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
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distributions
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file pyrush-1.0.12.tar.gz.
File metadata
- Download URL: pyrush-1.0.12.tar.gz
- Upload date:
- Size: 114.9 kB
- Tags: Source
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
02ed34504adf19f6a59bad6ae6f1dd9e0d5e8fad792c023165b8d6d93ed8e3ea
|
|
| MD5 |
14bf20f0f614a97f2fa050ba684d213f
|
|
| BLAKE2b-256 |
96ef04a237f8dc52fa93550cab267928921da49268eafdd7665018804d1307d8
|
Provenance
The following attestation bundles were made for pyrush-1.0.12.tar.gz:
Publisher:
wheelbuilder3.9.yml on medspacy/PyRuSH
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pyrush-1.0.12.tar.gz -
Subject digest:
02ed34504adf19f6a59bad6ae6f1dd9e0d5e8fad792c023165b8d6d93ed8e3ea - Sigstore transparency entry: 497233484
- Sigstore integration time:
-
Permalink:
medspacy/PyRuSH@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Branch / Tag:
refs/heads/master - Owner: https://github.com/medspacy
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
wheelbuilder3.9.yml@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Trigger Event:
workflow_dispatch
-
Statement type:
File details
Details for the file pyrush-1.0.12-cp312-cp312-win_amd64.whl.
File metadata
- Download URL: pyrush-1.0.12-cp312-cp312-win_amd64.whl
- Upload date:
- Size: 158.2 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
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
b57bd1013859fa905de9354dc34107fcb484d3615988ad04761c342204de9b70
|
|
| MD5 |
984f65b97d2c934eb9736ff0d4ab6670
|
|
| BLAKE2b-256 |
7e93d00b4c68a0407789cfa6d5483b8d42774bce8e5ef5ad739c72620849b7dc
|
Provenance
The following attestation bundles were made for pyrush-1.0.12-cp312-cp312-win_amd64.whl:
Publisher:
wheelbuilder3.9.yml on medspacy/PyRuSH
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pyrush-1.0.12-cp312-cp312-win_amd64.whl -
Subject digest:
b57bd1013859fa905de9354dc34107fcb484d3615988ad04761c342204de9b70 - Sigstore transparency entry: 497233879
- Sigstore integration time:
-
Permalink:
medspacy/PyRuSH@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Branch / Tag:
refs/heads/master - Owner: https://github.com/medspacy
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
wheelbuilder3.9.yml@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Trigger Event:
workflow_dispatch
-
Statement type:
File details
Details for the file pyrush-1.0.12-cp312-cp312-musllinux_1_2_x86_64.whl.
File metadata
- Download URL: pyrush-1.0.12-cp312-cp312-musllinux_1_2_x86_64.whl
- Upload date:
- Size: 546.8 kB
- Tags: CPython 3.12, musllinux: musl 1.2+ x86-64
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
2f30548f9a260b479744fc4f78236af3ac3cb4062b963544d56c10e1cfdcef6a
|
|
| MD5 |
67af077a24418bc6f3f2b6cd485b3f8c
|
|
| BLAKE2b-256 |
c1e6afe5185024ee1a979057ffe9677c5caa3c37f0349f7273ce9a177e24d56c
|
Provenance
The following attestation bundles were made for pyrush-1.0.12-cp312-cp312-musllinux_1_2_x86_64.whl:
Publisher:
wheelbuilder3.9.yml on medspacy/PyRuSH
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pyrush-1.0.12-cp312-cp312-musllinux_1_2_x86_64.whl -
Subject digest:
2f30548f9a260b479744fc4f78236af3ac3cb4062b963544d56c10e1cfdcef6a - Sigstore transparency entry: 497233824
- Sigstore integration time:
-
Permalink:
medspacy/PyRuSH@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Branch / Tag:
refs/heads/master - Owner: https://github.com/medspacy
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
wheelbuilder3.9.yml@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Trigger Event:
workflow_dispatch
-
Statement type:
File details
Details for the file pyrush-1.0.12-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.
