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.
This is a package-description refresh of SDK 0.3.20a1 and charts 0.3.2a1.
Econometric and chart source code is unchanged apart from the package version
constants; the alpha method and option scope is unchanged.
Install this package version
python -m pip install 'openecon==0.3.20a2' 'openecon-charts==0.3.2a2'
python -m pip check
Python must be at least 3.11 and below 3.15. The SDK pins charts 0.3.2a2
exactly. Charts also works as a standalone package with no required Python
dependencies:
python -m pip install 'openecon-charts==0.3.2a2'
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]==0.3.20a2'.
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 0.3.20a2 and charts 0.3.2a2 form one source-based package pair. The
corresponding public source snapshot records the frozen source commit and file
inventory in SOURCE-MANIFEST.json. Release provenance identifies the exact
wheel/sdist hashes and the scope of their installation checks. Numerical tests,
installed-package checks, public release access and registry installation are
separate evidence layers.
Installing these Python packages does not rebuild a native desktop installer. Device support follows each method's recorded contract; physical CUDA, installed desktop acceptance, Developer ID signing and notarization have separate evidence.
Metadata
Release files for openecon 0.3.20a2
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| openecon-0.3.20a2.tar.gz | 42.8 MB | With provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| openecon-0.3.20a2-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 50.0 MB
Release files / openecon-0.3.20a2.tar.gz
| Download URL | openecon-0.3.20a2.tar.gz |
|---|---|
| Size | 42.8 MB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
cd073c61639ed5cdd627996db61ceb1c3c40b43597f0a595f7ad595ee56e7d89
|
|
BLAKE2b-256 checksum How to use checksums |
927a34c9a14f46c38a8ed46492347abfc6c5e0c45c98b0c3dfb1027a99862485
|
| 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 21, 2026.
Transparency logRelease files / openecon-0.3.20a2-py3-none-any.whl
| Download URL | openecon-0.3.20a2-py3-none-any.whl |
|---|---|
| Size | 7.2 MB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
417d3e38ab7d09f6f50f94d517dd3548dbc67a0666d896740ce7f52499ce74ad
|
|
BLAKE2b-256 checksum How to use checksums |
b2f4dc33ff57bbb09f9c4b66a3ce2a21e4e1843d3bfe0a867c62fc935d13434a
|
| 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 21, 2026.
Transparency logSecurity for openecon 0.3.20a2
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.
Full provenance
All 2 files in this release have been uploaded with provenance metadata.
Attestation for openecon-0.3.20a2.tar.gz
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 21, 2026.
Transparency logA note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.