Symbolic Aggregate approXimation

This package implements the Symbolic Aggregate approXimation (SAX) algorithm in C++ with Python bindings using pybind11. SAX is a time series discretization method that represents a continuous-valued time series as a (sliding window of) symbolic representation(s).

Jessica Lin's SAX page

Eamonn Keogh's SAX page

Installation

The easiest way to install sax-ts is via pip:

pip install sax-ts

If you want to run the tests locally, install the optional dependencies:

pip install "sax-ts[test]"

You can then import the sax and paa functions as follows:

from sax_ts import sax, paa

References

P. Patel, E. Keogh, J. Lin and S. Lonardi, "Mining motifs in massive time series databases," 2002 IEEE International Conference on Data Mining, 2002. Proceedings., Maebashi City, Japan, 2002, pp. 370-377, doi: 10.1109/ICDM.2002.1183925.

J. Lin, E. Keogh, S. Lonardi, and B. Chiu, "A symbolic representation of time series, with implications for streaming algorithms," In Proceedings of the 8th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery, 2003, pp. 2-11, doi: 10.1145/882082.882086.

J. Lin, E. Keogh, L. Wei, and S. Lonardi, "Experiencing SAX: a novel symbolic representation of time series," Data Min Knowl Disc, vol. 15, pp. 107–144, Apr. 2007, doi: 10.1007/s10618-007-0064-z.

Metadata

Release files for sax-ts 1.3

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for sax-ts 1.3
File	Size	Uploaded
sax_ts-1.3.tar.gz	6.9 kB	Aug 21, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for sax-ts 1.3
File	Interpreter	ABI	Platform	Reset
sax_ts-1.3-cp314-cp314t-win_amd64.whl 90.5 kB Aug 21, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
sax_ts-1.3-cp314-cp314t-win32.whl 76.1 kB Aug 21, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-32	Details
sax_ts-1.3-cp314-cp314t-musllinux_1_2_x86_64.whl 1.1 MB Aug 21, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-64	Details
sax_ts-1.3-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 95.4 kB Aug 21, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
sax_ts-1.3-cp314-cp314t-macosx_11_0_arm64.whl 80.1 kB Aug 21, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ ARM64	Details
sax_ts-1.3-cp314-cp314-win_amd64.whl 87.1 kB Aug 21, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
sax_ts-1.3-cp314-cp314-win32.whl 73.3 kB Aug 21, 2026	CPython 3.14	CPython 3.14	Windows x86-32	Details
sax_ts-1.3-cp314-cp314-musllinux_1_2_x86_64.whl 1.1 MB Aug 21, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
sax_ts-1.3-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 95.0 kB Aug 21, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
sax_ts-1.3-cp314-cp314-macosx_11_0_arm64.whl 76.8 kB Aug 21, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
sax_ts-1.3-cp313-cp313-win_amd64.whl 85.1 kB Aug 21, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
sax_ts-1.3-cp313-cp313-win32.whl 71.4 kB Aug 21, 2026	CPython 3.13	CPython 3.13	Windows x86-32	Details
sax_ts-1.3-cp313-cp313-musllinux_1_2_x86_64.whl 1.1 MB Aug 21, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
sax_ts-1.3-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 94.8 kB Aug 21, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
sax_ts-1.3-cp313-cp313-macosx_11_0_arm64.whl 76.7 kB Aug 21, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
sax_ts-1.3-cp312-cp312-win_amd64.whl 85.0 kB Aug 21, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
sax_ts-1.3-cp312-cp312-win32.whl 71.4 kB Aug 21, 2026	CPython 3.12	CPython 3.12	Windows x86-32	Details
sax_ts-1.3-cp312-cp312-musllinux_1_2_x86_64.whl 1.1 MB Aug 21, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
sax_ts-1.3-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 94.8 kB Aug 21, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
sax_ts-1.3-cp312-cp312-macosx_11_0_arm64.whl 76.6 kB Aug 21, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
sax_ts-1.3-cp311-cp311-win_amd64.whl 84.0 kB Aug 21, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
sax_ts-1.3-cp311-cp311-win32.whl 71.0 kB Aug 21, 2026	CPython 3.11	CPython 3.11	Windows x86-32	Details
sax_ts-1.3-cp311-cp311-musllinux_1_2_x86_64.whl 1.1 MB Aug 21, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
sax_ts-1.3-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 93.4 kB Aug 21, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
sax_ts-1.3-cp311-cp311-macosx_11_0_arm64.whl 76.0 kB Aug 21, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
sax_ts-1.3-cp310-cp310-win_amd64.whl 82.9 kB Aug 21, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
sax_ts-1.3-cp310-cp310-win32.whl 69.9 kB Aug 21, 2026	CPython 3.10	CPython 3.10	Windows x86-32	Details
sax_ts-1.3-cp310-cp310-musllinux_1_2_x86_64.whl 1.1 MB Aug 21, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-64	Details
sax_ts-1.3-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 92.0 kB Aug 21, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
sax_ts-1.3-cp310-cp310-macosx_11_0_arm64.whl 74.8 kB Aug 21, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
sax_ts-1.3-cp39-cp39-win_amd64.whl 83.1 kB Aug 21, 2026	CPython 3.9	CPython 3.9	Windows x86-64	Details
sax_ts-1.3-cp39-cp39-win32.whl 69.9 kB Aug 21, 2026	CPython 3.9	CPython 3.9	Windows x86-32	Details
sax_ts-1.3-cp39-cp39-musllinux_1_2_x86_64.whl 1.1 MB Aug 21, 2026	CPython 3.9	CPython 3.9	Linux musl 1.2+ x86-64	Details
sax_ts-1.3-cp39-cp39-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 92.3 kB Aug 21, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
sax_ts-1.3-cp39-cp39-macosx_11_0_arm64.whl 74.9 kB Aug 21, 2026	CPython 3.9	CPython 3.9	macOS 11.0+ ARM64	Details

