limulus — Data Step for Your Workspace

limulus

limulus is a Python library for data processing using Data Step syntax.
Its goal is to bring the simplicity and long-term stability of Data Step into Python workflows.

This is currently an alpha release. Please note that breaking changes to the API and other interfaces may occur before the beta release.

Installation

pip install limulus

Usage

1. Prepare Your Data

Load a DataFrame (Arrow / Polars / Pandas) from a CSV or other source.

import pandas as pd
import limulus

health_df = pd.DataFrame({
	"name": ["Alice", "Bob", "Charlie", "David"],
	"age": [25, 30, 35, 40],
	"height": [65, 70, 68, 72],  # inches
	"weight": [140, 180, 130, 200]  # pounds
})

# Load data into a Session
session = limulus.Session()
session.loads({"health": health_df})

2. Run a Data Step

session.submit("""
data result;
  set health;
  where age > 25;
  height_m = height * 0.0254;
  weight_kg = weight * 0.454;
  bmi = round(weight_kg / (height_m**2), 0.1);
  keep name age bmi;
run;
""")

Multiple Data Steps can be submitted at once. Datasets created by earlier steps can be referenced by subsequent steps.

3. Retrieve Results

The simplest way is to retrieve the result from the session as an Arrow table using subscript notation.
You can convert it to pandas using Arrow's methods.

df_out = session["result"].to_pandas()
print(df_out)

Documentation

https://k-nkmt.github.io/limulus/

License

PolyForm Noncommercial License 1.0.0

This project is distributed under the PolyForm Noncommercial License. Creative Commons licenses are not used because they are generally not recommended for software distribution.

The software may be used for personal, educational, academic, and noncommercial research purposes. Commercial use is not permitted under the current license terms. The pip package includes a compiled Rust native extension (limulus_native); Rust dependencies are listed in native/limulus_native/Cargo.toml.

A more permissive license may be considered in the future as the project gains a more stable foundation.

contact: info@knworx.com

Notices

Project Positioning
limulus is a modern data-step–inspired data transformation framework implemented independently in Python and Rust. It is not affiliated with or endorsed by SAS Institute Inc.

Trademark Notice
SAS® is a registered trademark of SAS Institute Inc. All other trademarks are the property of their respective owners.

Independence Statement
This is an independent implementation. No SAS source code or proprietary materials have been used.

Compatibility Disclaimer
Compatibility with SAS software is not guaranteed and is not a project goal. Certain behaviors intentionally differ to provide modern semantics.

Metadata

Release files for limulus 0.6.0

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

Source distribution (sdist)

Source distribution for limulus 0.6.0
File	Size	Uploaded
limulus-0.6.0.tar.gz	341.2 kB	Oct 12, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for limulus 0.6.0
File	Interpreter	ABI	Platform	Reset
limulus-0.6.0-cp313-cp313-win_amd64.whl 3.3 MB Oct 12, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
limulus-0.6.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 3.7 MB Oct 12, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-64	Details
limulus-0.6.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 3.7 MB Oct 12, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ ARM64	Details
limulus-0.6.0-cp313-cp313-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl 6.4 MB Oct 12, 2026	CPython 3.13	CPython 3.13	macOS 10.12+ universal2 (ARM64, x86-64), macOS 11.0+ ARM64, macOS 10.12+ x86-64	Details
limulus-0.6.0-cp312-cp312-win_amd64.whl 3.3 MB Oct 12, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
limulus-0.6.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 3.7 MB Oct 12, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64	Details
limulus-0.6.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 3.7 MB Oct 12, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64	Details
limulus-0.6.0-cp312-cp312-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl 6.4 MB Oct 12, 2026	CPython 3.12	CPython 3.12	macOS 10.12+ x86-64, macOS 10.12+ universal2 (ARM64, x86-64), macOS 11.0+ ARM64	Details
limulus-0.6.0-cp311-cp311-win_amd64.whl 3.3 MB Oct 12, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
limulus-0.6.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 3.7 MB Oct 12, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64	Details
limulus-0.6.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 3.7 MB Oct 12, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARM64	Details
limulus-0.6.0-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl 6.4 MB Oct 12, 2026	CPython 3.11	CPython 3.11	macOS 10.12+ universal2 (ARM64, x86-64), macOS 11.0+ ARM64, macOS 10.12+ x86-64	Details
limulus-0.6.0-cp310-cp310-win_amd64.whl 3.3 MB Oct 12, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
limulus-0.6.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 3.7 MB Oct 12, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64	Details
limulus-0.6.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 3.7 MB Oct 12, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARM64	Details
limulus-0.6.0-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl 6.4 MB Oct 12, 2026	CPython 3.10	CPython 3.10	macOS 10.12+ x86-64, macOS 10.12+ universal2 (ARM64, x86-64), macOS 11.0+ ARM64	Details

