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).
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)
| File | Size | Uploaded | |
|---|---|---|---|
| sax_ts-1.3.tar.gz | 6.9 kB | Details |
Built distributions (wheels)
| File | Reset | |||
|---|---|---|---|---|
| sax_ts-1.3-cp314-cp314t-win_amd64.whl | CPython 3.14 | CPython 3.14 free-threading | Windows x86-64 | Details |
| sax_ts-1.3-cp314-cp314t-win32.whl | CPython 3.14 | CPython 3.14 free-threading | Windows x86-32 | Details |
| sax_ts-1.3-cp314-cp314t-musllinux_1_2_x86_64.whl | 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 | CPython 3.14 | CPython 3.14 free-threading | Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64 | Details |
| sax_ts-1.3-cp314-cp314t-macosx_11_0_arm64.whl | CPython 3.14 | CPython 3.14 free-threading | macOS 11.0+ ARM64 | Details |
| sax_ts-1.3-cp314-cp314-win_amd64.whl | CPython 3.14 | CPython 3.14 | Windows x86-64 | Details |
| sax_ts-1.3-cp314-cp314-win32.whl | CPython 3.14 | CPython 3.14 | Windows x86-32 | Details |
| sax_ts-1.3-cp314-cp314-musllinux_1_2_x86_64.whl | 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 | CPython 3.14 | CPython 3.14 | Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64 | Details |
| sax_ts-1.3-cp314-cp314-macosx_11_0_arm64.whl | CPython 3.14 | CPython 3.14 | macOS 11.0+ ARM64 | Details |
| sax_ts-1.3-cp313-cp313-win_amd64.whl | CPython 3.13 | CPython 3.13 | Windows x86-64 | Details |
| sax_ts-1.3-cp313-cp313-win32.whl | CPython 3.13 | CPython 3.13 | Windows x86-32 | Details |
| sax_ts-1.3-cp313-cp313-musllinux_1_2_x86_64.whl | 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 | CPython 3.13 | CPython 3.13 | Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64 | Details |
| sax_ts-1.3-cp313-cp313-macosx_11_0_arm64.whl | CPython 3.13 | CPython 3.13 | macOS 11.0+ ARM64 | Details |
| sax_ts-1.3-cp312-cp312-win_amd64.whl | CPython 3.12 | CPython 3.12 | Windows x86-64 | Details |
| sax_ts-1.3-cp312-cp312-win32.whl | CPython 3.12 | CPython 3.12 | Windows x86-32 | Details |
| sax_ts-1.3-cp312-cp312-musllinux_1_2_x86_64.whl | 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 | 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 | CPython 3.12 | CPython 3.12 | macOS 11.0+ ARM64 | Details |
| sax_ts-1.3-cp311-cp311-win_amd64.whl | CPython 3.11 | CPython 3.11 | Windows x86-64 | Details |
| sax_ts-1.3-cp311-cp311-win32.whl | CPython 3.11 | CPython 3.11 | Windows x86-32 | Details |
| sax_ts-1.3-cp311-cp311-musllinux_1_2_x86_64.whl | 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 | 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 | CPython 3.11 | CPython 3.11 | macOS 11.0+ ARM64 | Details |
| sax_ts-1.3-cp310-cp310-win_amd64.whl | CPython 3.10 | CPython 3.10 | Windows x86-64 | Details |
| sax_ts-1.3-cp310-cp310-win32.whl | CPython 3.10 | CPython 3.10 | Windows x86-32 | Details |
| sax_ts-1.3-cp310-cp310-musllinux_1_2_x86_64.whl | 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 | CPython 3.10 | CPython 3.10 | Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64 | Details |
| sax_ts-1.3-cp310-cp310-macosx_11_0_arm64.whl | CPython 3.10 | CPython 3.10 | macOS 11.0+ ARM64 | Details |
| sax_ts-1.3-cp39-cp39-win_amd64.whl | CPython 3.9 | CPython 3.9 | Windows x86-64 | Details |
| sax_ts-1.3-cp39-cp39-win32.whl | CPython 3.9 | CPython 3.9 | Windows x86-32 | Details |
| sax_ts-1.3-cp39-cp39-musllinux_1_2_x86_64.whl | 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 | CPython 3.9 | CPython 3.9 | Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64 | Details |
| sax_ts-1.3-cp39-cp39-macosx_11_0_arm64.whl | CPython 3.9 | CPython 3.9 | macOS 11.0+ ARM64 | Details |
Total release size: 10.2 MB
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| Download URL | sax_ts-1.3-cp39-cp39-macosx_11_0_arm64.whl |
|---|---|
| Size | 74.9 kB |
| Tags | CPython 3.9 macOS 11.0+ ARM64 |
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SHA-256 checksum How to use checksums |
8796bb14b4560cb0a13a9e9368c9b5840f2de350d18c662e10601d72bc473ab3
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BLAKE2b-256 checksum How to use checksums |
3753f3fb7ecf7d4bd04cd0d4039e3a7283a7268cb34731a85f8eff173740e6b8
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
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twine/7.0.0 CPython/3.13.14
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Signed by GitHub Actions, verified by PyPI on Aug 21, 2026.
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