This release is a pre-release and may not be stable for production use.
OpenEconometrics
openecon is an Apache-2.0 Python library for statistical and econometric
analysis. It provides model fitting, persistent JSON results, saved prediction,
LaTeX tables and offline charts. The package is an alpha with bounded method and
option coverage; full Stata or other vendor parity has not been established.
Install
python -m pip install 'openecon==0.3.18a4' 'openecon-charts==0.3.0a2'
python -m pip check
Python must be at least 3.11 and below 3.15. The reviewed Linux package checks
cover Python 3.11 and 3.13. The SDK pins charts 0.3.0a2 exactly. Charts also
works as a standalone, dependency-free package:
python -m pip install 'openecon-charts==0.3.0a2'
The base SDK installation does not require the web server, CLI, MCP service or
additional Excel/Stata file readers. Optional application layers are described
in the distribution guide.
For example, Excel and Stata readers use python -m pip install 'openecon[files]==0.3.18a4'.
Fit and save a result
import openecon as oe
frame = oe.example()
result = oe.ols(
data=frame,
y="wage",
x=["education", "experience"],
covariance="HC3",
device="cpu",
)
print(result.summary())
saved = result.model_dump_json(indent=2)
restored = oe.ResultBundle.model_validate_json(saved)
print(restored.to_latex())
chart = oe.plot.scatter(data=frame, x="education", y="wage")
chart.save_html("wage.html")
Charts embed their scripts, styles and fonts for offline HTML. Optional network PDF/SVG/PNG export uses an installed Chrome, Chromium or Edge; it does not download a browser or open a user's existing profile.
Scope and provenance
SDK 0.3.18a4 corrects package documentation and metadata. Its estimation,
parser and chart implementations remain those of the reviewed SDK 0.3.18a3
and charts 0.3.0a2 source. Charts 0.3.0a2 is reused without rebuilding its
published files. Numerical tests, installed-package checks, public releases and
registry installation are separate evidence layers.
The Mac desktop release v0.3.43-alpha.1 embeds SDK 0.3.18a1; installing this
Python package does not rebuild that application. Physical CUDA, Windows,
Developer ID signing and notarization acceptance are separate from these package
checks.
Metadata
Release files for openecon 0.3.18a4
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| openecon-0.3.18a4.tar.gz | 6.3 MB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| openecon-0.3.18a4-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 9.0 MB
Release files / openecon-0.3.18a4.tar.gz
| Download URL | openecon-0.3.18a4.tar.gz |
|---|---|
| Size | 6.3 MB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
494921c197d86b3494e9dd1eed4f64e80ce2441cf47abdfec7d5585c062db5ba
|
|
BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
|
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.
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 Oct 8, 2026.
Transparency logRelease files / openecon-0.3.18a4-py3-none-any.whl
| Download URL | openecon-0.3.18a4-py3-none-any.whl |
|---|---|
| Size | 2.7 MB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
281ec5d83dfc83d9c198cddd38cebaaedba41f2afbd34744a35ca2568740fa3c
|
|
BLAKE2b-256 checksum How to use checksums |
f28a352522abb4cea12c6244ae0d16327e30707c78d85c65c00a10ed598bf504
|
| Upload date | |
|
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.
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 Oct 8, 2026.
Transparency log