File metadata
- Download URL: pyrush-1.0.12-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
- Upload date:
- Size: 547.9 kB
- Tags: CPython 3.12, manylinux: glibc 2.17+ x86-64, manylinux: glibc 2.28+ x86-64
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
b35fc29997e37d6fa9a9b193ab55067714de7cf3f7dd7c9b92d10a3306733b7f
|
|
| MD5 |
e6d90d08a67ba3829d6ad6620b07c974
|
|
| BLAKE2b-256 |
4f7bf6437698d73386a595ae3040b03b1617b387a2afbd6d9f1e2c827ab44178
|
Provenance
The following attestation bundles were made for pyrush-1.0.12-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:
Publisher:
wheelbuilder3.9.yml on medspacy/PyRuSH
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pyrush-1.0.12-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl -
Subject digest:
b35fc29997e37d6fa9a9b193ab55067714de7cf3f7dd7c9b92d10a3306733b7f - Sigstore transparency entry: 497233626
- Sigstore integration time:
-
Permalink:
medspacy/PyRuSH@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Branch / Tag:
refs/heads/master - Owner: https://github.com/medspacy
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
wheelbuilder3.9.yml@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Trigger Event:
workflow_dispatch
-
Statement type:
File details
Details for the file pyrush-1.0.12-cp312-cp312-macosx_11_0_arm64.whl.
File metadata
- Download URL: pyrush-1.0.12-cp312-cp312-macosx_11_0_arm64.whl
- Upload date:
- Size: 174.4 kB
- Tags: CPython 3.12, macOS 11.0+ ARM64
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
fa5d66af15fcb36786b7c422597981244987475605403c17dd1901eda3960270
|
|
| MD5 |
bed66629469923803962d15566d79618
|
|
| BLAKE2b-256 |
4daf043c9a71489739dd2626247c809312db2c2c7f09da94cab4612a59fd3506
|
Provenance
The following attestation bundles were made for pyrush-1.0.12-cp312-cp312-macosx_11_0_arm64.whl:
Publisher:
wheelbuilder3.9.yml on medspacy/PyRuSH
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pyrush-1.0.12-cp312-cp312-macosx_11_0_arm64.whl -
Subject digest:
fa5d66af15fcb36786b7c422597981244987475605403c17dd1901eda3960270 - Sigstore transparency entry: 497233656
- Sigstore integration time:
-
Permalink:
medspacy/PyRuSH@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Branch / Tag:
refs/heads/master - Owner: https://github.com/medspacy
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
wheelbuilder3.9.yml@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Trigger Event:
workflow_dispatch
-
Statement type:
File details
Details for the file pyrush-1.0.12-cp312-cp312-macosx_10_13_x86_64.whl.
File metadata
- Download URL: pyrush-1.0.12-cp312-cp312-macosx_10_13_x86_64.whl
- Upload date:
- Size: 180.9 kB
- Tags: CPython 3.12, macOS 10.13+ x86-64
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
c6107ab7a87fd541c861b7e069a81bcc5da40b9e8c8a2665aa17163249906aa6
|
|
| MD5 |
f7541d307788e0f9fbce6021fddcc338
|
|
| BLAKE2b-256 |
87dfaf2c43b32566b64ba2eff0a04bcc16584ed7b0c4a71c3216d4462bcb6966
|
Provenance
The following attestation bundles were made for pyrush-1.0.12-cp312-cp312-macosx_10_13_x86_64.whl:
Publisher:
wheelbuilder3.9.yml on medspacy/PyRuSH
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pyrush-1.0.12-cp312-cp312-macosx_10_13_x86_64.whl -
Subject digest:
c6107ab7a87fd541c861b7e069a81bcc5da40b9e8c8a2665aa17163249906aa6 - Sigstore transparency entry: 497233529
- Sigstore integration time:
-
Permalink:
medspacy/PyRuSH@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Branch / Tag:
refs/heads/master - Owner: https://github.com/medspacy
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
wheelbuilder3.9.yml@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Trigger Event:
workflow_dispatch
-
Statement type:
File details
Details for the file pyrush-1.0.12-cp311-cp311-win_amd64.whl.