Total release size: 10.2 MB

Release files / sax_ts-1.3.tar.gz

Download URL	sax_ts-1.3.tar.gz
Size	6.9 kB
Tags	Source
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Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Release files / sax_ts-1.3-cp314-cp314t-musllinux_1_2_x86_64.whl

Download URL	sax_ts-1.3-cp314-cp314t-musllinux_1_2_x86_64.whl
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Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Release files / sax_ts-1.3-cp314-cp314-musllinux_1_2_x86_64.whl

Download URL	sax_ts-1.3-cp314-cp314-musllinux_1_2_x86_64.whl
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Release files / sax_ts-1.3-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL	sax_ts-1.3-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Size	95.0 kB
Tags	CPython 3.14 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64
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Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Release files / sax_ts-1.3-cp314-cp314-macosx_11_0_arm64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Release files / sax_ts-1.3-cp313-cp313-win_amd64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Release files / sax_ts-1.3-cp313-cp313-musllinux_1_2_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Artifact

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Release files / sax_ts-1.3-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Artifact

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Release files / sax_ts-1.3-cp313-cp313-macosx_11_0_arm64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Release files / sax_ts-1.3-cp312-cp312-win_amd64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Artifact

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Release files / sax_ts-1.3-cp312-cp312-win32.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Artifact

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Release files / sax_ts-1.3-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Release files / sax_ts-1.3-cp312-cp312-macosx_11_0_arm64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Release files / sax_ts-1.3-cp311-cp311-win_amd64.whl

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Upload date	Aug 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Artifact

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Release files / sax_ts-1.3-cp311-cp311-win32.whl

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Upload date	Aug 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Artifact

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Release files / sax_ts-1.3-cp311-cp311-musllinux_1_2_x86_64.whl

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Upload date	Aug 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Artifact

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Release files / sax_ts-1.3-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

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Upload date	Aug 21, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Artifact

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Release files / sax_ts-1.3-cp311-cp311-macosx_11_0_arm64.whl

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Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Release files / sax_ts-1.3-cp39-cp39-macosx_11_0_arm64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/steenrotsman/sax-ts
Publishing commit: github.com/steenrotsman/sax-ts/tree/4cb0d145a5fd9b5ecf0cd981401ee22a96a167d1

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Release history Release notifications | RSS feed

This release

1.3 This release

Aug 21, 2026 36 release files

1.2

May 16, 2025 41 release files

1.1

Mar 12, 2025 41 release files

1.0.0

Mar 12, 2025 41 release files

sax-ts 1.3

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