941738f66052eb0eb9b47f32534cfe7b1f59ed6866bf3f89dbeb96d18a871a5
MD5 9f7bb5af7489998977c0841661ada0b8
BLAKE2b-256 9a5123769e4f108fc3f0b98fe6e01f8a595fdbad246a1ed4bec234cbd8281844

See more details on using hashes here.

Provenance

The following attestation bundles were made for pyrush-1.0.13-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: wheelbuilder3.9.yml on medspacy/PyRuSH

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file pyrush-1.0.13-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: pyrush-1.0.13-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 166.5 kB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for pyrush-1.0.13-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 9bbd9d6b1626c478bbb07566297367fbd8a92f0f61ffe8e554f5afc9370353bb
MD5 8b3c5dee15261aad01c974b68b8b5070
BLAKE2b-256 64a5c18c7dc49db87c4e96aa77c1e89c58512173643798105c9dfe5c5815f55b

See more details on using hashes here.

Provenance

The following attestation bundles were made for pyrush-1.0.13-cp310-cp310-win_amd64.whl:

Publisher: wheelbuilder3.9.yml on medspacy/PyRuSH

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file pyrush-1.0.13-cp310-cp310-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for pyrush-1.0.13-cp310-cp310-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 03ceb9ef0f48e6e4479734b20c42c844348bcd62c9df8567e6b1ea499c527f9b
MD5 47ce9b3f8d8e1aacc420d08381091d53
BLAKE2b-256 e0f94f908f27086556f5f7bbfe03c5dfe22c5798623ba4d37876593ada264438

See more details on using hashes here.

Provenance

The following attestation bundles were made for pyrush-1.0.13-cp310-cp310-musllinux_1_2_x86_64.whl:

Publisher: wheelbuilder3.9.yml on medspacy/PyRuSH

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file pyrush-1.0.13-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for pyrush-1.0.13-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 e9c096c2798ddba9454d2aeaebca9cad7c25ebde611aa16442692e62b9e2cc0b
MD5 ac68c9bb009b6cfc264684dc10672eb6
BLAKE2b-256 dc0bb114895a02e63c048494f367464d477d8e1cc5e60e9fefaf852daf32c074

See more details on using hashes here.

Provenance

The following attestation bundles were made for pyrush-1.0.13-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: wheelbuilder3.9.yml on medspacy/PyRuSH

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file pyrush-1.0.13-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for pyrush-1.0.13-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 5886dde7a7be2bb1e69c9771462c83d10f29aa8ff613af9d034e4fd07dcb2a0d
MD5 d931aadfae11618e6f4f71ecd6590484
BLAKE2b-256 9db94afa12e7223c32fc718f5869bd6ad8336220c3c8e435ca1f9a3fc071934f

See more details on using hashes here.

Provenance

The following attestation bundles were made for pyrush-1.0.13-cp310-cp310-macosx_11_0_arm64.whl:

Publisher: wheelbuilder3.9.yml on medspacy/PyRuSH

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file pyrush-1.0.13-cp39-cp39-win_amd64.whl.

File metadata

  • Download URL: pyrush-1.0.13-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 166.4 kB
  • Tags: CPython 3.9, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for pyrush-1.0.13-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 9b7ab908ee08a48e60b9466953c77a158366e2cad5f89407f70a7a7efa8e58f7
MD5 8b6428b72dd1f414d9aafa6a5618502d
BLAKE2b-256 16d941d3f663d271e43b821a963cd3e0241075c99eaaf436bc0d695b57a836c8

See more details on using hashes here.

Provenance

The following attestation bundles were made for pyrush-1.0.13-cp39-cp39-win_amd64.whl:

Publisher: wheelbuilder3.9.yml on medspacy/PyRuSH

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file pyrush-1.0.13-cp39-cp39-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for pyrush-1.0.13-cp39-cp39-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 6d5ee8cd1c73270d62dfd7df14539cc77070427248c9b3daa2aae3f2c5dc1051
MD5 984885a25cbf63d458bb9fb4acbc394a
BLAKE2b-256 ab2acb9e0935971efb4f7e3254c7064006c3d54e391b08b30a3a8d66758f351f

See more details on using hashes here.

Provenance

The following attestation bundles were made for pyrush-1.0.13-cp39-cp39-musllinux_1_2_x86_64.whl:

Publisher: wheelbuilder3.9.yml on medspacy/PyRuSH

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file pyrush-1.0.13-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for pyrush-1.0.13-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 27fe94880b7fc1a5a86696d36bb8e72dc04c1445807f8f415d9f31291a0708e7
MD5 0a06586e94062a323382d838d5e90798
BLAKE2b-256 eba397b2b7851ed284fdac92fc1e1174ae244f47b5c6f8896b7d7306555d751b

See more details on using hashes here.

Provenance

The following attestation bundles were made for pyrush-1.0.13-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: wheelbuilder3.9.yml on medspacy/PyRuSH

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file pyrush-1.0.13-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for pyrush-1.0.13-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 6fa2d79f998d78ee01d057e336d526ad19920914efde655638a241a1f78ee5d6
MD5 8731544876f9670c9299ef987c0e6024
BLAKE2b-256 18de81cf2d3e0dc2cb5df5dc0a58cc16a9750d1d5ee85d9bf6b6a54be484bfe1

See more details on using hashes here.

Provenance

The following attestation bundles were made for pyrush-1.0.13-cp39-cp39-macosx_11_0_arm64.whl:

Publisher: wheelbuilder3.9.yml on medspacy/PyRuSH

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page