File metadata
- Download URL: pyrush-1.0.12-cp311-cp311-win_amd64.whl
- Upload date:
- Size: 159.8 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
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
0315d5dedefde5b35013c92c8e4d9bb6b395acb18ba37bec9b3f1287fb5e80ee
|
|
| MD5 |
bb55f2da1e064cc51319216dddfafa92
|
|
| BLAKE2b-256 |
d2224a6eaacd7265c83157b4bbec19032be557496797f311103d0907b95f565f
|
Provenance
The following attestation bundles were made for pyrush-1.0.12-cp311-cp311-win_amd64.whl:
Publisher:
wheelbuilder3.9.yml on medspacy/PyRuSH
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pyrush-1.0.12-cp311-cp311-win_amd64.whl -
Subject digest:
0315d5dedefde5b35013c92c8e4d9bb6b395acb18ba37bec9b3f1287fb5e80ee - Sigstore transparency entry: 497233864
- Sigstore integration time:
-
Permalink:
medspacy/PyRuSH@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Branch / Tag:
refs/heads/master - Owner: https://github.com/medspacy
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
wheelbuilder3.9.yml@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Trigger Event:
workflow_dispatch
-
Statement type:
File details
Details for the file pyrush-1.0.12-cp311-cp311-musllinux_1_2_x86_64.whl.
File metadata
- Download URL: pyrush-1.0.12-cp311-cp311-musllinux_1_2_x86_64.whl
- Upload date:
- Size: 526.8 kB
- Tags: CPython 3.11, musllinux: musl 1.2+ x86-64
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
c49845f9549971201f0ce846e1712ff478945065740c702f575a1ba4b3b146ba
|
|
| MD5 |
02b11e7b35c18e1aedf8267da1ad648d
|
|
| BLAKE2b-256 |
5cad3793a67e43b7533bbdd45b2a14e97981692a3e1c3ff90d6b4cdffdf90e0c
|
Provenance
The following attestation bundles were made for pyrush-1.0.12-cp311-cp311-musllinux_1_2_x86_64.whl:
Publisher:
wheelbuilder3.9.yml on medspacy/PyRuSH
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pyrush-1.0.12-cp311-cp311-musllinux_1_2_x86_64.whl -
Subject digest:
c49845f9549971201f0ce846e1712ff478945065740c702f575a1ba4b3b146ba - Sigstore transparency entry: 497233549
- Sigstore integration time:
-
Permalink:
medspacy/PyRuSH@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Branch / Tag:
refs/heads/master - Owner: https://github.com/medspacy
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
wheelbuilder3.9.yml@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Trigger Event:
workflow_dispatch
-
Statement type:
File details
Details for the file pyrush-1.0.12-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.
File metadata
- Download URL: pyrush-1.0.12-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
- Upload date:
- Size: 529.5 kB
- Tags: CPython 3.11, manylinux: glibc 2.17+ x86-64, manylinux: glibc 2.28+ x86-64
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
ad1d05f4c9701cdf5aa3aca0b338afb0fa6594f0d534b9e1ebcad75d5c6372c0
|
|
| MD5 |
df56fb373f2d90f91b716de31894b153
|
|
| BLAKE2b-256 |
b75281eea65a9bd8118408c2b9ef8250268b4a699128f8904a2c531948501315
|
Provenance
The following attestation bundles were made for pyrush-1.0.12-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:
Publisher:
wheelbuilder3.9.yml on medspacy/PyRuSH
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pyrush-1.0.12-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl -
Subject digest:
ad1d05f4c9701cdf5aa3aca0b338afb0fa6594f0d534b9e1ebcad75d5c6372c0 - Sigstore transparency entry: 497233769
- Sigstore integration time:
-
Permalink:
medspacy/PyRuSH@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Branch / Tag:
refs/heads/master - Owner: https://github.com/medspacy
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
wheelbuilder3.9.yml@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Trigger Event:
workflow_dispatch
-
Statement type:
File details
Details for the file pyrush-1.0.12-cp311-cp311-macosx_11_0_arm64.whl.
