Seqwin
Seqwin is a lightning‑fast, memory‑efficient toolkit for discovering signature sequences (genomic markers) that balance high sensitivity with high specificity. It builds a minimizer‑based pan‑genome graph across target and neighboring non‑target genomes and extracts signature sequences using a novel graph algorithm. Signatures can be used for downstream assay design such as qPCR, ddPCR, amplicon sequencing, and hybrid capture probes.
Seqwin computes minimizers with ntHash, using code adopted from btllib (licensed under the GNU General Public License v3.0).
Table of contents
See the Seqwin Wiki for full documentation.
Installation
Seqwin can be installed from Bioconda or PyPI. For a local checkout or developer build, see Build and install from source.
- Bioconda installs Seqwin with all dependencies, but it requires Conda and supports only Linux and macOS.
- PyPI (
pip install seqwin) supports Windows (x64), Linux, and macOS, but installs only Seqwin and its Python dependencies. Non-Python dependencies can be installed separately if needed.
Bioconda
Works on Linux (x64 / arm64) and macOS (Intel / Apple Silicon).
If Conda is not installed, install it with Miniforge or Miniconda.
1. Create a new Conda environment named seqwin and install Seqwin via Bioconda
conda create -n seqwin seqwin \
--channel conda-forge \
--channel bioconda \
--strict-channel-priority
2. Activate the environment and verify the install
conda activate seqwin
seqwin --help
PyPI
Works on Windows (x64 / arm64), Linux (x64 / arm64), and macOS (Intel / Apple Silicon). Requires Python 3.10+.
1. Install Seqwin from PyPI
python -m pip install --upgrade pip
python -m pip install seqwin
seqwin --help
2. Install non-Python dependencies (optional)
Seqwin can run without these tools, but some features will be unavailable or skipped. See the Command Line Parameters for details.
- Mash (minimizer sketches are used if it is not installed)
- NCBI BLAST+ (needed for signature evaluation)
- NCBI Datasets CLI (needed for downloading NCBI genomes)
Quick start
Identify signatures by providing one or more target taxa (-t) and neighboring non-target taxa (-n).
seqwin \
-t "Salmonella enterica subsp. diarizonae" \
-n "Salmonella enterica subsp. salamae" \
-n "Salmonella bongori" \
--threads 8
Taxa names must be exact matches to NCBI Taxonomy. Genomes under each taxon will be downloaded automatically.
Outputs are written to seqwin-out/ in your working directory (see Description of Outputs).
Alternatively, a list of target or non-target genomes can be provided as a text file of file paths. Each line should be the path to a genome FASTA file (plain text or gzipped).
seqwin --tar-paths targets.txt --neg-paths non-targets.txt
You can also provide directories of genome FASTA files:
seqwin --tar-dir targets/ --neg-dir non-targets/
Examples can be found under tests/. Use the test script to download and run the test dataset.
git clone https://github.com/treangenlab/Seqwin.git
cd Seqwin/tests/
python run_example.py
Expected runtime (with --threads 8 or -p 8):
- ~5 min and 2.5 GB peak RAM for ~500 bacterial genomes with default settings.
- ~4.5 min and 17.5 GB peak RAM for ~15k bacterial genomes with
--no-blastand--no-mash.
Run seqwin --help or seqwin -h to see the full command line interface.
Citation
If you use Seqwin in your research, please cite:
Michael X. Wang, Bryce Kille, Michael G. Nute, Siyi Zhou, Lauren B. Stadler, and Todd J. Treangen "Seqwin: Ultrafast identification of signature sequences in microbial genomes". Proceedings of ISMB 2026, accepted (2026).
Benchmarking datasets, outputs, and scripts are available on Zenodo.