Total release size: 69.2 MB

Release files / limulus-0.6.0.tar.gz

Download URL	limulus-0.6.0.tar.gz
Size	341.2 kB
Tags	Source
SHA-256 checksum How to use checksums	`6efc72ed06fd2190ed3ae2a83167e64063dbed905f6092ba5384a990fa2a18a5`
BLAKE2b-256 checksum How to use checksums	`2dc9cfe749fecde6b3dc5bafe24daa3b2df37a50d70cabcbc18b44fb3151814a`
Upload date	Oct 12, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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.

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/k-nkmt/limulus
Publishing commit: github.com/k-nkmt/limulus/tree/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a

Workflow

Publishing configuration: github.com/k-nkmt/limulus/blob/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a/.github/workflows/release.yml
Publishing logs: github.com/k-nkmt/limulus/actions/runs/38246667132/attempts/1

Artifact

Subject: limulus-0.6.0.tar.gz
SHA-256 checksum: 6efc72ed06fd2190ed3ae2a83167e64063dbed905f6092ba5384a990fa2a18a5 Verifying attestations

Release files / limulus-0.6.0-cp313-cp313-win_amd64.whl

Download URL	limulus-0.6.0-cp313-cp313-win_amd64.whl
Size	3.3 MB
Tags	CPython 3.13 Windows x86-64
SHA-256 checksum How to use checksums	`34ccf2a9e839b1ff6868d134d0dbeea9d9f60d86d13735461c1be89d6dd4692a`
BLAKE2b-256 checksum How to use checksums	`8f4a3aaccc2614b1bc30f3b8b6a66c16a91de640c95d037efb5abc358b1b6e2d`
Upload date	Oct 12, 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/k-nkmt/limulus
Publishing commit: github.com/k-nkmt/limulus/tree/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a

Workflow

Publishing configuration: github.com/k-nkmt/limulus/blob/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a/.github/workflows/release.yml
Publishing logs: github.com/k-nkmt/limulus/actions/runs/38246667132/attempts/1

Artifact

Subject: limulus-0.6.0-cp313-cp313-win_amd64.whl
SHA-256 checksum: 34ccf2a9e839b1ff6868d134d0dbeea9d9f60d86d13735461c1be89d6dd4692a Verifying attestations

Release files / limulus-0.6.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	limulus-0.6.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	3.7 MB
Tags	CPython 3.13 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`0f58894684462cfdecdbe4bd82ed7b7b72a459a5bd6a264e9429668d70e25487`
BLAKE2b-256 checksum How to use checksums	`3d5316d9e9a888c8395eafd36a22436c9ac5bb779c5e15c836d57471f7e6c598`
Upload date	Oct 12, 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/k-nkmt/limulus
Publishing commit: github.com/k-nkmt/limulus/tree/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a

Workflow

Publishing configuration: github.com/k-nkmt/limulus/blob/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a/.github/workflows/release.yml
Publishing logs: github.com/k-nkmt/limulus/actions/runs/38246667132/attempts/1

Artifact

Subject: limulus-0.6.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
SHA-256 checksum: 0f58894684462cfdecdbe4bd82ed7b7b72a459a5bd6a264e9429668d70e25487 Verifying attestations