File metadata
- Download URL: pyrush-1.0.12-cp311-cp311-macosx_11_0_arm64.whl
- Upload date:
- Size: 175.6 kB
- Tags: CPython 3.11, macOS 11.0+ ARM64
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
33a8c78c83d92a26ecdd219ffe2f70ba5a09b6142c9ffd1d307d3510bbd14f2f
|
|
| MD5 |
a742ade12150692a270c892d49143314
|
|
| BLAKE2b-256 |
a8f73b76081fbab9d7729d6722ad18d2c203d77f44b17e0a0f91da68b51a1e7e
|
Provenance
The following attestation bundles were made for pyrush-1.0.12-cp311-cp311-macosx_11_0_arm64.whl:
Publisher:
wheelbuilder3.9.yml on medspacy/PyRuSH
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pyrush-1.0.12-cp311-cp311-macosx_11_0_arm64.whl -
Subject digest:
33a8c78c83d92a26ecdd219ffe2f70ba5a09b6142c9ffd1d307d3510bbd14f2f - Sigstore transparency entry: 497233579
- Sigstore integration time:
-
Permalink:
medspacy/PyRuSH@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Branch / Tag:
refs/heads/master - Owner: https://github.com/medspacy
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
wheelbuilder3.9.yml@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Trigger Event:
workflow_dispatch
-
Statement type:
File details
Details for the file pyrush-1.0.12-cp311-cp311-macosx_10_9_x86_64.whl.
File metadata
- Download URL: pyrush-1.0.12-cp311-cp311-macosx_10_9_x86_64.whl
- Upload date:
- Size: 181.1 kB
- Tags: CPython 3.11, macOS 10.9+ x86-64
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
a81d02e9f1f76b1c6f7559b7df0e7b3acab31d185b575b245e49585af71bfbc8
|
|
| MD5 |
360e026666d23c56904debd772298355
|
|
| BLAKE2b-256 |
b1409ac1ff9f486fdf44a909bab5745c33c1a542739a258d6447c688c75bf4af
|
Provenance
The following attestation bundles were made for pyrush-1.0.12-cp311-cp311-macosx_10_9_x86_64.whl:
Publisher:
wheelbuilder3.9.yml on medspacy/PyRuSH
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pyrush-1.0.12-cp311-cp311-macosx_10_9_x86_64.whl -
Subject digest:
a81d02e9f1f76b1c6f7559b7df0e7b3acab31d185b575b245e49585af71bfbc8 - Sigstore transparency entry: 497233906
- Sigstore integration time:
-
Permalink:
medspacy/PyRuSH@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Branch / Tag:
refs/heads/master - Owner: https://github.com/medspacy
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
wheelbuilder3.9.yml@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Trigger Event:
workflow_dispatch
-
Statement type:
File details
Details for the file pyrush-1.0.12-cp310-cp310-win_amd64.whl.
File metadata
- Download URL: pyrush-1.0.12-cp310-cp310-win_amd64.whl
- Upload date:
- Size: 158.8 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
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
1a1c28076d700d5fc89e50e67e885e99e9e78593649f996b2613c0de513bab49
|
|
| MD5 |
f82e00f87c6d3a3e1ba160c843d2c700
|
|
| BLAKE2b-256 |
68822e5af228617fcbc96413b6340ca0bc88eef87bb41b07bc2eedac3faedd69
|
Provenance
The following attestation bundles were made for pyrush-1.0.12-cp310-cp310-win_amd64.whl:
Publisher:
wheelbuilder3.9.yml on medspacy/PyRuSH
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pyrush-1.0.12-cp310-cp310-win_amd64.whl -
Subject digest:
1a1c28076d700d5fc89e50e67e885e99e9e78593649f996b2613c0de513bab49 - Sigstore transparency entry: 497233603
- Sigstore integration time:
-
Permalink:
medspacy/PyRuSH@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Branch / Tag:
refs/heads/master - Owner: https://github.com/medspacy
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
wheelbuilder3.9.yml@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Trigger Event:
workflow_dispatch
-
Statement type:
File details
Details for the file pyrush-1.0.12-cp310-cp310-musllinux_1_2_x86_64.whl.