1 maintainer
Metadata
1 maintainer
Release files for seqwin 0.4.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| seqwin-0.4.1.tar.gz | 174.7 kB | Details |
Built distributions (wheels)
Total release size: 37.2 MB
Release files / seqwin-0.4.1.tar.gz
| Download URL | seqwin-0.4.1.tar.gz |
|---|---|
| Size | 174.7 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
337931aa14142622625d5aecb8ea170f1f5be742e14cc4e6b5465fbc8e918013
|
|
BLAKE2b-256 checksum How to use checksums |
8f5ffd268f63f7578f29df6f342b5e346cf8df83efa64d01d1faf1e7a2f46d56
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp314-cp314-win_arm64.whl
| Download URL | seqwin-0.4.1-cp314-cp314-win_arm64.whl |
|---|---|
| Size | 1.2 MB |
| Tags | CPython 3.14 Windows ARM64 |
|
SHA-256 checksum How to use checksums |
65cb87663f0742338d134936167db05144c5c69469ab39ae7bfa73185040aae6
|
|
BLAKE2b-256 checksum How to use checksums |
d1ae4bcc20833b748c2b8b8c96a3f294caa6e45319197ccf2ab82e3eb958bdd4
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp314-cp314-win_amd64.whl
| Download URL | seqwin-0.4.1-cp314-cp314-win_amd64.whl |
|---|---|
| Size | 1.2 MB |
| Tags | CPython 3.14 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
3f397d4345687451f8e101d2cb2e0cd7302ea5036c3be8ad17fc1aa273292233
|
|
BLAKE2b-256 checksum How to use checksums |
089f1d2cff17eb95db3b1be57989267b6cc28fbf41d6c39aaf7a26b7fb882369
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | seqwin-0.4.1-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.14 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
3dcb91c67dbf1a4a1428e59e050194740c1229df01fa0c1a0dfb5a549e27357c
|
|
BLAKE2b-256 checksum How to use checksums |
456fb2afea2e98f4d8e432795d7c832fa41d5611dd9df75e8a03326f4fe9b52b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
| Download URL | seqwin-0.4.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.14 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
c789a721ed25fe54b6df8e7cf6993ff754e97f96e5d781b15254ebf6a1bb2b4b
|
|
BLAKE2b-256 checksum How to use checksums |
5e826d133500bd63a0cbf2d7b03349752e8e8a30682548e734a40106ab9be0aa
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp314-cp314-macosx_11_0_arm64.whl
| Download URL | seqwin-0.4.1-cp314-cp314-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.2 MB |
| Tags | CPython 3.14 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
e0d730c3cd5d3f0a9ebcf5994f85aabfc1e3d742f8954f5403db18730d6c4a6f
|
|
BLAKE2b-256 checksum How to use checksums |
72270a40cec9e236b1b63007f22af2f000ceee8171b02e74b3f8927900f374ed
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp314-cp314-macosx_10_15_x86_64.whl
| Download URL | seqwin-0.4.1-cp314-cp314-macosx_10_15_x86_64.whl |
|---|---|
| Size | 1.3 MB |
| Tags | CPython 3.14 macOS 10.15+ x86-64 |
|
SHA-256 checksum How to use checksums |
c6b091407b0d26d7ebdb61b793fd0e17401719530c35164735952a84fabc04bd
|
|
BLAKE2b-256 checksum How to use checksums |
80d77e18a766db591da77e2e8abf2a898de2cd51d8fde837cdcebc1cc306d4ad
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp313-cp313-win_arm64.whl
| Download URL | seqwin-0.4.1-cp313-cp313-win_arm64.whl |
|---|---|
| Size | 1.2 MB |
| Tags | CPython 3.13 Windows ARM64 |
|
SHA-256 checksum How to use checksums |
fb0d2c60decd82d317ac258d98abdb1e45bb3d7e632cbbdf627974c4f60c10c1
|
|
BLAKE2b-256 checksum How to use checksums |
d74326c403c651572de2769cc5e0d5277c9412d801ee70f5feb4f05143bc767f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp313-cp313-win_amd64.whl
| Download URL | seqwin-0.4.1-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 1.2 MB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
9ccf200c521b863d5eb51e28cb71b1a162dd0ba44a5720095ccf28ee230e28b5
|
|
BLAKE2b-256 checksum How to use checksums |
ab8947a002fdd8ec811ad82fd56668b30b082e51a7297ae5050f3954c9541604
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | seqwin-0.4.1-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.13 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
0f8e9b0d33c3d87fdb7df61db034b81127944e7b9882c0119662e4da1582bade