Release files / limulus-0.6.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	limulus-0.6.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	3.7 MB
Tags	CPython 3.13 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`611e2588d48c3b5a73a6577ec8ee83d23c489d4b7ed2f5e3870510da9de374f9`
BLAKE2b-256 checksum How to use checksums	`cf4b66d9e2567e7ec19d03965d685a370e379065ffed5af36ca3b873aa018799`
Upload date	Oct 12, 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/k-nkmt/limulus
Publishing commit: github.com/k-nkmt/limulus/tree/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a

Workflow

Publishing configuration: github.com/k-nkmt/limulus/blob/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a/.github/workflows/release.yml
Publishing logs: github.com/k-nkmt/limulus/actions/runs/38246667132/attempts/1

Artifact

Subject: limulus-0.6.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
SHA-256 checksum: 611e2588d48c3b5a73a6577ec8ee83d23c489d4b7ed2f5e3870510da9de374f9 Verifying attestations

Release files / limulus-0.6.0-cp313-cp313-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl

Download URL	limulus-0.6.0-cp313-cp313-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Size	6.4 MB
Tags	CPython 3.13 macOS 10.12+ universal2 (ARM64, x86-64) macOS 10.12+ x86-64 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`a60c6071f0afdad7e9cd7a5256e57c9005ffd0142fec00fac7afff6fce4b4707`
BLAKE2b-256 checksum How to use checksums	`3de265639080f848c225bf03c563465cddc62830cead18e760564cc8bd3ba010`
Upload date	Oct 12, 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/k-nkmt/limulus
Publishing commit: github.com/k-nkmt/limulus/tree/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a

Workflow

Publishing configuration: github.com/k-nkmt/limulus/blob/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a/.github/workflows/release.yml
Publishing logs: github.com/k-nkmt/limulus/actions/runs/38246667132/attempts/1

Artifact

Subject: limulus-0.6.0-cp313-cp313-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
SHA-256 checksum: a60c6071f0afdad7e9cd7a5256e57c9005ffd0142fec00fac7afff6fce4b4707 Verifying attestations

Release files / limulus-0.6.0-cp312-cp312-win_amd64.whl

Download URL	limulus-0.6.0-cp312-cp312-win_amd64.whl
Size	3.3 MB
Tags	CPython 3.12 Windows x86-64
SHA-256 checksum How to use checksums	`d4ee799b75a7b55e9b23082dc444d3773df637cd7794427e73840a85cb6efad1`
BLAKE2b-256 checksum How to use checksums	`c8d055879550e81499f921b6fee472a58a7d799af7a1973112f4c65df1196232`
Upload date	Oct 12, 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/k-nkmt/limulus
Publishing commit: github.com/k-nkmt/limulus/tree/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a

Workflow

Publishing configuration: github.com/k-nkmt/limulus/blob/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a/.github/workflows/release.yml
Publishing logs: github.com/k-nkmt/limulus/actions/runs/38246667132/attempts/1

Artifact

Subject: limulus-0.6.0-cp312-cp312-win_amd64.whl
SHA-256 checksum: d4ee799b75a7b55e9b23082dc444d3773df637cd7794427e73840a85cb6efad1 Verifying attestations

Release files / limulus-0.6.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	limulus-0.6.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	3.7 MB
Tags	CPython 3.12 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`4836c1065bb4117c97b9bb079fdaed6267307bcf743174f0b94730786f3e9bf1`
BLAKE2b-256 checksum How to use checksums	`06bfef90ac56e998925836e6c8c7ab919ab44110702033a79748e255b639a0b9`
Upload date	Oct 12, 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/k-nkmt/limulus
Publishing commit: github.com/k-nkmt/limulus/tree/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a

Workflow

Publishing configuration: github.com/k-nkmt/limulus/blob/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a/.github/workflows/release.yml
Publishing logs: github.com/k-nkmt/limulus/actions/runs/38246667132/attempts/1

Artifact

Subject: limulus-0.6.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
SHA-256 checksum: 4836c1065bb4117c97b9bb079fdaed6267307bcf743174f0b94730786f3e9bf1 Verifying attestations