File metadata
- Download URL: pyrush-1.0.12-cp310-cp310-musllinux_1_2_x86_64.whl
- Upload date:
- Size: 506.7 kB
- Tags: CPython 3.10, musllinux: musl 1.2+ x86-64
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
ab251df2ee281c901c6e0a820a6872ba3342d2eecea8f8416ddf4728daca417b
|
|
| MD5 |
a908195311cdbf7d9a17ee948556fc0d
|
|
| BLAKE2b-256 |
314b6981bb9f854c68058028b6284069cf31d17775125c8b97b39d15ea563bc9
|
Provenance
The following attestation bundles were made for pyrush-1.0.12-cp310-cp310-musllinux_1_2_x86_64.whl:
Publisher:
wheelbuilder3.9.yml on medspacy/PyRuSH
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pyrush-1.0.12-cp310-cp310-musllinux_1_2_x86_64.whl -
Subject digest:
ab251df2ee281c901c6e0a820a6872ba3342d2eecea8f8416ddf4728daca417b - Sigstore transparency entry: 497233679
- Sigstore integration time:
-
Permalink:
medspacy/PyRuSH@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Branch / Tag:
refs/heads/master - Owner: https://github.com/medspacy
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
wheelbuilder3.9.yml@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Trigger Event:
workflow_dispatch
-
Statement type:
File details
Details for the file pyrush-1.0.12-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.
File metadata
- Download URL: pyrush-1.0.12-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
- Upload date:
- Size: 505.7 kB
- Tags: CPython 3.10, manylinux: glibc 2.17+ x86-64, manylinux: glibc 2.28+ x86-64
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
0cd76119a40d9250e73a55701670f35c0b3491075e44b95d4bd787de575a864a
|
|
| MD5 |
602a9f80dbc60f20889a2a9aed6bfe67
|
|
| BLAKE2b-256 |
6608211d394bfd6452eeec5cc12a0bf8dceb97ffe11b3bfe5b6140a89db4cb9b
|
Provenance
The following attestation bundles were made for pyrush-1.0.12-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:
Publisher:
wheelbuilder3.9.yml on medspacy/PyRuSH
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pyrush-1.0.12-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl -
Subject digest:
0cd76119a40d9250e73a55701670f35c0b3491075e44b95d4bd787de575a864a - Sigstore transparency entry: 497233697
- Sigstore integration time:
-
Permalink:
medspacy/PyRuSH@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Branch / Tag:
refs/heads/master - Owner: https://github.com/medspacy
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
wheelbuilder3.9.yml@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Trigger Event:
workflow_dispatch
-
Statement type:
File details
Details for the file pyrush-1.0.12-cp310-cp310-macosx_11_0_arm64.whl.
File metadata
- Download URL: pyrush-1.0.12-cp310-cp310-macosx_11_0_arm64.whl
- Upload date:
- Size: 174.1 kB
- Tags: CPython 3.10, macOS 11.0+ ARM64
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
666684eec82f62a623eafa5800b51c8a8d94bdf104c60f39c2e6eed511c444dc
|
|
| MD5 |
9dcb330f27979ca1c8c2db389eaa288a
|
|
| BLAKE2b-256 |
fae52ffcd82cd4c498523d251fe2cf64a7ea47075e413d7ef464302d47570907
|
Provenance
The following attestation bundles were made for pyrush-1.0.12-cp310-cp310-macosx_11_0_arm64.whl:
Publisher:
wheelbuilder3.9.yml on medspacy/PyRuSH
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pyrush-1.0.12-cp310-cp310-macosx_11_0_arm64.whl -
Subject digest:
666684eec82f62a623eafa5800b51c8a8d94bdf104c60f39c2e6eed511c444dc - Sigstore transparency entry: 497233724
- Sigstore integration time:
-
Permalink:
medspacy/PyRuSH@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Branch / Tag:
refs/heads/master - Owner: https://github.com/medspacy
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
wheelbuilder3.9.yml@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Trigger Event:
workflow_dispatch
-
Statement type:
File details
Details for the file pyrush-1.0.12-cp310-cp310-macosx_10_9_x86_64.whl.
