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+ x86-64, macOS 11.0+ ARM64, macOS 10.12+ universal2 (ARM64, 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 11.0+ ARM64, macOS 10.12+ universal2 (ARM64, x86-64), macOS 10.12+ x86-64	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 11.0+ ARM64, macOS 10.12+ universal2 (ARM64, x86-64), 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 11.0+ ARM64, macOS 10.12+ universal2 (ARM64, x86-64)	Details

Total release size: 69.2 MB

Release files / limulus-0.6.0.tar.gz

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Tags	CPython 3.13 Windows x86-64
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Size	3.3 MB
Tags	CPython 3.12 Windows x86-64
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Subject: limulus-0.6.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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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
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Upload date	Oct 12, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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

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Publishing logs: github.com/k-nkmt/limulus/actions/runs/38246667132/attempts/1

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Subject: limulus-0.6.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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Release files / limulus-0.6.0-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl

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Upload date	Oct 12, 2026
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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/k-nkmt/limulus
Publishing commit: github.com/k-nkmt/limulus/tree/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a

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Publishing configuration: github.com/k-nkmt/limulus/blob/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a/.github/workflows/release.yml
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Release files / limulus-0.6.0-cp310-cp310-win_amd64.whl

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Size	3.3 MB
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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/k-nkmt/limulus
Publishing commit: github.com/k-nkmt/limulus/tree/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a

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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
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Upload date	Oct 12, 2026
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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/k-nkmt/limulus
Publishing commit: github.com/k-nkmt/limulus/tree/f2ba53d926815ceae2a7947eb3730e7f8c56ec0a

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Publishing logs: github.com/k-nkmt/limulus/actions/runs/38246667132/attempts/1

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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
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Upload date	Oct 12, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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

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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

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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
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Upload date	Oct 12, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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

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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

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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

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

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