Release files / limulus-0.6.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	limulus-0.6.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	3.7 MB
Tags	CPython 3.12 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`06092c29ee4c54e85d9393e80f23bf6f6c7590d25d80e18e6e7167d02bc5c7aa`
BLAKE2b-256 checksum How to use checksums	`3bd63a5f37273c2d406b577b52324e50cde779fcbcd4580f739ad9bcc637e25a`
Upload date	Oct 12, 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/k-nkmt/limulus
Publishing commit: github.com/k-nkmt/limulus/tree/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a

Workflow

Publishing configuration: github.com/k-nkmt/limulus/blob/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a/.github/workflows/release.yml
Publishing logs: github.com/k-nkmt/limulus/actions/runs/38246667132/attempts/1

Artifact

Subject: limulus-0.6.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
SHA-256 checksum: 06092c29ee4c54e85d9393e80f23bf6f6c7590d25d80e18e6e7167d02bc5c7aa Verifying attestations

Release files / limulus-0.6.0-cp312-cp312-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl

Download URL	limulus-0.6.0-cp312-cp312-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Size	6.4 MB
Tags	CPython 3.12 macOS 10.12+ universal2 (ARM64, x86-64) macOS 10.12+ x86-64 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`b790a9d2b19c64ff59b2b1ba38e1e9ee7794988eb34a6435377410d0db66045f`
BLAKE2b-256 checksum How to use checksums	`93bb1e44b88f46ee06d04504ed2cb1fda885c22385bed4bebb575e0fbbb573cd`
Upload date	Oct 12, 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/k-nkmt/limulus
Publishing commit: github.com/k-nkmt/limulus/tree/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a

Workflow

Publishing configuration: github.com/k-nkmt/limulus/blob/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a/.github/workflows/release.yml
Publishing logs: github.com/k-nkmt/limulus/actions/runs/38246667132/attempts/1

Artifact

Subject: limulus-0.6.0-cp312-cp312-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
SHA-256 checksum: b790a9d2b19c64ff59b2b1ba38e1e9ee7794988eb34a6435377410d0db66045f Verifying attestations

Release files / limulus-0.6.0-cp311-cp311-win_amd64.whl

Download URL	limulus-0.6.0-cp311-cp311-win_amd64.whl
Size	3.3 MB
Tags	CPython 3.11 Windows x86-64
SHA-256 checksum How to use checksums	`af3e93e6f8ed0c30875cd00ab0ba5f12a3bc84a4c3c277617559402cef11df7f`
BLAKE2b-256 checksum How to use checksums	`f2720af226baef2decb942dbff05e2c6d167ce4130d65109b3317192f82ab524`
Upload date	Oct 12, 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/k-nkmt/limulus
Publishing commit: github.com/k-nkmt/limulus/tree/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a

Workflow

Publishing configuration: github.com/k-nkmt/limulus/blob/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a/.github/workflows/release.yml
Publishing logs: github.com/k-nkmt/limulus/actions/runs/38246667132/attempts/1

Artifact

Subject: limulus-0.6.0-cp311-cp311-win_amd64.whl
SHA-256 checksum: af3e93e6f8ed0c30875cd00ab0ba5f12a3bc84a4c3c277617559402cef11df7f Verifying attestations

Release files / limulus-0.6.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	limulus-0.6.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	3.7 MB
Tags	CPython 3.11 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`cd3eda8b50531d07fa864dbb3ec9c0873823b931b57444c7165a54b48acb0d38`
BLAKE2b-256 checksum How to use checksums	`666ea8c8510321dfbecffedfc83b84a9aeab037f746824945634b59ecc005f08`
Upload date	Oct 12, 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/k-nkmt/limulus
Publishing commit: github.com/k-nkmt/limulus/tree/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a

Workflow

Publishing configuration: github.com/k-nkmt/limulus/blob/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a/.github/workflows/release.yml
Publishing logs: github.com/k-nkmt/limulus/actions/runs/38246667132/attempts/1