|
|
BLAKE2b-256 checksum How to use checksums |
d4a008b55e751969f9e627a5bfcc41bc0bd40a2f1e4f1c2db90ce1a1eac35323
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
| Download URL | seqwin-0.4.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.13 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
1f747c07a1269e937ac3367be713d9f57b63bd7777cf84b0f225d76c960a5c2f
|
|
BLAKE2b-256 checksum How to use checksums |
6f520c388c21ed2c92b72dba2e76543357387d69804f37d1d74b36b1ea97822c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | seqwin-0.4.1-cp313-cp313-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.2 MB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
e41979ca0c4b4b3e12738fbfe5e41a063c02cdb93fe0fef3f61838e47c5dcbad
|
|
BLAKE2b-256 checksum How to use checksums |
f4ef91c54a5f585d5da68b4863168f9be21be8be7b217f562636e70023e7408c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp313-cp313-macosx_10_15_x86_64.whl
| Download URL | seqwin-0.4.1-cp313-cp313-macosx_10_15_x86_64.whl |
|---|---|
| Size | 1.3 MB |
| Tags | CPython 3.13 macOS 10.15+ x86-64 |
|
SHA-256 checksum How to use checksums |
69041b4dee2d46d74caafb6b7da68a840cde1ee5b1ddb6bc280c014322426d91
|
|
BLAKE2b-256 checksum How to use checksums |
73fc116c903fb7a73016dacef458fd3b4dbe54885e5d74c2594e1c13a8eac861
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp312-cp312-win_arm64.whl
| Download URL | seqwin-0.4.1-cp312-cp312-win_arm64.whl |
|---|---|
| Size | 1.2 MB |
| Tags | CPython 3.12 Windows ARM64 |
|
SHA-256 checksum How to use checksums |
e16ca06773cef82589d89aa93652d3a7d0a336d0b178839c70ff1243c6bfaa6b
|
|
BLAKE2b-256 checksum How to use checksums |
b60d4cb8505259a882acc8706f6ba986f78f3d48b878ee989c4e90ac995faeeb
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp312-cp312-win_amd64.whl
| Download URL | seqwin-0.4.1-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 1.2 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
d579fb72ffa0ff4591b5bca015992e799d3ce1c2c6abec6a4fda7347cbd0f0bd
|
|
BLAKE2b-256 checksum How to use checksums |
79f5b367746b7aa24c97db7681d083c1eba6b4be8059420a4566c0a6a7b44d3d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | seqwin-0.4.1-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.12 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
f72c1cddb824722e30a4525fb5640cf4e821f3cceca58c91a94451947c74a2d2
|
|
BLAKE2b-256 checksum How to use checksums |
89f9c6586328c2a572f8ad5cf760887ceca5d1106e81c35f88c968263d8811f4
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
| Download URL | seqwin-0.4.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.12 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
4d2804c4775805a6d40ffac73555d83fc26065906ad1c7c5ed76ae49d0ccab2e
|
|
BLAKE2b-256 checksum How to use checksums |
399fa35135cc309b015f414f869ba1ec4af45b36369692b75a17ffa3bfc9b0f3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | seqwin-0.4.1-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.2 MB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
f3747688132f5aefa08709b2019babe52dca4d6788cf33ec8dfb04e79f11a483
|
|
BLAKE2b-256 checksum How to use checksums |
390365cacc83fe7a89842619992dfc0633971d92868d765a4b271f042c60777b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp312-cp312-macosx_10_15_x86_64.whl
| Download URL | seqwin-0.4.1-cp312-cp312-macosx_10_15_x86_64.whl |
|---|---|
| Size | 1.3 MB |
| Tags | CPython 3.12 macOS 10.15+ x86-64 |
|
SHA-256 checksum How to use checksums |
e70624907017dbba0918f30c268a99e723916165537f19115849d5da1ee8a609
|
|
BLAKE2b-256 checksum How to use checksums |
65746c4136bf951b62f0cda4a81d5aa0f560873da57647d348afd53963c9f455
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp311-cp311-win_arm64.whl
| Download URL | seqwin-0.4.1-cp311-cp311-win_arm64.whl |
|---|---|
| Size | 1.2 MB |
| Tags | CPython 3.11 Windows ARM64 |
|
SHA-256 checksum How to use checksums |
dff2943ac46722873e66ff08bbc30504c6c20b6ab22e3f1b0b935ddab5cccb71
|
|
BLAKE2b-256 checksum How to use checksums |