File metadata
- Download URL: pyrush-1.0.12-cp310-cp310-macosx_10_9_x86_64.whl
- Upload date:
- Size: 179.1 kB
- Tags: CPython 3.10, macOS 10.9+ x86-64
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
b344f81046c56cb8edf8751be3b5317bb2052ee8885524d88f3464ae4988d11d
|
|
| MD5 |
0b0f9dc1362443628269c6e72169ca64
|
|
| BLAKE2b-256 |
2269d3c4a19dd8357fdd24847cc278c291767c4d2180a16d9e1edb31747e27f3
|
Provenance
The following attestation bundles were made for pyrush-1.0.12-cp310-cp310-macosx_10_9_x86_64.whl:
Publisher:
wheelbuilder3.9.yml on medspacy/PyRuSH
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pyrush-1.0.12-cp310-cp310-macosx_10_9_x86_64.whl -
Subject digest:
b344f81046c56cb8edf8751be3b5317bb2052ee8885524d88f3464ae4988d11d - Sigstore transparency entry: 497233845
- Sigstore integration time:
-
Permalink:
medspacy/PyRuSH@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Branch / Tag:
refs/heads/master - Owner: https://github.com/medspacy
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
wheelbuilder3.9.yml@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Trigger Event:
workflow_dispatch
-
Statement type:
File details
Details for the file pyrush-1.0.12-cp39-cp39-win_amd64.whl.
File metadata
- Download URL: pyrush-1.0.12-cp39-cp39-win_amd64.whl
- Upload date:
- Size: 159.2 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
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
35b75ff1b397cd60ddd515a9924c7195364f6e811c487e88a3b4cd904f0b7495
|
|
| MD5 |
ffb07d3e44c103fbcd9048f804b4a966
|
|
| BLAKE2b-256 |
6dd0ed82eb9336549b5df94605b959d343be713d6d3a9ae19fe9a479f0b1537f
|
Provenance
The following attestation bundles were made for pyrush-1.0.12-cp39-cp39-win_amd64.whl:
Publisher:
wheelbuilder3.9.yml on medspacy/PyRuSH
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pyrush-1.0.12-cp39-cp39-win_amd64.whl -
Subject digest:
35b75ff1b397cd60ddd515a9924c7195364f6e811c487e88a3b4cd904f0b7495 - Sigstore transparency entry: 497233636
- Sigstore integration time:
-
Permalink:
medspacy/PyRuSH@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Branch / Tag:
refs/heads/master - Owner: https://github.com/medspacy
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
wheelbuilder3.9.yml@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Trigger Event:
workflow_dispatch
-
Statement type:
File details
Details for the file pyrush-1.0.12-cp39-cp39-musllinux_1_2_x86_64.whl.
File metadata
- Download URL: pyrush-1.0.12-cp39-cp39-musllinux_1_2_x86_64.whl
- Upload date:
- Size: 504.6 kB
- Tags: CPython 3.9, musllinux: musl 1.2+ x86-64
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
0fb1436caf954f7d295fd440a8ecc7c161292cda5a30a4369a9d07010dba1b41
|
|
| MD5 |
f24b4da3e3020f5474545e19233bc1cc
|
|
| BLAKE2b-256 |
105fb1282ebfd71cd9ea5ed9eee4b21dc7425ecb52164787491e93099c7f5f58
|
Provenance
The following attestation bundles were made for pyrush-1.0.12-cp39-cp39-musllinux_1_2_x86_64.whl:
Publisher:
wheelbuilder3.9.yml on medspacy/PyRuSH
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pyrush-1.0.12-cp39-cp39-musllinux_1_2_x86_64.whl -
Subject digest:
0fb1436caf954f7d295fd440a8ecc7c161292cda5a30a4369a9d07010dba1b41 - Sigstore transparency entry: 497233791
- Sigstore integration time:
-
Permalink:
medspacy/PyRuSH@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Branch / Tag:
refs/heads/master - Owner: https://github.com/medspacy
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
wheelbuilder3.9.yml@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Trigger Event:
workflow_dispatch
-
Statement type:
File details
Details for the file pyrush-1.0.12-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.