Artifact

Subject: limulus-0.6.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
SHA-256 checksum: cd3eda8b50531d07fa864dbb3ec9c0873823b931b57444c7165a54b48acb0d38 Verifying attestations

Release files / limulus-0.6.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	limulus-0.6.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	3.7 MB
Tags	CPython 3.11 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`b1cc3e923ad613cd8a55e191f5de9a7f7149d88305bb1606ad657c8ce45a42a5`
BLAKE2b-256 checksum How to use checksums	`31e0daf8a53085aed6112b2c84d273b64c217231157fbab856b20861284e63dc`
Upload date	Oct 12, 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/k-nkmt/limulus
Publishing commit: github.com/k-nkmt/limulus/tree/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a

Workflow

Publishing configuration: github.com/k-nkmt/limulus/blob/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a/.github/workflows/release.yml
Publishing logs: github.com/k-nkmt/limulus/actions/runs/38246667132/attempts/1

Artifact

Subject: limulus-0.6.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
SHA-256 checksum: b1cc3e923ad613cd8a55e191f5de9a7f7149d88305bb1606ad657c8ce45a42a5 Verifying attestations

Release files / limulus-0.6.0-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl

Download URL	limulus-0.6.0-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Size	6.4 MB
Tags	CPython 3.11 macOS 10.12+ universal2 (ARM64, x86-64) macOS 10.12+ x86-64 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`9f372e8445e6048ed05134b543600de95cdfab47cb55c42f8f6e641dc2638c55`
BLAKE2b-256 checksum How to use checksums	`ae9a85c3142093950d6e550d6f4f839b2eba94450808827c619df4c82e8d4ed8`
Upload date	Oct 12, 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/k-nkmt/limulus
Publishing commit: github.com/k-nkmt/limulus/tree/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a

Workflow

Publishing configuration: github.com/k-nkmt/limulus/blob/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a/.github/workflows/release.yml
Publishing logs: github.com/k-nkmt/limulus/actions/runs/38246667132/attempts/1

Artifact

Subject: limulus-0.6.0-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
SHA-256 checksum: 9f372e8445e6048ed05134b543600de95cdfab47cb55c42f8f6e641dc2638c55 Verifying attestations

Release files / limulus-0.6.0-cp310-cp310-win_amd64.whl

Download URL	limulus-0.6.0-cp310-cp310-win_amd64.whl
Size	3.3 MB
Tags	CPython 3.10 Windows x86-64
SHA-256 checksum How to use checksums	`e793d58cedda85bb9f9c7410ad8cd8cd58fd6e36a2b58d2f9ae10f68112476da`
BLAKE2b-256 checksum How to use checksums	`8dd4628069aa9583adf6622e3664bf5c4e30e7444e47879678dc7aee3464d06f`
Upload date	Oct 12, 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/k-nkmt/limulus
Publishing commit: github.com/k-nkmt/limulus/tree/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a

Workflow

Publishing configuration: github.com/k-nkmt/limulus/blob/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a/.github/workflows/release.yml
Publishing logs: github.com/k-nkmt/limulus/actions/runs/38246667132/attempts/1

Artifact

Subject: limulus-0.6.0-cp310-cp310-win_amd64.whl
SHA-256 checksum: e793d58cedda85bb9f9c7410ad8cd8cd58fd6e36a2b58d2f9ae10f68112476da Verifying attestations

Release files / limulus-0.6.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	limulus-0.6.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	3.7 MB
Tags	CPython 3.10 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`ab386053a0613a5dbc72a48f3a6a2b65a32b8de52189f1dd6a534c3e25999d0f`
BLAKE2b-256 checksum How to use checksums	`7a7e5f2f345e301e265d1cdb4463fb615b0ce6d00a7d0951c8e10092cc9b08ab`
Upload date	Oct 12, 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/k-nkmt/limulus
Publishing commit: github.com/k-nkmt/limulus/tree/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a

Workflow

Publishing configuration: github.com/k-nkmt/limulus/blob/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a/.github/workflows/release.yml
Publishing logs: github.com/k-nkmt/limulus/actions/runs/38246667132/attempts/1