74fa41ad9105eb32be7507a92fd33aba8a9b28a7c9925008c2306ccb389035ec
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp311-cp311-win_amd64.whl
| Download URL | seqwin-0.4.1-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 1.2 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
2d4eed098cc6ba8f4119916a07a0f536557547fba6c56df110268d77f25a1dc3
|
|
BLAKE2b-256 checksum How to use checksums |
b380c613cfd745cb83f69fb0bfb27105270963a9d3e2b53c37b218e2cf5c062f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | seqwin-0.4.1-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.11 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
53dbbdd8250a04933ba6f3fdbabb9e838165f8da442c9e03848eb99366a6bec8
|
|
BLAKE2b-256 checksum How to use checksums |
e8aceb7fd3c6cd17266cfd240a4e58afc59721cb20f94d87c6ee8e0051bd5183
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
| Download URL | seqwin-0.4.1-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.11 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
2a7f8fc65600603acc7e9a91fdaf70af9b2e78ce8da421c283cf76f7b37932b4
|
|
BLAKE2b-256 checksum How to use checksums |
40d7a553c00f85b244d8eda1d5b7d62c2baf44cd06901bc7c6b7ea9951cc5966
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | seqwin-0.4.1-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.2 MB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
2d0ca0d02b6a4ca0602b31562925595420c478aa62f9b3f7930dc85543829421
|
|
BLAKE2b-256 checksum How to use checksums |
e43a09756240f99146fbdccd6b9a009fe5018d8b90e53bb91457c1643c583b02
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp311-cp311-macosx_10_15_x86_64.whl
| Download URL | seqwin-0.4.1-cp311-cp311-macosx_10_15_x86_64.whl |
|---|---|
| Size | 1.3 MB |
| Tags | CPython 3.11 macOS 10.15+ x86-64 |
|
SHA-256 checksum How to use checksums |
d9a3c80c11726d2d8caa204293aa2cad2243fb0060825f81cd1fd01d3ff2afac
|
|
BLAKE2b-256 checksum How to use checksums |
d234743ead546c5846dd6b6e47b4d8cfa79c2d08e6e94da2105b3c0316924893
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp310-cp310-win_amd64.whl
| Download URL | seqwin-0.4.1-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 1.2 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
06f0f651e234d30aee0028856ab54df89199c93050e7e03d8e8fda5497d95777
|
|
BLAKE2b-256 checksum How to use checksums |
bc25c6cca59e709c23a89b72a7838a97235033a6171b317f94a88f19fcea657f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | seqwin-0.4.1-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.10 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
f9989e08bd7f829fcecf902b84c26677c886b24739766c15346b0ae1cc768843
|
|
BLAKE2b-256 checksum How to use checksums |
1516f2e8ead7e17728eeb8c3da16460dceeab4ba947970a2d7f84db4f64fc14e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
| Download URL | seqwin-0.4.1-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.10 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
8db56059fa06a43253a94ea1d16c1ea2bb1c081fd91995fe53854ad4794e0292
|
|
BLAKE2b-256 checksum How to use checksums |
2cd8ff8c6d39e6c2097113cdcad976c903d6c63409aea205f170c9b079dbdeca
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | seqwin-0.4.1-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.2 MB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
4198dd282e432813208440afd950dd063c31b3ea1d0136cff21a90caebc05250
|
|
BLAKE2b-256 checksum How to use checksums |
daa4cf976a230976584eac3ff40ae06f07aa6a4fd24ac3f1fad6eb4be1a1f427
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency logRelease files / seqwin-0.4.1-cp310-cp310-macosx_10_15_x86_64.whl
| Download URL | seqwin-0.4.1-cp310-cp310-macosx_10_15_x86_64.whl |
|---|---|
| Size | 1.3 MB |
| Tags | CPython 3.10 macOS 10.15+ x86-64 |
|
SHA-256 checksum How to use checksums |
5864c54026346d0d95b68270c3babb9530f3bdfb822dd4a50b7cc4a1ecb4e826
|
|
BLAKE2b-256 checksum How to use checksums |
eee9536bc06a4120c28e1a233a28aaa72bc1f6f9aee382608480c98cc5f577d8
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on May 28, 2026.
Transparency log
