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 this package version
python -m pip install 'openecon==0.3.19a1' 'openecon-charts==0.3.1a1'
python -m pip check
Python must be at least 3.11 and below 3.15. The SDK pins charts 0.3.1a1
exactly. Charts also works as a standalone package with no required Python
dependencies:
python -m pip install 'openecon-charts==0.3.1a1'
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]==0.3.19a1'.
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 0.3.19a1 and charts 0.3.1a1 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.
1 maintainer
Metadata
1 maintainer
Release files for openecon 0.3.19a1
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Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| openecon-0.3.19a1.tar.gz | 11.2 MB | With provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| openecon-0.3.19a1-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 16.9 MB
Release files / openecon-0.3.19a1.tar.gz
| Download URL | openecon-0.3.19a1.tar.gz |
|---|---|
| Size | 11.2 MB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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Transparency logRelease files / openecon-0.3.19a1-py3-none-any.whl
| Download URL | openecon-0.3.19a1-py3-none-any.whl |
|---|---|
| Size | 5.7 MB |
| Tags | Python 3 |
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Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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Signed by GitHub Actions, verified by PyPI on Oct 9, 2026.
Transparency logSecurity for openecon 0.3.19a1
Provenance
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Full provenance
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Attestation for openecon-0.3.19a1.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 9, 2026.
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