Artifact

Subject: limulus-0.6.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
SHA-256 checksum: ab386053a0613a5dbc72a48f3a6a2b65a32b8de52189f1dd6a534c3e25999d0f Verifying attestations

Release files / limulus-0.6.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	limulus-0.6.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	3.7 MB
Tags	CPython 3.10 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`a004d63403aa8a3e3547993b62fd06d01b32267a2bdcb7e36b52126c4190acfb`
BLAKE2b-256 checksum How to use checksums	`58bf746802de790af4fa871b21ca35624d21219413d372fdf5018a37705c250f`
Upload date	Oct 12, 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/k-nkmt/limulus
Publishing commit: github.com/k-nkmt/limulus/tree/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a

Workflow

Publishing configuration: github.com/k-nkmt/limulus/blob/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a/.github/workflows/release.yml
Publishing logs: github.com/k-nkmt/limulus/actions/runs/38246667132/attempts/1

Artifact

Subject: limulus-0.6.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
SHA-256 checksum: a004d63403aa8a3e3547993b62fd06d01b32267a2bdcb7e36b52126c4190acfb Verifying attestations

Release files / limulus-0.6.0-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl

Download URL	limulus-0.6.0-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Size	6.4 MB
Tags	CPython 3.10 macOS 10.12+ universal2 (ARM64, x86-64) macOS 10.12+ x86-64 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`62344e1b3bfd90e3b06687e2baa87fee8f12a7b30228bd2cb7d8f9cfe9a62d13`
BLAKE2b-256 checksum How to use checksums	`e946fcd5a5760d8cc0f34f7558c26ff3b31500d178abee0fbaa4d5361837ea57`
Upload date	Oct 12, 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/k-nkmt/limulus
Publishing commit: github.com/k-nkmt/limulus/tree/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a

Workflow

Publishing configuration: github.com/k-nkmt/limulus/blob/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a/.github/workflows/release.yml
Publishing logs: github.com/k-nkmt/limulus/actions/runs/38246667132/attempts/1

Artifact

Subject: limulus-0.6.0-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
SHA-256 checksum: 62344e1b3bfd90e3b06687e2baa87fee8f12a7b30228bd2cb7d8f9cfe9a62d13 Verifying attestations

Release history Release notifications | RSS feed

This release

0.6.0 This release

Oct 12, 2026 17 release files

0.5.0

Jun 4, 2026 17 release files

0.2.0

Mar 17, 2026 17 release files

0.1.0

Mar 3, 2026 17 release files

limulus 0.6.0

limulus — Data Step for Your Workspace

Installation

Usage

1. Prepare Your Data

2. Run a Data Step

3. Retrieve Results

Documentation

License

Notices

Project links

Key dates

1 maintainer

Credits

GitHub Statistics

License

Requires

Provides Extra

Tags

Classifiers

Metadata

Project links

Key dates

1 maintainer

Credits

GitHub Statistics

License

Requires

Provides Extra

Tags

Classifiers

Release files for limulus 0.6.0

Source distribution (sdist)

Built distributions (wheels)

Release files / limulus-0.6.0.tar.gz

Provenance

PyPI Publish Attestation

Identity

Workflow

Artifact

Release files / limulus-0.6.0-cp313-cp313-win_amd64.whl

Provenance

PyPI Publish Attestation

Identity

Workflow

Artifact

Release files / limulus-0.6.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Provenance

PyPI Publish Attestation

Identity

Workflow

Artifact

Release files / limulus-0.6.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Provenance

PyPI Publish Attestation

Identity

Workflow

Artifact

Release files / limulus-0.6.0-cp313-cp313-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl

Provenance

PyPI Publish Attestation

Identity

Workflow

Artifact

Release files / limulus-0.6.0-cp312-cp312-win_amd64.whl

Provenance

PyPI Publish Attestation

Identity

Workflow

Artifact

Release files / limulus-0.6.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Provenance

PyPI Publish Attestation

Identity

Workflow

Artifact

Release files / limulus-0.6.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Provenance

PyPI Publish Attestation

Identity