File metadata
- Download URL: pyrush-1.0.12-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
- Upload date:
- Size: 503.6 kB
- Tags: CPython 3.9, manylinux: glibc 2.17+ x86-64, manylinux: glibc 2.28+ x86-64
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
dc431c5f653619955416db6194c56194314629e4647e0be4e14bda03e1b9234c
|
|
| MD5 |
f99d5b51d24f92927c2fa69e6ae56844
|
|
| BLAKE2b-256 |
680637c67b91537a09c391cc6d5e405a270107231c7db6564fbca86b3dc4747c
|
Provenance
The following attestation bundles were made for pyrush-1.0.12-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:
Publisher:
wheelbuilder3.9.yml on medspacy/PyRuSH
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pyrush-1.0.12-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl -
Subject digest:
dc431c5f653619955416db6194c56194314629e4647e0be4e14bda03e1b9234c - Sigstore transparency entry: 497233806
- Sigstore integration time:
-
Permalink:
medspacy/PyRuSH@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Branch / Tag:
refs/heads/master - Owner: https://github.com/medspacy
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
wheelbuilder3.9.yml@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Trigger Event:
workflow_dispatch
-
Statement type:
File details
Details for the file pyrush-1.0.12-cp39-cp39-macosx_11_0_arm64.whl.
File metadata
- Download URL: pyrush-1.0.12-cp39-cp39-macosx_11_0_arm64.whl
- Upload date:
- Size: 174.1 kB
- Tags: CPython 3.9, macOS 11.0+ ARM64
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
c05e0337ab00ce06ff720e1acd1adac2ac77b1d241e314d67eabf8ddfe5fbf51
|
|
| MD5 |
3c979aa63a9940bb9f9703e3865420cd
|
|
| BLAKE2b-256 |
be9434f2c24704fa8474f59d43b2c242fd190b34d2b066ed5a7a5280dc0ae278
|
Provenance
The following attestation bundles were made for pyrush-1.0.12-cp39-cp39-macosx_11_0_arm64.whl:
Publisher:
wheelbuilder3.9.yml on medspacy/PyRuSH
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pyrush-1.0.12-cp39-cp39-macosx_11_0_arm64.whl -
Subject digest:
c05e0337ab00ce06ff720e1acd1adac2ac77b1d241e314d67eabf8ddfe5fbf51 - Sigstore transparency entry: 497233750
- Sigstore integration time:
-
Permalink:
medspacy/PyRuSH@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Branch / Tag:
refs/heads/master - Owner: https://github.com/medspacy
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
wheelbuilder3.9.yml@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Trigger Event:
workflow_dispatch
-
Statement type:
File details
Details for the file pyrush-1.0.12-cp39-cp39-macosx_10_9_x86_64.whl.
File metadata
- Download URL: pyrush-1.0.12-cp39-cp39-macosx_10_9_x86_64.whl
- Upload date:
- Size: 179.1 kB
- Tags: CPython 3.9, macOS 10.9+ x86-64
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
2370591eda9fb6890151d6205587bc0c415296c62a4e98d26664382b8a13e451
|
|
| MD5 |
1cc9c48cb760ad1e74c72fe1b4d150dd
|
|
| BLAKE2b-256 |
97f3dbde92999ed064b10051eec637574348cd8866598621cff337e3ed7f3842
|
Provenance
The following attestation bundles were made for pyrush-1.0.12-cp39-cp39-macosx_10_9_x86_64.whl:
Publisher:
wheelbuilder3.9.yml on medspacy/PyRuSH
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
pyrush-1.0.12-cp39-cp39-macosx_10_9_x86_64.whl -
Subject digest:
2370591eda9fb6890151d6205587bc0c415296c62a4e98d26664382b8a13e451 - Sigstore transparency entry: 497233506
- Sigstore integration time:
-
Permalink:
medspacy/PyRuSH@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Branch / Tag:
refs/heads/master - Owner: https://github.com/medspacy
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
wheelbuilder3.9.yml@816367ee0bbec0e2d5416a8504e89034b6ba9450 -
Trigger Event:
workflow_dispatch
-
Statement type: